scenario_id stringlengths 10 12 | scenario_type stringlengths 14 43 | description stringlengths 175 346 | agents listlengths 3 5 | shared_context unknown | private_facts unknown | views unknown | decision_maker stringclasses 1
value | interaction_config dict | settlement_schema unknown | acceptance_conditions listlengths 4 10 | content_checks unknown | provenance_checks unknown | decisive_facts listlengths 2 4 | domain stringclasses 1
value | num_agents int64 3 5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
scenario_1 | medication_approval | A pharmacy director must approve an outpatient intravenous antibiotic plan for a patient expected to leave the hospital tomorrow, with input from the infectious-disease physician and the case manager. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Pharmacy Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Infectious-Disease Physician"
},
{
"agent_id": "A3",
"name": "Lena",
"role": "Case Manager"
}
] | {
"S1": "The patient is clinically stable and is expected to leave the hospital tomorrow with an outpatient intravenous antibiotic plan.",
"S2": "The outpatient antibiotic request is awaiting pharmacy approval.",
"S3": "Marisol makes the final medication approval and dispensing-plan decision.",
"S4": "The hospi... | {
"PF1": {
"owner": "A2",
"text": "Dr. Chen's infectious-disease recommendation is dalbavancin 1500 mg IV today followed by 1500 mg IV on day 8; the culture results and the patient's documented immediate reaction to vancomycin make that exact two-dose regimen the appropriate outpatient plan."
},
"PF2": {
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 14
} | {
"decisions": {
"medication_approved": "string",
"dose_schedule": "string",
"dispensing_pharmacy": "string",
"prior_authorization_submitted": "boolean",
"prior_authorization_deadline": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"t... | [
"Dalbavancin must be approved.",
"The dose schedule must record 1500 mg and the day-8 second dose.",
"Dispensing must be assigned to NorthStar Specialty Pharmacy.",
"Prior authorization must be submitted.",
"The prior-authorization deadline must be recorded as 3:00 PM today.",
"A commitment must require c... | {
"C1": "decisions['medication_approved'] in ['dalbavancin', 'Dalbavancin', 'dalbavancin 1500 mg IV', 'Dalbavancin 1500 mg IV']",
"C2": "'1500 mg' in decisions['dose_schedule'] and ('day 8' in decisions['dose_schedule'] or 'second dose' in decisions['dose_schedule'])",
"C3": "'NorthStar Specialty Pharmacy' in dec... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The clinical recommendation changes the approved drug to dalbavancin and fixes the regimen at 1500 mg IV today followed by a second 1500 mg IV dose on day 8 rather than allowing a generic antibiotic or sc... | healthcare | 3 |
scenario_2 | overnight_staffing_coverage | A nursing supervisor must assign the hospital's only available float nurse for the evening shift between the oncology and surgical units, with input from the oncology educator and the staffing coordinator. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Nursing Supervisor"
},
{
"agent_id": "A2",
"name": "Evan",
"role": "Oncology Unit Educator"
},
{
"agent_id": "A3",
"name": "Nia",
"role": "Staffing Coordinator"
}
] | {
"S1": "One float nurse is available for the 7:00 PM to 7:00 AM shift.",
"S2": "Both the oncology unit and the surgical unit have an uncovered nursing position for part of the evening.",
"S3": "Marisol makes the final assignment and records the coverage plan.",
"S4": "The hospital's routine evening staffing hu... | {
"PF1": {
"owner": "A2",
"text": "Oncology has two scheduled administrations between 7:00 PM and 11:00 PM that require a nurse with current chemotherapy competency, and this float nurse is the only available nurse on the evening roster with that competency. Evan verified the roster with the education office,... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"float_nurse_assigned_to": "string",
"oncology_qualified_coverage_confirmed": "boolean",
"oncology_float_start": "string",
"surgical_interim_coverage_until": "string",
"surgical_agency_handoff_confirmed": "boolean"
},
"credited_facts": [
"fact_id"
],
"commitments": [
... | [
"The float nurse must be assigned to oncology.",
"Qualified chemotherapy coverage must be confirmed for oncology.",
"The oncology float coverage must begin at 7:00 PM.",
"Surgical interim coverage must be planned through exactly 11:00 PM.",
"The confirmed surgical agency nurse handoff at exactly 11:00 PM mu... | {
"C1": "decisions['float_nurse_assigned_to'] == 'oncology'",
"C2": "decisions['oncology_qualified_coverage_confirmed'] == True",
"C3": "decisions['oncology_float_start'] == '7:00 PM'",
"C4": "decisions['surgical_interim_coverage_until'] == '11:00 PM'",
"C5": "decisions['surgical_agency_handoff_confirmed'] ==... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "The exact 7:00 PM chemotherapy competency requirement makes oncology the only safe assignment for the float nurse, confirms qualified coverage, and fixes the start of that coverage at 7:00 PM.... | healthcare | 3 |
scenario_3 | equipment_allocation | A case manager must finalize which of two medically cleared patients receives the hospital's only available home oxygen concentrator for discharge today, with input from respiratory therapy and social work. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Case Manager"
},
{
"agent_id": "A2",
"name": "Luis",
"role": "Respiratory Therapist"
},
{
"agent_id": "A3",
"name": "Nina",
"role": "Social Worker"
}
] | {
"S1": "Patient Harper and Patient Ellis are both medically cleared for discharge today and both have home oxygen orders.",
"S2": "The hospital has one available home oxygen concentrator, and both patients are currently listed as candidates for it.",
"S3": "Maya makes the final equipment assignment and discharge... | {
"PF1": {
"owner": "A2",
"text": "Harper requires continuous oxygen at exactly 4 liters per minute while sleeping and ambulating, and the prescribed concentrator is the only available home device that can provide that continuous flow reliably overnight; Luis verified this during the bedside assessment, but t... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A1"
],
"turn_cap": 10
} | {
"decisions": {
"concentrator_assigned_to": "string",
"harper_oxygen_flow_liters_per_minute": "number",
"ellis_oxygen_source": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justifica... | [
"The concentrator must be assigned to Harper.",
"Harper's home oxygen plan must specify exactly 4 liters per minute.",
"Ellis must use portable cylinders rather than the concentrator.",
"The 6:00 PM supplier delivery for Ellis must be documented as a commitment.",
"Harper's oxygen requirement must be cited ... | {
"C1": "decisions['concentrator_assigned_to'] == 'Harper'",
"C2": "decisions['harper_oxygen_flow_liters_per_minute'] == 4",
"C3": "'portable cylinders' in decisions['ellis_oxygen_source']",
"C4": "'6:00 PM' in decisions['ellis_oxygen_source'] or any(c['type'] == 'oxygen_delivery' and c['target'] == 'Ellis' and... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "Harper's exact continuous requirement of 4 liters per minute changes the assignment from an otherwise open choice to Harper and fixes the discharge flow at exactly 4 liters per minute."
},
{
"fact... | healthcare | 3 |
scenario_4 | equipment_allocation | A rehabilitation services manager must decide how to deploy the hospital's only portable powered bariatric lift for the afternoon, with input from a physical therapist and a biomedical equipment coordinator. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Rehabilitation Services Manager"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Physical Therapist"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Biomedical Equipment Coordinator"
}
] | {
"S1": "The hospital has one portable powered bariatric lift available for use today.",
"S2": "The medical unit and the surgical recovery unit have both requested the lift for patient transfers.",
"S3": "Maya makes the final equipment deployment decision and records the related safety and maintenance actions.",
... | {
"PF1": {
"owner": "A2",
"text": "The medical unit's patient requires the powered bariatric lift for every transfer from 10:00 AM through 6:00 PM today; the standard floor lift cannot safely support the patient's transfer plan, and Dr. Chen completed the assessment this morning before the request was entered... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 14
} | {
"decisions": {
"equipment_assigned_to": "string",
"deployment_start_time": "string; must state the specific clock time 10:00 AM, not a qualitative term such as immediately",
"surgical_unit_backup_plan": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string... | [
"The powered lift must be assigned to the medical unit.",
"The medical-unit deployment must begin at 10:00 AM.",
"A safety-check commitment for the medical unit must be recorded.",
"The surgical recovery unit must use its own repaired lift beginning at 2:00 PM.",
"The surgical recovery unit's repaired-lift ... | {
"C1": "decisions['equipment_assigned_to'] in ['Medical Unit', 'medical unit', 'Medical unit', 'medical Unit']",
"C2": "'10:00 AM' in decisions['deployment_start_time']",
"C3": "any(c['type'] == 'safety_check' and c['target'] in ['Medical Unit', 'medical unit', 'Medical unit', 'medical Unit'] for c in commitment... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "The medical-unit assessment changes the assignment to the medical unit, fixes deployment at 10:00 AM, and requires a safety-check commitment because the standard lift is unsafe."
},
{
... | healthcare | 3 |
scenario_5 | referral_prioritization | A specialty clinic director must place two new referrals into the clinic's two remaining consultation appointments for next week, with input from the referral nurse and a social worker. | [
{
"agent_id": "A1",
"name": "Mara",
"role": "Specialty Clinic Director"
},
{
"agent_id": "A2",
"name": "Eli",
"role": "Referral Nurse"
},
{
"agent_id": "A3",
"name": "Nadia",
"role": "Social Worker"
}
] | {
"S1": "The clinic has two new-patient consultation appointments available next week: Tuesday at 10:00 AM and Friday at 2:00 PM.",
"S2": "The referrals are for Lin Park and Mateo Ortiz, and both patients are awaiting their first specialty consultation.",
"S3": "Mara makes the final appointment assignment and con... | {
"PF1": {
"owner": "A2",
"text": "Lin Park needs a Mandarin interpreter for the consultation, and the clinic's only Mandarin medical interpreter is available for Lin only on Tuesday at 10:00 AM; Eli confirmed that interpreter availability directly with Language Services."
},
"PF2": {
"owner": "A3",
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"tuesday_10am_patient": "string",
"friday_2pm_patient": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justification_fact_ids": [
"fact_id"
]
} | [
"Lin Park must receive the Tuesday 10:00 AM consultation because that is the only listed appointment compatible with the Mandarin interpreter.",
"Mateo Ortiz must receive the Friday 2:00 PM consultation because that is the only listed appointment compatible with the caregiver's attendance.",
"A Mandarin interpr... | {
"C1": "decisions['tuesday_10am_patient'] == 'Lin Park'",
"C2": "decisions['friday_2pm_patient'] == 'Mateo Ortiz'",
"C3": "any(c['type'] in ['interpreter_booking', 'interpreter_coordination'] and c['target'] in ['Lin Park', 'Language Services'] and 'Mandarin' in c['detail'] and 'Tuesday' in c['detail'] and '10:0... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C3",
"P1"
],
"why": "The interpreter's only available appointment changes Lin Park's assignment to Tuesday at 10:00 AM and requires a Mandarin interpreter booking rather than an unspecified language-service request."
