Datasets:

WitnessDataFactory
/

pathology-1k

record_id stringlengths 36 36	domain stringclasses 1 value	category stringclasses 8 values	note_type stringclasses 5 values	patient_age int64 18 85	patient_gender stringclasses 3 values	primary_label stringclasses 6 values	labels dict	consensus_score float64 0.97 1	inter_annotator_agreement float64 0.93 1	macro_f1 float64 0.95 0.99	model_scores dict	passes_quality_gate bool 1 class	generation_method stringclasses 1 value	generated_at stringlengths 27 27	phi_present bool 1 class	hipaa_compliant bool 1 class
4ab91791-d582-46a3-8ed1-22aeec5ba3be	pathology	Immunohistochemistry	Frozen Section Report	79	Female	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9796, "primary": "margin_status" }	0.9796	0.9596	0.9713	{ "llama3.3": 0.9959, "mistral": 0.9629, "qwen2.5": 0.9801 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497118Z	false	true
fce2e899-541c-44fa-8db6-3db16e5862f3	pathology	Immunohistochemistry	Bone Marrow Biopsy	30	Female	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9792, "primary": "margin_status" }	0.9792	0.9602	0.9659	{ "llama3.3": 0.9976, "mistral": 0.9665, "qwen2.5": 0.9737 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497253Z	false	true
b6b02326-b469-4d8c-b346-cdafbc