},
{... | healthcare | 3 |
scenario_6 | blood_product_allocation | A transfusion service medical director must decide which of two patients receives the hospital's only immediately available antigen-matched platelet unit, with input from hematology, the blood bank laboratory, and perioperative coordination. | [
{
"agent_id": "A1",
"name": "Dr. Morgan",
"role": "Transfusion Service Medical Director"
},
{
"agent_id": "A2",
"name": "Dr. Shah",
"role": "Hematologist"
},
{
"agent_id": "A3",
"name": "Leah",
"role": "Blood Bank Laboratory Technologist"
},
{
"agent_id": "A4",
... | {
"S1": "The blood bank has one immediately available antigen-matched platelet unit, and patients Rivera and Chen are both listed for consideration.",
"S2": "Rivera is awaiting a platelet transfusion, while Chen is scheduled for a procedure later this morning that may require platelet support.",
"S3": "Dr. Morgan... | {
"PF1": {
"owner": "A2",
"text": "Rivera's platelet count is 6,000 and the patient has active mucosal bleeding; Dr. Shah's bedside assessment requires this transfusion to be started by 10:00 AM rather than waiting for routine support."
},
"PF2": {
"owner": "A3",
"text": "The available unit is HLA... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 14
} | {
"decisions": {
"platelet_unit_released_to": "string",
"transfusion_start_by": "string",
"compatibility_confirmed_for": "string",
"alternative_product_arrival": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"det... | [
"The available platelet unit must be released to Rivera.",
"Rivera's transfusion must be scheduled to start by 10:00 AM.",
"Compatibility must be documented for Rivera.",
"The separate product for Chen must be recorded as arriving at 7:00 PM.",
"A blood bank commitment to reserve or verify Chen's separate p... | {
"C1": "decisions['platelet_unit_released_to'] == 'Rivera'",
"C2": "decisions['transfusion_start_by'] == '10:00 AM'",
"C3": "decisions['compatibility_confirmed_for'] == 'Rivera'",
"C4": "'7:00 PM' in decisions.get('alternative_product_arrival', '')",
"C5": "any(c.get('target') == 'Chen' or ('Chen' in c.get('... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "Rivera's count of 6,000, active mucosal bleeding, and 10:00 AM start requirement change the allocation from an open choice to Rivera with a specific start time."
},
{
"fact_id": "PF2",
"owner"... | healthcare | 4 |
scenario_7 | service_operations | A hospital operations administrator must decide whether to open the outpatient dialysis unit for a special Saturday session and, if so, set its operating window and required coordination steps, with input from nephrology, patient transport, and facilities. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Hospital Operations Administrator"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Nephrologist"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "Patient Transport Coordinator"
},
{
"agent_id": "A4",
"name": "... | {
"S1": "The outpatient dialysis unit is normally closed on Saturdays, but operations leadership is reviewing whether to authorize one special Saturday session this week.",
"S2": "Marisol makes the final operational decision for the unit.",
"S3": "The unit has four dialysis stations and ordinarily operates from 7... | {
"PF1": {
"owner": "A2",
"text": "Patient Green's nephrologist has determined that Green must receive dialysis on Saturday at 8:00 AM for a four-hour treatment because there is no weekday opening that can safely replace it; Dr. Chen entered the order this morning, but the weekend session has not yet been app... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 18
} | {
"decisions": {
"saturday_session_open": "boolean",
"scheduled_patient": "string",
"session_start": "string",
"session_close": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justi... | [
"The special Saturday dialysis session must be authorized.",
"Patient Green must be scheduled for the session.",
"The session must start at 8:00 AM.",
"The unit must close by 12:30 PM.",
"The confirmed transport arrangement must be documented.",
"The facilities maintenance constraint must be documented as... | {
"C1": "decisions['saturday_session_open'] == True",
"C2": "decisions['scheduled_patient'] == 'Patient Green'",
"C3": "decisions['session_start'] == '8:00 AM'",
"C4": "decisions['session_close'] == '12:30 PM'",
"C5": "any(('7:15 AM' in c['detail'] or '7:15' in c['detail']) and ('12:45 PM' in c['detail'] or '... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "The specific order for Patient Green changes the decision from leaving Saturday closed to opening the session, identifies Green as the patient, and fixes the treatment start at 8:00 AM."
},
... | healthcare | 4 |
scenario_8 | clinic_operations | An ambulatory services administrator must authorize and configure a Saturday vaccination clinic at either the East or West outpatient site, with input from pharmacy logistics, nursing education, and facilities. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Ambulatory Services Administrator"
},
{
"agent_id": "A2",
"name": "Evan",
"role": "Pharmacy Logistics Coordinator"
},
{
"agent_id": "A3",
"name": "Nia",
"role": "Nursing Education Coordinator"
},
{
"agent_id": "A4",
... | {
"S1": "The hospital is considering a Saturday vaccination clinic at either its East or West outpatient site.",
"S2": "Each site is normally open from 9:00 AM to 1:00 PM on Saturdays.",
"S3": "Sixty eligible patients are waiting for appointments in the proposed clinic.",
"S4": "Marisol must authorize the site,... | {
"PF1": {
"owner": "A2",
"text": "Pharmacy has 60 doses allocated for Saturday already stored at the West site's monitored refrigerator; only 35 doses are at East, and the validated cold-chain courier needed to move the remaining doses is unavailable on Saturday."
},
"PF2": {
"owner": "A3",
"text... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
]
} | A1 | {
"turn_order": [
"A2",
"A3",
"A4",
"A1"
],
"turn_cap": 14
} | {
"decisions": {
"clinic_site": "string",
"clinic_start_time": "string",
"clinic_end_time": "string",
"appointments_scheduled": "integer"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string",
"fact_id": ... | [
"The Saturday clinic must be held at the West site.",
"The clinic must start at 9:00 AM.",
"The clinic must end at 12:00 PM.",
"All 60 eligible patients must be scheduled.",
"A commitment must document the staffing fact PF2.",
"A commitment must document the facilities fact PF3.",
"The pharmacy logistic... | {
"C1": "decisions['clinic_site'] == 'West'",
"C2": "decisions['clinic_start_time'] in ['09:00', '9:00 AM', '09:00 AM']",
"C3": "decisions['clinic_end_time'] in ['12:00', '12:00 PM']",
"C4": "decisions['appointments_scheduled'] == 60",
"C5": "any(c.get('fact_id') == 'PF2' for c in commitments)",
"C6": "any(... | {
"P1": "'PF1' in revealed and 'PF1' in credited_facts and 'PF1' in justification_fact_ids",
"P2": "'PF2' in revealed and 'PF2' in credited_facts and 'PF2' in justification_fact_ids",
"P3": "'PF3' in revealed and 'PF3' in credited_facts and 'PF3' in justification_fact_ids"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C4",
"P1"
],
"why": "The supply changes the site choice to West because West has all 60 doses while East has only 35 and Saturday transport is unavailable, and it fixes the schedulable volume at exactly 60 appointments."
},... | healthcare | 4 |
scenario_9 | diagnostic_imaging_coordination | A diagnostic imaging manager must finalize how to use the hospital's only two-hour MRI slot tomorrow afternoon for two patients, with input from neuroradiology, MRI technology, utilization review, and patient access. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Diagnostic Imaging Manager"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Neuroradiologist"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "MRI Technologist"
},
{
"agent_id": "A4",
"name": "Nora",
"role": ... | {
"S1": "The hospital has one two-hour MRI slot tomorrow from 1:00 PM to 3:00 PM.",
"S2": "Patient Avery and Patient Morgan are both currently listed for consideration for that slot.",
"S3": "Maya makes the final imaging plan and may release an alternate referral for the patient who does not use the hospital slot... | {
"PF1": {
"owner": "A2",
"text": "Avery developed a new focal neurologic deficit this morning, and the treating physician wants a brain MRI with and without contrast completed before a treatment decision at 2:00 PM; Dr. Chen reviewed the clinical message, but the updated urgency and protocol are not yet in t... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
],
"A5": [
"S1",
"S2",
"S3",
"S4",
"PF4"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"hospital_mri_slot_assigned_to": "string",
"mri_protocol": "string",
"alternate_referral_for_morgan": "string",
"caregiver_arrival_time": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "... | [
"The hospital MRI slot must be assigned to Avery.",
"Avery's study must be scheduled as a brain MRI with and without contrast.",
"Morgan must receive an alternate referral to Lakeside Imaging's 1.5-tesla scanner.",
"Avery's insurer authorization must be attached to the hospital outpatient imaging encounter.",... | {
"C1": "'Avery' in decisions.get('hospital_mri_slot_assigned_to', '')",
"C2": "decisions.get('mri_protocol', '') == 'Brain MRI with and without contrast' or decisions.get('mri_protocol', '') == 'brain MRI with and without contrast'",
"C3": "'Lakeside Imaging' in decisions.get('alternate_referral_for_morgan', '')... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "Avery's new focal deficit changes the slot assignment to Avery and changes the ordered study from an unspecified MRI to a brain MRI with and without contrast."
},
{
"fact_id": "PF2",
"owner": ... | healthcare | 5 |
scenario_10 | transplant_allocation | A transplant medical director must assign one deceased-donor kidney between two listed recipients and finalize the immediate transplant plan, with input from transplant nephrology, immunology, social work, and the operating-room coordinator. | [
{
"agent_id": "A1",
"name": "Dr. Mehta",
"role": "Transplant Medical Director"
},
{
"agent_id": "A2",
"name": "Dr. Alvarez",
"role": "Transplant Nephrologist"
},
{
"agent_id": "A3",
"name": "Nina",
"role": "Transplant Immunology Laboratory Director"
},
{
"agent_id... | {
"S1": "One deceased-donor kidney is available for immediate allocation, and two listed recipients, Recipient A and Recipient B, are being considered.",
"S2": "The transplant medical director makes the binding allocation decision and records the immediate operative plan.",
"S3": "The hospital's allocation policy... | {
"PF1": {
"owner": "A2",
"text": "Recipient A has a calculated panel-reactive antibody level of 98% and qualifies for the hospital's highly sensitized candidate exception; Recipient B does not qualify. Dr. Alvarez confirmed the listing data this morning, but the exception flag has not yet been entered in the... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"kidney_assigned_to": "string",
"crossmatch_status": "string",
"operative_start_time": "string",
"caregiver_support_duration_days": "integer"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "strin... | [
"The kidney must be assigned to Recipient A because Recipient A is the compatible highly sensitized candidate.",
"The settlement must record a negative crossmatch status for Recipient A.",
"The operative start time must be exactly 6:30 AM.",
"The care plan must document 14 days of continuous caregiver support... | {
"C1": "decisions['kidney_assigned_to'] == 'Recipient A'",
"C2": "'negative' in decisions['crossmatch_status'] and 'Recipient A' in decisions['crossmatch_status'] or 'Negative' in decisions['crossmatch_status'] and 'Recipient A' in decisions['crossmatch_status']",
"C3": "decisions['operative_start_time'] == '6:3... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "Recipient A's exact 98% sensitization level qualifies A, but not B, for the policy exception that determines which compatible recipient receives the kidney and supplies the required allocation justification."
},
... | healthcare | 5 |
scenario_11 | inpatient_monitoring_and_transfer | An attending physician must decide whether and when to transfer a patient from the emergency department to a monitored inpatient bed and finalize the immediate medication-monitoring plan, with input from cardiology, bed management, and clinical pharmacy. | [
{
"agent_id": "A1",
"name": "Dr. Malik",
"role": "Attending Physician"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Cardiology Fellow"
},
{
"agent_id": "A3",
"name": "Rosa",
"role": "Bed Management Coordinator"
},
{
"agent_id": "A4",
"name": "Evan",
... | {
"S1": "A patient in the emergency department is being observed after an episode of dizziness and is currently alert and hemodynamically stable.",
"S2": "The patient is awaiting a disposition decision and an inpatient bed if admission is selected.",
"S3": "Dr. Malik makes the final decision about the patient's d... | {
"PF1": {
"owner": "A2",
"text": "The cardiology monitor review showed intermittent high-grade atrioventricular block, so the patient requires continuous telemetry for the next 24 hours rather than an unmonitored observation placement; Dr. Chen reviewed the rhythm strips directly, but the formal cardiology n... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 14
} | {
"decisions": {
"destination": "Use exactly one of: 'telemetry' or 'unmonitored_observation'.",
"transfer_time": "Use exactly one of: '4pm_today' or 'unscheduled'.",
"sotalol_action": "Use exactly one of: 'hold' or 'continue'.",
"repeat_ecg_hours_after_hold": "integer",
"transfer_booking_entered"... | [
"The destination value must be exactly 'telemetry'.",
"The transfer time value must be exactly '4pm_today'.",
"The sotalol action value must be exactly 'hold'.",
"The repeat ECG interval must be exactly 6 hours after the hold.",
"The transfer booking entered value must be true.",
"The high-grade atriovent... | {
"C1": "decisions['destination'] == 'telemetry'",
"C2": "decisions['transfer_time'] == '4pm_today'",
"C3": "decisions['sotalol_action'] == 'hold'",
"C4": "decisions['repeat_ecg_hours_after_hold'] == 6",
"C5": "decisions['transfer_booking_entered'] == True"
} | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "The intermittent high-grade atrioventricular block changes the destination value from 'unmonitored_observation' to exactly 'telemetry' and supplies the specific justification that must be cited."
},
{
"fact_i... | healthcare | 4 |
scenario_12 | procedure_location_and_safety_authorization | A perioperative services administrator must finalize the location, start time, and respiratory preparation for a bronchoscopy, with input from infection prevention, respiratory therapy, and facilities. | [
{
"agent_id": "A1",
"name": "Mara",
"role": "Perioperative Services Administrator"
},
{
"agent_id": "A2",
"name": "Dr. Shah",
"role": "Infection Prevention Physician"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Respiratory Therapist"
},
{
"agent_id": "A4",
... | {
"S1": "A bronchoscopy is planned for tomorrow for a patient who may need respiratory support during the procedure.",
"S2": "The procedure is currently listed for Procedure Room 2 at 1:00 PM.",
"S3": "Procedure Room 2 and AIIR 4 are the available locations being considered for the bronchoscopy.",
"S4": "Mara m... | {
"PF1": {
"owner": "A2",
"text": "The patient's pending respiratory panel is positive for measles, so the bronchoscopy requires airborne-isolation conditions and must take place in AIIR 4 rather than Procedure Room 2; Dr. Shah reviewed the result directly, but the laboratory interface has not posted it to th... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 14
} | {
"decisions": {
"procedure_location": "string",
"procedure_start_time": "string",
"respiratory_setup": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justification_fact_ids": [
"f... | [
"The bronchoscopy must be moved to AIIR 4 because the patient requires airborne-isolation conditions.",
"The bronchoscopy must start at or after 3:00 PM tomorrow because AIIR 4 cannot be released before then.",
"The HEPA NIV adapter must be specified as the respiratory setup.",
"A facilities pressure-verifica... | {
"C1": "decisions['procedure_location'] == 'AIIR 4'",
"C2": "'3:00 PM' in decisions['procedure_start_time'] or '3:30 PM' in decisions['procedure_start_time'] or '4:00 PM' in decisions['procedure_start_time']",
"C3": "'HEPA NIV adapter' in decisions['respiratory_setup']",
"C4": "('3:00 PM' in decisions['procedu... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "The positive measles result changes the location from the publicly scheduled Procedure Room 2 to AIIR 4 and supplies the airborne-isolation justification that must be cited."
},
{
"fact_id": "PF2",
"owner... | healthcare | 4 |
scenario_13 | care_program_enrollment | An ambulatory care director must decide whether to enroll a recently discharged heart-failure patient in the hospital's remote-monitoring program and configure the patient's monitoring and teaching plan, with input from cardiology nursing, clinical informatics, and social work. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Ambulatory Care Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Cardiology Nurse"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Clinical Informatics Specialist"
},
{
"agent_id": "A4",
"name": "Nadia"... | {
"S1": "Mr. Lewis is being considered for enrollment in the hospital's remote-monitoring program after discharge for heart-failure care.",
"S2": "The program can provide a connected scale, blood-pressure monitoring, cellular connectivity equipment, and scheduled nurse teaching and follow-up.",
"S3": "Maya makes ... | {
"PF1": {
"owner": "A2",
"text": "Mr. Lewis's most recent echocardiogram shows a left-ventricular ejection fraction of exactly 32%; the program's clinical eligibility criterion is an ejection fraction of 35% or lower, so he meets the criterion. For his heart-failure care, cardiology nursing recommends monito... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 18
} | {
"decisions": {
"enroll_in_program": "boolean",
"ejection_fraction_percent": "integer",
"monitoring_bundle": "list of strings",
"connection_method": "string",
"education_language": "string",
"follow_up_call_day": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
... | [
"Mr. Lewis must be enrolled in the remote-monitoring program.",
"The plan must record his ejection fraction as exactly 32 percent.",
"The monitoring bundle must include a connected scale and blood-pressure monitoring.",
"The connection method must use cellular connectivity equipment or a cellular monitoring h... | {
"C1": "decisions['enroll_in_program'] == True",
"C2": "decisions['ejection_fraction_percent'] == 32",
"C3": "'connected scale' in decisions['monitoring_bundle'] and ('blood-pressure monitor' in decisions['monitoring_bundle'] or 'blood-pressure monitoring' in decisions['monitoring_bundle'])",
"C4": "decisions[... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "The exact ejection fraction of 32 percent establishes eligibility, changes the recorded clinical value to 32, and supplies the clinical recommendation for a connected scale and blood-pressure ... | healthcare | 4 |
scenario_14 | medication_formulary_approval | A pharmacy director must authorize an outpatient antibiotic plan for a medically stable patient expected to leave the hospital tomorrow, with input from infectious disease, utilization review, and specialty-pharmacy coordination. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Pharmacy Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Infectious Disease Physician"
},
{
"agent_id": "A3",
"name": "Nadia",
"role": "Utilization Review Nurse"
},
{
"agent_id": "A4",
"name": "Leon... | {
"S1": "The patient is medically stable and is expected to leave the hospital tomorrow with a seven-day outpatient antibiotic plan.",
"S2": "The current formulary option is daily intravenous ceftriaxone, while linezolid is a restricted nonformulary oral option.",
"S3": "Marisol makes the final medication authori... | {
"PF1": {
"owner": "A2",
"text": "The finalized culture report shows the organism is susceptible to linezolid but resistant to the available oral alternatives, and Dr. Chen's treatment plan calls for linezolid 600 mg twice daily for exactly six days after discharge."
},
"PF2": {
"owner": "A3",
"t... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 14
} | {
"decisions": {
"authorized_medication": "string",
"dose": "string",
"frequency": "string",
"duration_days": "integer",
"prior_authorization_submitted": "boolean",
"delivery_window": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
... | [
"Linezolid must be authorized rather than daily intravenous ceftriaxone.",
"The authorized regimen must be 600 mg twice daily for exactly six days.",
"A prior authorization must be submitted with the required regimen and culture documentation.",
"The specialty-pharmacy delivery must be scheduled for tomorrow ... | {
"C1": "decisions['authorized_medication'] == 'linezolid'",
"C2": "decisions['dose'] == '600 mg' and decisions['frequency'] == 'twice daily' and decisions['duration_days'] == 6",
"C3": "decisions['prior_authorization_submitted'] == True",
"C4": "decisions['prior_authorization_submitted'] == True and decisions[... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed",
"P2": "'PF2' in credited_facts and 'PF2' in justification_fact_ids and 'PF2' in revealed",
"P3": "'PF3' in credited_facts and 'PF3' in justification_fact_ids and 'PF3' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The culture result changes the medication choice from formulary ceftriaxone to linezolid and fixes the regimen at 600 mg twice daily for six days."
},
{
"fact_id": "PF2",
"owner": "A3",
"f... | healthcare | 4 |
scenario_15 | staffing_and_shift_coverage | A nursing supervisor must finalize the Saturday daytime coverage plan for the oncology and medical-surgical units using one float RN and one per-diem CNA, with input from both unit charge nurses and the staffing coordinator. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Nursing Supervisor"
},
{
"agent_id": "A2",
"name": "Evan",
"role": "Oncology Charge Nurse"
},
{
"agent_id": "A3",
"name": "Nia",
"role": "Medical-Surgical Charge Nurse"
},
{
"agent_id": "A4",
"name": "Caleb",
... | {
"S1": "Saturday daytime coverage has one float RN and one per-diem CNA available for assignment between the oncology and medical-surgical units.",
"S2": "Both units are operating with reduced weekend staffing and have requested supplemental coverage.",
"S3": "Marisol must issue the final Saturday roster before ... | {
"PF1": {
"owner": "A2",
"text": "An oncology infusion scheduled for Saturday requires a dedicated RN from 11:00 AM through 3:00 PM under the unit's infusion-monitoring policy; Evan has the finalized treatment schedule, but the assignment request has not yet been added to the staffing board."
},
"PF2": {... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4"
],
"turn_cap": 14
} | {
"decisions": {
"float_rn_unit": "string",
"float_rn_start": "string",
"float_rn_end": "string",
"per_diem_cna_unit": "string",
"per_diem_cna_start": "string",
"per_diem_cna_end": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"ta... | [
"The float RN must be assigned to oncology from 11:00 AM through 3:00 PM.",
"The per-diem CNA must be assigned to medical-surgical from 7:00 AM through 11:00 AM.",
"The roster must document a charge-nurse relief handoff for the float RN at 3:00 PM.",
"The oncology infusion-monitoring coverage must be logged a... | {
"C1": "decisions['float_rn_unit'] == 'oncology'",
"C2": "decisions['float_rn_start'] == '11:00 AM' and decisions['float_rn_end'] == '3:00 PM'",
"C3": "decisions['per_diem_cna_unit'] in ['medical-surgical', 'med-surg']",
"C4": "decisions['per_diem_cna_start'] == '7:00 AM' and decisions['per_diem_cna_end'] == '... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C5",
"P1"
],
"why": "The finalized infusion schedule changes the float RN assignment to oncology, fixes the coverage window at 11:00 AM to 3:00 PM, and requires an oncology infusion-monitoring commitment."
},
... | healthcare | 4 |
scenario_16 | clinical_authorization | A nursing competency coordinator must decide whether to authorize a newly transferred registered nurse to independently administer IV insulin infusions during an upcoming night shift and must set the safeguards for that assignment, with input from the unit preceptor and a clinical pharmacist. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Nursing Competency Coordinator"
},
{
"agent_id": "A2",
"name": "Luis",
"role": "Unit Preceptor"
},
{
"agent_id": "A3",
"name": "Hannah",
"role": "Clinical Pharmacist"
}
] | {
"S1": "A newly transferred registered nurse is being considered for the night shift medication assignment on the medical unit.",
"S2": "The assignment may include administration of IV insulin infusions, which the hospital classifies as a high-alert medication.",
"S3": "Maya makes the final authorization and rec... | {
"PF1": {
"owner": "A2",
"text": "Luis directly observed this nurse complete two supervised IV insulin infusion starts on the hospital's current pump and pass every item on the bedside high-alert checklist; the unit's competency standard is two successful observed starts. Luis can provide in-person preceptor... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"authorization_status": "string",
"authorized_medication": "string",
"glucose_check_frequency": "string",
"order_set_required": "boolean"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
... | [
"The nurse must be approved for independent IV insulin administration.",
"The authorization must specifically cover IV insulin infusions.",
"The plan must include in-person preceptor coverage for the first two hours of the night shift.",
"Bedside glucose checks must occur every hour for the first four hours."... | {
"C1": "decisions['authorization_status'] == 'authorized with conditions' or decisions['authorization_status'] == 'approved_independent'",
"C2": "decisions['authorized_medication'] == 'IV insulin infusion' or decisions['authorized_medication'] == 'IV insulin infusions'",
"C3": "any((c['type'] == 'preceptor cover... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C3",
"P1"
],
"why": "The two successful observed starts change the authorization from unverified to approved independent, while the confirmed preceptor availability changes the plan to require in-person coverage for exactly t... | healthcare | 3 |
scenario_17 | equipment_allocation | A discharge equipment coordinator must assign the hospital's only available portable enteral feeding pump and finalize feeding arrangements for two patients leaving later today, with input from a clinical dietitian and a home-care coordinator. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Discharge Equipment Coordinator"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Clinical Dietitian"
},
{
"agent_id": "A3",
"name": "Rafael",
"role": "Home-Care Coordinator"
}
] | {
"S1": "The hospital has one portable enteral feeding pump available for discharge use today.",
"S2": "Patients Lee and Patel are both expected to leave today with enteral feeding plans.",
"S3": "Maya makes the final equipment assignment and discharge-equipment plan.",
"S4": "The discharge team routinely check... | {
"PF1": {
"owner": "A2",
"text": "Lee's discharge order requires continuous enteral feeding at exactly 65 mL per hour, and aspiration precautions require a pump-controlled rate rather than gravity feeding; Dr. Chen verified this order during the morning nutrition review, but the equipment request has not yet... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"feeding_pump_assigned_to": "string",
"lee_rate_ml_per_hour": "integer",
"patel_feeding_method": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justification_fact_ids"... | [
"The portable feeding pump must be assigned to Lee.",
"Lee's pump rate must be recorded as exactly 65 mL per hour.",
"Patel's discharge feeding method must be recorded as gravity-bag feeding.",
"A commitment must confirm delivery of Patel's gravity-bag supplies today.",
"The dietitian's pump-rate and aspira... | {
"C1": "decisions['feeding_pump_assigned_to'] in ['Lee', 'Patient Lee']",
"C2": "decisions['lee_rate_ml_per_hour'] == 65",
"C3": "decisions['patel_feeding_method'] in ['gravity', 'gravity feeding', 'gravity-bag feeding']",
"C4": "any(c['target'] in ['Patel', 'Patient Patel'] and c['type'] in ['supply_delivery'... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "Lee's exact 65 mL-per-hour pump requirement and aspiration precaution change the assignment from an open choice to Lee and set the recorded rate to 65."
},
{
"fact_id": "PF2",
"owner": "A3",
... | healthcare | 3 |
scenario_18 | referral_prioritization | A specialty referral coordinator must assign the hospital's one available new-patient genetics consultation slot next week and document the appropriate referral pathway for the other patient, with input from a genetic counselor and a patient-access specialist. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Specialty Referral Coordinator"
},
{
"agent_id": "A2",
"name": "Dr. Ellis",
"role": "Genetic Counselor"
},
{
"agent_id": "A3",
"name": "Noah",
"role": "Patient-Access Specialist"
}
] | {
"S1": "The genetics service has one available new-patient consultation slot next Wednesday.",
"S2": "Maya makes the final assignment and records the referral plan.",
"S3": "Rivera and Chen both have active referrals for a genetics consultation.",
"S4": "The hospital genetics service provides multidisciplinary... | {
"PF1": {
"owner": "A2",
"text": "Rivera's insurance authorization specifies that the hospital's multidisciplinary genetics service is the covered provider for this referral; a standard community genetics visit would not satisfy the authorization. Dr. Ellis reviewed the authorization in the counseling work q... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"next_wednesday_slot_assigned_to": "string",
"rivera_referral_provider": "string",
"chen_referral_provider": "string",
"chen_appointment_day": "string",
"chen_appointment_time": "string",
"authorization_attached_for_rivera": "boolean"
},
"credited_facts": [
"fact_id"
... | [
"The hospital's Wednesday slot must be assigned to Rivera.",
"Rivera's referral provider must be recorded as a hospital multidisciplinary genetics service.",
"Rivera's insurance authorization must be attached to the scheduling record.",
"Chen's referral must be recorded as Northside Genetics rather than the h... | {
"C1": "decisions['next_wednesday_slot_assigned_to'] == 'Rivera'",
"C2": "decisions['rivera_referral_provider'] == 'Hospital genetics service' or decisions['rivera_referral_provider'] == 'hospital genetics service' or decisions['rivera_referral_provider'] == 'Hospital multidisciplinary genetics service' or decisio... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "Rivera's authorization makes a hospital multidisciplinary genetics service the required covered provider, changing the slot assignment to Rivera, the recorded provider to that hospital service... | healthcare | 3 |
scenario_19 | clinical_trial_treatment_authorization | A clinical research medical director must decide whether to authorize tomorrow's investigational infusion for a hospital trial participant and finalize the monitoring, consent, pharmacy, laboratory, and transportation plan, with input from research pharmacy, laboratory coordination, regulatory compliance, and social wo... | [
{
"agent_id": "A1",
"name": "Dr. Morgan",
"role": "Clinical Research Medical Director"
},
{
"agent_id": "A2",
"name": "Elena",
"role": "Research Pharmacist"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "Research Laboratory Coordinator"
},
{
"agent_id": "A4",
... | {
"S1": "A trial participant is scheduled for an investigational infusion tomorrow at the hospital research unit.",
"S2": "The research unit has not yet authorized the dose or finalized the participant's monitoring and discharge arrangements.",
"S3": "Dr. Morgan signs off on the infusion authorization and the acc... | {
"PF1": {
"owner": "A2",
"text": "The investigational product batch can be released for this participant only on Friday at 10:00 AM; the pharmacy has reserved that release time, and no dose can be prepared for tomorrow's scheduled infusion."
},
"PF2": {
"owner": "A3",
"text": "The participant's p... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A1",
"A3",
"A1",
"A3",
"A1",
"A4",
"A1",
"A4",
"A1",
"A5",
"A1",
"A5",
"A1"
],
"turn_cap": 36
} | {
"decisions": {
"authorize_tomorrows_infusion": "boolean",
"preinfusion_anc": "number",
"repeat_anc_time": "string; use exactly 'Friday 08:00'",
"rescheduled_infusion_time": "string; use exactly 'Friday 10:00'",
"consent_status": "string; use exactly 'current consent required before dose'",
"... | [
"Tomorrow's investigational infusion must not be authorized because the ANC is below the protocol threshold.",
"The recorded pre-dose ANC must be exactly 1.3 and the repeat ANC must be scheduled for Friday 08:00.",
"The investigational infusion must be rescheduled for exactly Friday 10:00, when the pharmacy bat... | {
"C1": "decisions['authorize_tomorrows_infusion'] == False",
"C2": "decisions['preinfusion_anc'] == 1.3",
"C3": "decisions['repeat_anc_time'] == 'Friday 08:00'",
"C4": "decisions['rescheduled_infusion_time'] == 'Friday 10:00'",
"C5": "decisions['consent_status'] == 'current consent required before dose'",
... | {
"P1": "'PF2' in credited_facts and 'PF2' in justification_fact_ids and 'PF2' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C4"
],
"why": "The pharmacy release reservation changes the rescheduled infusion time from an unspecified later appointment to exactly Friday 10:00."
},
{
"fact_id": "PF2",
"owner": "A3",
"flips": [
"C1",
"C2",
... | healthcare | 5 |
scenario_20 | diagnostic_imaging_allocation | A radiology operations manager must assign the hospital's only Saturday morning MRI slot between two inpatients and finalize the scanner, imaging protocol, authorization, and transport arrangements, with input from radiology, MRI safety, utilization review, and patient transport. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Radiology Operations Manager"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Attending Radiologist"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "MRI Safety Officer"
},
{
"agent_id": "A4",
"name": "Lena",
... | {
"S1": "The hospital has one unassigned Saturday MRI slot beginning at 8:00 AM.",
"S2": "Patient North and Patient Vale are both awaiting inpatient MRI examinations.",
"S3": "Marisol makes the final assignment and records the imaging plan.",
"S4": "The radiology department's routine Saturday booking huddle inc... | {
"PF1": {
"owner": "A2",
"text": "Patient North's neurologic examination now warrants imaging for possible spinal cord compression within 24 hours, and the radiologist's required study is a contrast-enhanced MRI of the cervical and thoracic spine; Dr. Chen documented the recommendation in a personal work que... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
],
"A5": [
"S1",
"S2",
"S3",
"S4",
"PF4"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 16
} | {
"decisions": {
"saturday_mri_assigned_to": "string",
"scanner_strength_tesla": "number",
"imaging_protocol": "string",
"authorization_recorded": "boolean",
"transport_mode": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "s... | [
"The Saturday MRI slot must be assigned to Patient North.",
"Patient North must be scheduled on the 1.5-tesla scanner.",
"The recorded protocol must be a contrast-enhanced MRI of the cervical and thoracic spine.",
"The Saturday authorization for Patient North must be recorded as active.",
"Patient North mus... | {
"C1": "decisions['saturday_mri_assigned_to'] == 'Patient North'",
"C2": "decisions['scanner_strength_tesla'] == 1.5",
"C3": "decisions['imaging_protocol'] == 'contrast-enhanced cervical and thoracic spine MRI' or decisions['imaging_protocol'] == 'Contrast-enhanced MRI of the cervical and thoracic spine' or deci... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C3",
"P1"
],
"why": "The neurologic urgency changes the assignment from an open choice between North and Vale to Patient North, and the required study changes the protocol to contrast-enhanced cervical and thoracic spine MRI.... | healthcare | 5 |
scenario_21 | emergency_department_capacity | An emergency department operations director must decide whether to open a temporary observation pod for the evening surge and finalize its capacity, staffing, monitoring, infection-control, and communication arrangements, with input from nursing, respiratory therapy, facilities, and language access. | [
{
"agent_id": "A1",
"name": "Morgan",
"role": "Emergency Department Operations Director"
},
{
"agent_id": "A2",
"name": "Leah",
"role": "Emergency Department Staffing Coordinator"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "Respiratory Therapist"
},
{
"agent_i... | {
"S1": "The emergency department expects four additional observation patients between 18:00 and 22:00 today.",
"S2": "A temporary observation pod beside the emergency department is available for the evening if it is operationally ready.",
"S3": "Morgan makes the final decision about opening the pod and records i... | {
"PF1": {
"owner": "A2",
"text": "For 18:00-22:00, the staffing roster provides exactly one float RN and one emergency-department technician for the pod; the evening staffing policy permits the pod to open for four observation patients with that one-RN/one-technician combination."
},
"PF2": {
"owner"... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
],
"A5": [
"S1",
"S2",... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 14
} | {
"decisions": {
"pod_open": "boolean",
"patient_capacity": "integer",
"assigned_rn_count": "integer",
"assigned_technician_count": "integer",
"capnography_assigned_to": "string",
"handwashing_station_ready_by": "string",
"arabic_interpreter_booked": "boolean",
"interpreter_window": "s... | [
"The temporary observation pod must open for the evening.",
"The recorded patient capacity must be five, as the fire-safety maximum rather than the four-patient expected census.",
"The pod must be staffed by exactly one RN and one emergency-department technician.",
"Continuous capnography must be assigned to ... | {
"C1": "decisions['pod_open'] == True",
"C2": "decisions['patient_capacity'] == 5",
"C3": "decisions['assigned_rn_count'] == 1 and decisions['assigned_technician_count'] == 1",
"C4": "decisions['capnography_assigned_to'] == 'Patient C'",
"C5": "decisions['handwashing_station_ready_by'] == '17:30'",
"C6": "... | {
"P1": "'PF3' in credited_facts and 'PF3' in justification_fact_ids and 'PF3' in revealed",
"P2": "'PF2' in credited_facts and 'PF2' in justification_fact_ids and 'PF2' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C3"
],
"why": "The staffing roster and evening policy change the required recorded coverage to exactly one float RN and one emergency-department technician for the four-patient pod."
},
{
"fact_id": "PF2",
"owner": "A3",
"flips... | healthcare | 5 |
scenario_22 | blood_product_allocation | A blood bank medical director must decide which of two inpatients receives the hospital's one available HLA-selected platelet dose and finalize the component specifications and replacement plan, with input from transfusion medicine, cellular therapy coordination, operating-room scheduling, and regional blood services. | [
{
"agent_id": "A1",
"name": "Dr. Morgan",
"role": "Blood Bank Medical Director"
},
{
"agent_id": "A2",
"name": "Leila",
"role": "Transfusion Medicine Fellow"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "Cellular Therapy Coordinator"
},
{
"agent_id": "A4",
"... | {
"S1": "The hospital blood bank has one available HLA-selected platelet dose and two inpatients, Patient Cedar and Patient Maple, have active requests for platelet support.",
"S2": "Dr. Morgan makes the final decision about release of the platelet dose and the associated transfusion plan.",
"S3": "Both patients ... | {
"PF1": {
"owner": "A2",
"text": "The completed HLA antibody crossmatch shows that the available platelet dose is a specific HLA match for Patient Cedar and is not a suitable HLA-selected match for Patient Maple; Leila reviewed the finalized laboratory result, but the release record has not yet been updated.... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
],
"A5": [
"S1",
"S2",... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"platelet_dose_released_to": "string",
"irradiated_required": "boolean",
"leukoreduced_required": "boolean",
"arrival_deadline": "string",
"replacement_request_for": "string",
"replacement_arrival": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
... | [
"The available platelet dose must be released to Patient Cedar because the HLA crossmatch identifies Cedar as the suitable recipient.",
"The release order must specify both irradiated and leukoreduced components.",
"The dose must be documented for arrival at the unit by 12:00 tomorrow.",
"A replacement platel... | {
"C1": "decisions['platelet_dose_released_to'] == 'Patient Cedar'",
"C2": "decisions['irradiated_required'] == True and decisions['leukoreduced_required'] == True",
"C3": "(decisions['arrival_deadline'] == '12:00 tomorrow' or decisions['arrival_deadline'] == 'tomorrow 12:00' or decisions['arrival_deadline'] == '... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "The HLA crossmatch changes the recipient from an unresolved choice between Patient Cedar and Patient Maple to Patient Cedar, and supplies the specific justification for that release."
},
{
"fact_id": "PF2",
... | healthcare | 5 |
scenario_23 | care_program_authorization | An attending physician must decide whether to authorize a medically stable patient's enrollment in the hospital-at-home program and finalize the operational safeguards for the first day, with input from hospital-at-home nursing, pharmacy, social work, and utilization review. | [
{
"agent_id": "A1",
"name": "Dr. Mira Shah",
"role": "Attending Physician"
},
{
"agent_id": "A2",
"name": "Lena Ortiz",
"role": "Hospital-at-Home Nurse"
},
{
"agent_id": "A3",
"name": "Victor Chen",
"role": "Clinical Pharmacist"
},
{
"agent_id": "A4",
"name": ... | {
"S1": "The patient is medically stable and is being considered for enrollment in the hospital-at-home program tomorrow.",
"S2": "The patient has said that returning home would be preferable if the care plan can be safely arranged.",
"S3": "The hospital-at-home program can provide in-home clinical visits, medica... | {
"PF1": {
"owner": "A2",
"text": "Lena's first-day nursing assessment requires exactly two in-home skilled-nursing visits, with the first visit at 08:00, because the patient needs an early assessment and an evening reassessment; those visit requirements are in the nursing intake worksheet but not yet in the ... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5",
"A1",
"A2",
"A3",
"A4",
"A5",
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 20
} | {
"decisions": {
"hospital_at_home_enrollment": "boolean",
"nursing_visits_first_day": "integer",
"first_nursing_visit": "string, exact required value 08:00",
"medication_delivery_method": "string, exact required value refrigerated",
"medication_delivery_time": "string, exact required value 07:30 ... | [
"The patient must be enrolled in hospital-at-home.",
"The first day must include exactly two skilled-nursing visits, with the first at 08:00.",
"The medication must be delivered refrigerated by 07:30 tomorrow.",
"The caregiver support window must be recorded as 10:00-18:00 tomorrow.",
"A video clinician che... | {
"C1": "decisions['hospital_at_home_enrollment'] == True",
"C2": "decisions['nursing_visits_first_day'] == 2 and decisions['first_nursing_visit'] == '08:00'",
"C3": "decisions['medication_delivery_method'] == 'refrigerated' and decisions['medication_delivery_time'] == '07:30 tomorrow'",
"C4": "decisions['careg... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C2",
"C7",
"P1"
],
"why": "The nursing worksheet changes the first-day plan from an unspecified visit schedule to exactly two visits with the first at 08:00, and supplies the exact 08:00 nursing-visit commitment."
},
{
"fac... | healthcare | 5 |
scenario_24 | equipment_allocation | A hospital operations administrator must assign the one portable bedside ultrasound machine for tomorrow night's clinical work and document the coverage plan for the unit that does not receive it, with input from the emergency department clinical lead and the ICU coordinator. | [
{
"agent_id": "A1",
"name": "Morgan",
"role": "Hospital Operations Administrator"
},
{
"agent_id": "A2",
"name": "Leah",
"role": "Emergency Department Clinical Lead"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "ICU Coordinator"
}
] | {
"S1": "The hospital has one portable bedside ultrasound machine available for tomorrow's overnight shift.",
"S2": "The emergency department and ICU have both requested the machine for that shift.",
"S3": "Morgan makes the final equipment assignment and records the overnight coverage plan.",
"S4": "As part of ... | {
"PF1": {
"owner": "A2",
"text": "The emergency department has a scheduled ultrasound-dependent procedure tomorrow from 22:00 to 23:00, and no other suitable ultrasound is available there during that hour; Leah confirmed the procedure time with the clinical team, but it has not yet been added to the equipmen... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"portable_ultrasound_assigned_to": "string",
"portable_ultrasound_window": "string",
"icu_backup_unit": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"justification_fa... | [
"The portable ultrasound must be assigned to the emergency department.",
"The recorded emergency-department use window must be exactly 22:00-23:00.",
"The ICU backup unit must be recorded as ICU-2.",
"A commitment must document ICU-2 coverage for the ICU from 21:00 to 01:00.",
"The emergency-department proc... | {
"C1": "decisions['portable_ultrasound_assigned_to'] in ['ED', 'Emergency Department', 'emergency department']",
"C2": "decisions['portable_ultrasound_window'] == '22:00-23:00'",
"C3": "'ICU-2' in decisions['icu_backup_unit']",
"C4": "any('21:00-01:00' in c['detail'] for c in commitments)"
} | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The scheduled procedure changes the assignment to the emergency department and fixes the portable-machine window at exactly 22:00-23:00 instead of leaving either choice open."
},
{
"fact_id": "PF2... | healthcare | 3 |
scenario_25 | medication_formulary_approval | A pharmacy director must finalize a nonformulary medication exception and dispensing plan for a patient being discharged to rehabilitation tomorrow, with input from the attending physician and case manager. | [
{
"agent_id": "A1",
"name": "Renee",
"role": "Pharmacy Director"
},
{
"agent_id": "A2",
"name": "Dr. Malik",
"role": "Attending Physician"
},
{
"agent_id": "A3",
"name": "Elena",
"role": "Case Manager"
}
] | {
"S1": "Patient L is medically ready for discharge to Cedar Grove Rehabilitation tomorrow.",
"S2": "The prescriber has requested a 10-day course of Nerovex for Patient L.",
"S3": "Nerovex tablets are on the hospital formulary, while the liquid formulation requires a nonformulary exception.",
"S4": "Renee makes... | {
"PF1": {
"owner": "A2",
"text": "Patient L has a documented swallowing restriction and cannot safely use Nerovex tablets. The prescribed liquid dose is exactly 7.5 mL every 12 hours; Dr. Malik confirmed this during today's medication reconciliation, but the restriction and dose are not yet in the pharmacy r... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"nonformulary_exception_approved": "boolean",
"nerovex_formulation": "string",
"nerovex_dose_ml_every_12_hours": "number",
"course_duration_days": "integer"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"... | [
"The nonformulary exception must be approved.",
"The prescription must specify liquid Nerovex.",
"The liquid dose must be exactly 7.5 mL every 12 hours.",
"The course duration must be exactly 10 days.",
"The order must include a commitment to transmit it to the specialty pharmacy by 15:00 tomorrow.",
"The... | {
"C1": "decisions['nonformulary_exception_approved'] == True",
"C2": "decisions['nerovex_formulation'] == 'liquid'",
"C3": "decisions['nerovex_dose_ml_every_12_hours'] == 7.5",
"C4": "decisions['course_duration_days'] == 10",
"C5": "any('15:00' in c['detail'] and 'specialty pharmacy' in c['detail'] and ('tra... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C2",
"C3",
"P1"
],
"why": "The swallowing restriction changes the formulation from the available tablet to liquid, and the attending's order supplies the exact dose of 7.5 mL every 12 hours."
},
{
"fact_id": "PF2",
"own... | healthcare | 3 |
scenario_26 | clinical_service_activation | A nursing supervisor must decide whether to activate an overnight bedside hemodialysis session for a patient on Unit 4 and finalize the timing and qualified-nurse coverage, with input from the nephrology coordinator and the staffing office coordinator. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Nursing Supervisor"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Nephrology Coordinator"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Staffing Office Coordinator"
}
] | {
"S1": "The overnight team is considering a hemodialysis session for a patient in Unit 4.",
"S2": "Maya makes the final decision about whether the bedside session will be activated and records the operating plan.",
"S3": "The dialysis machine and routine supplies are available for an overnight session.",
"S4":... | {
"PF1": {
"owner": "A2",
"text": "Nephrology's current order requires the patient to receive dialysis at the bedside tonight beginning at exactly 22:00 because transport to the dialysis unit is not permitted during the ordered treatment window; Dr. Chen confirmed the order in the nephrology work queue, but t... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 12
} | {
"decisions": {
"bedside_dialysis_approved": "boolean",
"dialysis_location": "string",
"dialysis_start_time": "string",
"qualified_rn_coverage_start": "string",
"qualified_rn_coverage_end": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
... | [
"The bedside dialysis session must be approved.",
"The dialysis location must be recorded as bedside care in Unit 4.",
"The session must be scheduled to begin at exactly 22:00.",
"Qualified dialysis RN coverage must be recorded from exactly 21:30 through 02:00.",
"A commitment must update or record the beds... | {
"C1": "decisions['bedside_dialysis_approved'] == True",
"C2": "'Unit 4' in decisions['dialysis_location'] and 'bedside' in decisions['dialysis_location']",
"C3": "decisions['dialysis_start_time'] == '22:00'",
"C4": "decisions['qualified_rn_coverage_start'] == '21:30' and decisions['qualified_rn_coverage_end']... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"C5",
"P1"
],
"why": "The nephrology order changes the plan from an unspecified or potentially deferred session to an approved Unit 4 bedside session beginning exactly at 22:00 and requires the nursing ... | healthcare | 3 |
scenario_27 | staffing_and_shift_coverage | A nursing supervisor must finalize overnight coverage for two hospital units that need different kinds of support, using one critical-care float nurse and coordinating with the staffing office and respiratory therapy. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Nursing Supervisor"
},
{
"agent_id": "A2",
"name": "Leon",
"role": "Staffing Office Coordinator"
},
{
"agent_id": "A3",
"name": "Rina",
"role": "Respiratory Therapy Lead"
}
] | {
"S1": "The hospital has one overnight critical-care float nurse available for the 20:00 to 08:00 shift.",
"S2": "Unit East and Unit West both need an overnight coverage plan finalized before the evening shift begins.",
"S3": "Maya, the nursing supervisor, makes the binding coverage assignment.",
"S4": "Hospit... | {
"PF1": {
"owner": "A2",
"text": "The Unit East patient will remain on temporary pacing from 22:00 to 06:00, and the available float nurse, Lee, is the only nurse on tonight's roster credentialed to manage temporary pacing; the staffing office roster records this qualification and timing."
},
"PF2": {
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"critical_care_float_assignment_unit": "string",
"float_shift_start": "string",
"float_shift_end": "string",
"pacing_coverage_start": "string",
"pacing_coverage_end": "string",
"unit_west_coverage_role": "string",
"unit_west_coverage_provider": "string",
"unit_west_cov... | [
"The critical-care float nurse must be assigned to Unit East.",
"The float assignment must cover the full 20:00 to 08:00 shift.",
"The temporary-pacing coverage window must be recorded as exactly 22:00 to 06:00.",
"Unit West must have qualified respiratory-therapy coverage from exactly 20:00 to 08:00.",
"Th... | {
"C1": "decisions['critical_care_float_assignment_unit'] == 'Unit East'",
"C2": "decisions['float_shift_start'] == '20:00' and decisions['float_shift_end'] == '08:00'",
"C3": "decisions['pacing_coverage_start'] == '22:00' and decisions['pacing_coverage_end'] == '06:00'",
"C4": "('noninvasive-ventilation' in de... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C3",
"P1"
],
"why": "The temporary-pacing requirement and Lee's qualification change the assignment unit to Unit East and fix the pacing coverage window at exactly 22:00-06:00."
},
{
"fact_id": "PF2",
"owner": "A3... | healthcare | 3 |
scenario_28 | respiratory_care_approval | A respiratory therapy director must decide whether to approve an overnight high-flow oxygen trial for a step-down patient and finalize the device, settings, monitoring, and equipment-safety plan, with input from the attending physician and biomedical equipment coordinator. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Respiratory Therapy Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Attending Physician"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Biomedical Equipment Coordinator"
}
] | {
"S1": "A step-down patient is being considered for an overnight high-flow oxygen trial beginning this evening.",
"S2": "Maya makes the final decision about respiratory therapy approval and the operating plan.",
"S3": "The step-down unit can support continuous pulse-oximetry overnight.",
"S4": "Before finalizi... | {
"PF1": {
"owner": "A2",
"text": "Dr. Chen's signed order authorizes the overnight trial only at a flow of exactly 40 L/min, with continuous pulse oximetry and an arterial blood gas at 22:00; the order is in the physician's order queue but has not yet been incorporated into the respiratory therapy plan."
}... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 14
} | {
"decisions": {
"high_flow_trial_approved": "boolean",
"flow_liters_per_minute": "integer",
"device_model": "string",
"monitoring_plan": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
]... | [
"The overnight high-flow trial must be approved.",
"The flow must be recorded as exactly 40 L/min.",
"The device must be recorded as an Airvo-2.",
"The monitoring plan must include continuous pulse oximetry and an arterial blood gas at 22:00.",
"A commitment whose detail records completion and documentation... | {
"C1": "decisions['high_flow_trial_approved'] == True",
"C2": "decisions['flow_liters_per_minute'] == 40",
"C3": "decisions['device_model'] == 'Airvo-2'",
"C4": "'22:00' in decisions['monitoring_plan'] and ('ABG' in decisions['monitoring_plan'] or 'arterial blood gas' in decisions['monitoring_plan'] or 'blood ... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C4",
"C6",
"P1"
],
"why": "The signed order changes the trial from an unspecified respiratory option to an approved trial at exactly 40 L/min with continuous pulse oximetry, a 22:00 arterial blood gas, and a... | healthcare | 3 |
scenario_29 | medication_formulary_approval | A hospital formulary committee chair must decide whether to approve emergency hydroxocobalamin rescue kits for a satellite emergency department and finalize the initial stock, storage, and staff-readiness plan, with input from emergency medicine and pharmacy supply operations. | [
{
"agent_id": "A1",
"name": "Dr. Miriam Patel",
"role": "Formulary Committee Chair"
},
{
"agent_id": "A2",
"name": "Dr. Luis Moreno",
"role": "Satellite Emergency Department Physician"
},
{
"agent_id": "A3",
"name": "Nadia Chen",
"role": "Pharmacy Supply Operations Manage... | {
"S1": "The hospital formulary committee is reviewing a request to make emergency hydroxocobalamin rescue kits available for clinical use.",
"S2": "The satellite emergency department is connected to the hospital formulary and medication distribution system.",
"S3": "The committee chair makes the final approval a... | {
"PF1": {
"owner": "A2",
"text": "The regional poison center's current protocol recommends that the hydroxocobalamin kits be immediately available in the satellite emergency department for suspected smoke-inhalation exposures, rather than retrieved from the main pharmacy; Dr. Moreno received the protocol upd... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"formulary_status": "string",
"stock_location": "string",
"initial_stock_units": "integer",
"storage_temperature": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
],
"j... | [
"The hydroxocobalamin kits must be approved for formulary use, either finally or conditionally with implementation prerequisites recorded.",
"The initial stock must be placed in the satellite emergency department.",
"The initial stock must contain exactly six kits.",
"The kits must be stored at 2-8 degrees Ce... | {
"C1": "'approved' in decisions['formulary_status']",
"C2": "'satellite emergency department' in decisions['stock_location']",
"C3": "decisions['initial_stock_units'] == 6",
"C4": "'2-8 degrees Celsius' in decisions['storage_temperature']",
"C5": "any('training' in c['type'] and ('before the first kit is pla... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The poison-center protocol changes the formulary status from an optional request to an approved or conditionally approved medication and changes the stock location to the satellite emergency department."
... | healthcare | 3 |
scenario_30 | interfacility_transfer_acceptance | A transfer center coordinator must decide whether to accept an urgent transfer from a rural hospital and finalize the receiving-unit and transport plan, with input from the receiving physician and the regional transport coordinator. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Transfer Center Coordinator"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Receiving Hospitalist"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Regional Transport Coordinator"
}
] | {
"S1": "A rural hospital has requested transfer of a patient who needs inpatient intravenous treatment and is currently stable for transport.",
"S2": "The receiving hospital has one open monitored bed tonight.",
"S3": "Maya makes the final decision about accepting the transfer and records the operational plan.",... | {
"PF1": {
"owner": "A2",
"text": "Dr. Chen reviewed the referring hospital's current records and confirmed that the patient requires a monitored medical bed on the receiving hospital's Step-down 3 unit, with contact precautions on arrival; the receiving physician's acceptance note has not yet been entered."
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3"
],
"turn_cap": 10
} | {
"decisions": {
"transfer_accepted": "boolean",
"receiving_unit": "string",
"arrival_precautions": "string",
"transport_type": "string",
"transport_arrival_time": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
... | [
"The transfer must be accepted.",
"The patient must be assigned to the receiving hospital's Step-down 3 unit.",
"Contact precautions must be recorded for arrival.",
"A critical-care ambulance must be recorded as the transport, with arrival at 18:30.",
"The receiving physician's clinical review must be cited... | {
"C1": "decisions['transfer_accepted'] == True",
"C2": "'Step-down 3' in decisions['receiving_unit']",
"C3": "'contact precautions' in decisions['arrival_precautions'] or 'Contact precautions' in decisions['arrival_precautions']",
"C4": "'critical-care ambulance' in decisions['transport_type'] or 'Critical-car... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C2",
"C3",
"P1"
],
"why": "The receiving physician's review changes the receiving-unit choice from an unspecified monitored bed to a bed on Step-down 3 and changes the arrival-precaution entry to contact precautions."
},
{
... | healthcare | 3 |
scenario_31 | specialty_referral_prioritization | A specialty clinic access director must choose which of two referred patients receives the clinic's only Monday heart-failure transition appointment and finalize the operational plan for that visit, with input from cardiology, utilization review, social work, and home-care coordination. | [
{
"agent_id": "A1",
"name": "Maya",
"role": "Specialty Clinic Access Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Cardiology Fellow"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Utilization Review Nurse"
},
{
"agent_id": "A4",
"name": "Nora... | {
"S1": "The heart-failure transition clinic has one new-patient appointment available on Monday at its downtown location.",
"S2": "Patient Alder and Patient Birch both have referrals for the clinic and are medically stable for outpatient evaluation.",
"S3": "Maya makes the final referral-priority decision and re... | {
"PF1": {
"owner": "A2",
"text": "Dr. Chen reviewed Patient Alder's discharge summary and found that the cardiology team requires a transition-clinic visit within seven days of discharge to adjust the new regimen; Monday is the only available clinic visit inside that interval."
},
"PF2": {
"owner": "... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
],
"A5": [
"S1",
"S2",
"S3",
"S4",
"PF4"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"monday_slot_assigned_to": "string",
"appointment_time": "string",
"authorization_status": "string",
"authorization_expiry": "string",
"interpreter_language": "string",
"oxygen_delivery_confirmed": "boolean"
},
"credited_facts": [
"fact_id"
],
"commitments": [
... | [
"The Monday appointment must be assigned to Patient Alder because Monday is the only visit inside the required seven-day transition interval.",
"The appointment must be scheduled for 09:30 on Monday.",
"The authorization must be recorded as approved with an expiry of Tuesday at 17:00.",
"The appointment plan ... | {
"C1": "decisions['monday_slot_assigned_to'] == 'Patient Alder' or decisions['monday_slot_assigned_to'] == 'Alder'",
"C2": "decisions['appointment_time'] == '09:30'",
"C3": "decisions['authorization_status'] == 'approved' and (decisions['authorization_expiry'] == 'Tuesday 17:00' or decisions['authorization_expir... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "The seven-day cardiology requirement changes the assignment from an open choice between Alder and Birch to Patient Alder and supplies the specific justification that must be cited."
},
{
"fact_id": "PF2",
... | healthcare | 5 |
scenario_32 | temporary_clinical_privileging | A medical staff services director must decide whether to grant temporary privileges to a visiting electrophysiologist for a scheduled procedure and finalize the permitted scope, liability coverage, room readiness, and consent-support plan, with input from cardiology, risk management, procedural scheduling, and patient ... | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Medical Staff Services Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Chief of Cardiology"
},
{
"agent_id": "A3",
"name": "Lena",
"role": "Risk Management Coordinator"
},
{
"agent_id": "A4",
"name"... | {
"S1": "A visiting electrophysiologist has been asked to perform one scheduled electrophysiology procedure at the hospital on May 14.",
"S2": "Marisol makes the final decision on temporary clinical privileges.",
"S3": "Hospital policy requires temporary privileges to specify the clinical scope, the applicable da... | {
"PF1": {
"owner": "A2",
"text": "The visiting physician's board certification and reference review support temporary privileges only for intracardiac electrophysiology study and catheter ablation; the approved privilege date is May 14, and Dr. Chen has the signed specialty review packet."
},
"PF2": {
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
],
"A5": [
"S1",
"S2",
"S3",
"S4",
"PF4"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"temporary_privileges_approved": "boolean",
"clinical_scope": "string",
"privilege_date": "string",
"liability_coverage": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail": "string"
}
... | [
"Temporary privileges must be approved for the visiting physician.",
"The approved clinical scope must be exactly intracardiac electrophysiology study and catheter ablation.",
"The privilege date must be exactly May 14.",
"The liability record must state coverage for exactly two procedures on May 14.",
"A c... | {
"C1": "decisions['temporary_privileges_approved'] == True",
"C2": "('intracardiac electrophysiology study' in decisions.get('clinical_scope') or 'Intracardiac electrophysiology study' in decisions.get('clinical_scope')) and ('catheter ablation' in decisions.get('clinical_scope') or 'Catheter ablation' in decision... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C3",
"P1"
],
"why": "The cardiology review changes the decision from an unsupported approval to approval limited to intracardiac electrophysiology study and catheter ablation on May 14, and supplies the fact that ... | healthcare | 5 |
scenario_33 | ambulatory_infusion_operations | An ambulatory infusion center director must decide whether to open a Sunday treatment session for a patient whose next dose is time-sensitive and finalize the medication, staffing, and transportation plan, with input from the attending physician, pharmacy, nursing, and patient transport. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Ambulatory Infusion Center Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Attending Physician"
},
{
"agent_id": "A3",
"name": "Nikhil",
"role": "Infusion Pharmacist"
},
{
"agent_id": "A4",
"name": ... | {
"S1": "The ambulatory infusion center is normally closed on Sundays.",
"S2": "A patient is being considered for a Sunday infusion because the weekday schedule is full.",
"S3": "Marisol makes the final decision about opening the Sunday session and records the operating plan.",
"S4": "The center's weekend-plann... | {
"PF1": {
"owner": "A2",
"text": "The attending's signed order requires this patient's infusion to run for exactly six hours and requires completion on Sunday because the next dose is due Monday at 08:00; Dr. Chen has the signed order in the clinic work queue, but the Sunday request form has not been updated... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
],
"A5": [
"S1",
"S2",... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 20
} | {
"decisions": {
"sunday_session_open": "boolean",
"infusion_start": "string; must use the exact form Sunday HH:MM",
"infusion_end": "string; must use the exact form Sunday HH:MM",
"medication_release_time": "string; must use the exact form Sunday HH:MM",
"assigned_nurse": "string",
"nursing_c... | [
"The Sunday infusion session must be opened.",
"The infusion must run from exactly Sunday 08:00 through Sunday 14:00.",
"The medication must be released by pharmacy at exactly Sunday 07:30.",
"RN Patel must be assigned for the infusion.",
"The operating plan must confirm nursing coverage.",
"The operating... | {
"C1": "decisions['sunday_session_open'] == True",
"C2": "decisions['infusion_start'] == 'Sunday 08:00'",
"C3": "decisions['infusion_end'] == 'Sunday 14:00'",
"C4": "decisions['medication_release_time'] == 'Sunday 07:30'",
"C5": "decisions['assigned_nurse'] == 'RN Patel'",
"C6": "decisions['nursing_coverag... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C3",
"P1"
],
"why": "The signed order changes the plan from an optional Sunday opening to a required session ending exactly Sunday 14:00 because the six-hour infusion must be completed Sunday before the Monday 08:00 dose."
... | healthcare | 5 |
scenario_34 | patient_safety_protocol | A hospital patient safety officer must decide whether to activate a temporary safety protocol for a newly introduced intravenous anticoagulant and finalize the dispensing, monitoring, training, and electronic-alert safeguards, with input from pharmacy, laboratory medicine, nursing education, and clinical information te... | [
{
"agent_id": "A1",
"name": "Morgan",
"role": "Patient Safety Officer"
},
{
"agent_id": "A2",
"name": "Leah",
"role": "Clinical Pharmacist"
},
{
"agent_id": "A3",
"name": "Ravi",
"role": "Laboratory Medicine Manager"
},
{
"agent_id": "A4",
"name": "Tessa",
... | {
"S1": "The hospital introduced an intravenous anticoagulant protocol on Monday for adult inpatients.",
"S2": "The medication is currently stocked in automated dispensing cabinets and ordered through the electronic medication record.",
"S3": "A medication safety review is scheduled this afternoon before the prot... | {
"PF1": {
"owner": "A2",
"text": "Leah verified three selection errors involving the 1 mg/mL and 2 mg/mL anticoagulant concentrations since Monday; pharmacy can remove bedside stock and supply only pharmacy-prepared 1 mg/mL syringes during a temporary hold."
},
"PF2": {
"owner": "A3",
"text": "Ra... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5",
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"safety_protocol": "string",
"dispensing_concentration": "string",
"laboratory_monitoring": "string",
"nurse_authorization": "string",
"electronic_alert": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "strin... | [
"A temporary hold on routine bedside use must be activated.",
"Only pharmacy-prepared 1 mg/mL syringes may be dispensed during the hold.",
"aPTT monitoring every six hours must be specified until the anti-Xa analyzer is available.",
"Nurses must have charge-nurse sign-off before administering the medication."... | {
"C1": "(('hold' in decisions['safety_protocol'] or 'Hold' in decisions['safety_protocol'] or 'restrict' in decisions['safety_protocol'] or 'Restrict' in decisions['safety_protocol'] or 'conditional' in decisions['safety_protocol'] or 'Conditional' in decisions['safety_protocol']) and not ('routine use' in decisions... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"C6",
"P1"
],
"why": "The three verified concentration-selection errors change the safety action from allowing routine use to activating a temporary hold, change dispensing to only pharmacy-prepared 1 mg/mL syringe... | healthcare | 5 |
scenario_35 | surge_capacity_activation | A pediatric emergency department medical director must decide whether to activate an unused observation wing for a forecasted respiratory-illness surge and finalize the space, staffing, oxygen, and inpatient-transfer plan, with input from pediatric emergency medicine, facilities, nursing staffing, and bed management. | [
{
"agent_id": "A1",
"name": "Dr. Morgan",
"role": "Pediatric Emergency Department Medical Director"
},
{
"agent_id": "A2",
"name": "Dr. Shah",
"role": "Pediatric Emergency Physician"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Facilities and Clinical Engineering Manag... | {
"S1": "The pediatric emergency department is operating near its usual capacity, with 10 of 12 treatment spaces occupied.",
"S2": "An unused observation wing with eight bays is available for temporary clinical use tomorrow.",
"S3": "The hospital is monitoring a regional increase in pediatric respiratory illness ... | {
"PF1": {
"owner": "A2",
"text": "The pediatric emergency physician's regional call forecast projects eight additional pediatric arrivals between 07:00 and 13:00 tomorrow, and six of them are likely to need monitored observation rather than rapid discharge."
},
"PF2": {
"owner": "A3",
"text": "Fa... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"observation_wing_activated": "boolean",
"surge_bay_count": "integer",
"surge_bays": "string",
"staffing_plan": "string",
"oxygen_plan": "string",
"inpatient_transfer_target": "integer",
"transfer_deadline": "string"
},
"credited_facts": [
"fact_id"
],
"commitm... | [
"The observation wing must be activated for tomorrow.",
"Exactly six observation bays must be opened.",
"The opened bays must be Obs-2 through Obs-7.",
"The staffing plan must provide two pediatric RNs and one respiratory therapist from 07:00 through 19:00 tomorrow.",
"The oxygen plan must use the functioni... | {
"C1": "decisions['observation_wing_activated'] == True",
"C2": "decisions['surge_bay_count'] == 6",
"C3": "('Obs-2 through Obs-7' in decisions['surge_bays']) or ('Obs-2, Obs-3, Obs-4, Obs-5, Obs-6, Obs-7' in decisions['surge_bays'])",
"C4": "(('two pediatric RNs' in decisions['staffing_plan'] or 'Two pediatri... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The forecast changes the plan from no activation or a smaller activation to activating six bays because exactly six monitored-observation patients must be accommodated simultaneously during the surge wind... | healthcare | 5 |
scenario_36 | care_pathway_activation | A hospital-at-home program director must decide whether to accept a medically stable patient into the program and finalize the medication, home-access, caregiver, and coverage plan, with input from the attending physician, physical therapist, social worker, and utilization-review coordinator. | [
{
"agent_id": "A1",
"name": "Marisol",
"role": "Hospital-at-Home Program Director"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Attending Physician"
},
{
"agent_id": "A3",
"name": "Nia",
"role": "Physical Therapist"
},
{
"agent_id": "A4",
"name": "Owen"... | {
"S1": "A medically stable patient is being evaluated for transfer from the hospital to the hospital-at-home program tomorrow.",
"S2": "The hospital-at-home program can provide nursing visits, remote vital-sign monitoring, and scheduled home treatments.",
"S3": "Marisol makes the final decision about program acc... | {
"PF1": {
"owner": "A2",
"text": "Dr. Chen signed an order for ceftriaxone 2 g by IV at 10:00 each day for three days, and the patient may receive that treatment through hospital-at-home nursing rather than remaining inpatient. Under the huddle documentation protocol, Dr. Chen must submit this signed order t... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"S8"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"S8",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"S6",
"S7",
"S8",
"PF2"
],
"A4": [
... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 24
} | {
"decisions": {
"hospital_at_home_approved": "boolean",
"medication_plan": "string",
"home_access_requirement": "string",
"coverage_hours": "integer",
"nursing_visit_times": [
"string"
],
"caregiver_plan": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
... | [
"The patient must be accepted into hospital-at-home.",
"The medication plan must specify ceftriaxone 2 g by IV daily for three days, with the administration time allowed to align with the covered nursing schedule.",
"A stair-assist rail installation by 07:00 tomorrow must be included in the home-access plan and... | {
"C1": "decisions['hospital_at_home_approved'] == True",
"C2": "((('ceftriaxone' in decisions['medication_plan'] or 'Ceftriaxone' in decisions['medication_plan']) and (('2 g' in decisions['medication_plan'] or '2g' in decisions['medication_plan']) or '2 grams' in decisions['medication_plan']) and ('IV' in decision... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The signed order changes the medication field from an unspecified treatment to ceftriaxone 2 g IV on a daily schedule for three days and supplies the clinical basis for accepting the patient into hospital... | healthcare | 5 |
scenario_37 | blood_product_resource_planning | A blood bank medical director must decide whether to establish an emergency blood-product reserve at an affiliated urgent-care clinic and finalize the product mix, storage safeguards, replenishment schedule, and staff-readiness plan. | [
{
"agent_id": "A1",
"name": "Dr. Miriam Chen",
"role": "Blood Bank Medical Director"
},
{
"agent_id": "A2",
"name": "Dr. Luis Alvarez",
"role": "Transfusion Medicine Physician"
},
{
"agent_id": "A3",
"name": "Nora Patel",
"role": "Blood Bank Laboratory Manager"
},
{
... | {
"S1": "The affiliated Riverside Urgent Care Clinic has requested an emergency blood-product reserve for use before transfer to the main hospital.",
"S2": "The reserve would be stored at Riverside and replenished through the hospital blood bank.",
"S3": "Dr. Miriam Chen makes the final decision about whether the... | {
"PF1": {
"owner": "A2",
"text": "The transfusion service protocol approved for Riverside requires a starting reserve of exactly 4 O-negative red-cell units and 2 O-positive red-cell units; Dr. Alvarez reviewed the signed protocol, but the inventory request has not yet been entered."
},
"PF2": {
"own... | {
"A1": [
"S1",
"S2",
"S3",
"S4",
"S5"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"S5",
"PF3"
],
"A5": [
"S1",
"S2",... | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 18
} | {
"decisions": {
"reserve_approved": "boolean",
"o_negative_red_cell_units": "integer",
"o_positive_red_cell_units": "integer",
"storage_temperature_range": "string",
"alarm_test_required_before_stocking": "boolean",
"replenishment_days": "array",
"same_day_replacement_required": "boolean"... | [
"The Riverside reserve must be approved.",
"The reserve must contain exactly 4 O-negative red-cell units and 2 O-positive red-cell units.",
"Storage must be set to exactly 2-6 degrees Celsius and an alarm test must be required before stocking.",
"Replenishment must be scheduled for Tuesday and Friday at 10:00... | {
"C1": "decisions['reserve_approved'] == True",
"C2": "decisions['o_negative_red_cell_units'] == 4 and decisions['o_positive_red_cell_units'] == 2",
"C3": "decisions['storage_temperature_range'] == '2-6 degrees Celsius' or decisions['storage_temperature_range'] == '2-6 C' or decisions['storage_temperature_range'... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"C2",
"P1"
],
"why": "The signed protocol changes the decision from an unsupported reserve to approval and fixes the product mix at exactly 4 O-negative and 2 O-positive red-cell units."
},
{
"fact_id": "PF2",
"own... | healthcare | 5 |
scenario_38 | equipment_allocation | A hospital department administrator must assign the hospital's only mobile bariatric lift to either the North or South inpatient unit and finalize its configuration, staffing, and cleaning plan, with input from physical therapy, facilities, nursing education, and infection prevention. | [
{
"agent_id": "A1",
"name": "Morgan",
"role": "Hospital Department Administrator"
},
{
"agent_id": "A2",
"name": "Dr. Chen",
"role": "Physical Therapist"
},
{
"agent_id": "A3",
"name": "Luis",
"role": "Facilities Equipment Coordinator"
},
{
"agent_id": "A4",
"... | {
"S1": "The hospital has one mobile bariatric lift available for immediate assignment.",
"S2": "Both the North and South inpatient units have patients whose transfer plans are being reviewed for use of the lift.",
"S3": "Morgan has authority to assign the lift and approve the associated operational plan.",
"S4... | {
"PF1": {
"owner": "A2",
"text": "The South unit patient failed the sit-to-stand assessment and requires a full-body bariatric lift for every bed-to-chair transfer; the North unit patient can currently complete a two-person stand-pivot transfer with a gait belt, according to Dr. Chen's therapy assessment."
... | {
"A1": [
"S1",
"S2",
"S3",
"S4"
],
"A2": [
"S1",
"S2",
"S3",
"S4",
"PF1"
],
"A3": [
"S1",
"S2",
"S3",
"S4",
"PF2"
],
"A4": [
"S1",
"S2",
"S3",
"S4",
"PF3"
],
"A5": [
"S1",
"S2",
"S3",
"S4",
"PF4"
]
} | A1 | {
"turn_order": [
"A1",
"A2",
"A3",
"A4",
"A5"
],
"turn_cap": 22
} | {
"decisions": {
"lift_assigned_to": "string",
"lift_model": "string",
"charger_location": "string",
"staffing_window": "string",
"sling_specification": "string"
},
"credited_facts": [
"fact_id"
],
"commitments": [
{
"type": "string",
"target": "string",
"detail":... | [
"The mobile bariatric lift must be assigned to the South unit.",
"The Titan-MB lift model must be specified.",
"The charger must be placed in the South 4B equipment alcove.",
"Two validated South-unit staff members must be scheduled for transfers from 07:00-19:00 daily.",
"A dedicated extra-large sling labe... | {
"C1": "'South' in decisions['lift_assigned_to']",
"C2": "'Titan-MB' in decisions['lift_model']",
"C3": "decisions['charger_location'] == 'South 4B equipment alcove'",
"C4": "((('two' in decisions['staffing_window'] or '2' in decisions['staffing_window']) and 'validated' in decisions['staffing_window'] and ('0... | {
"P1": "'PF1' in credited_facts and 'PF1' in justification_fact_ids and 'PF1' in revealed"
} | [
{
"fact_id": "PF1",
"owner": "A2",
"flips": [
"C1",
"P1"
],
"why": "The therapy assessment changes the assignment from an open choice between North and South to South because its patient requires a full-body lift while the North patient can use a two-person stand-pivot transfer."
}... | healthcare | 5 |
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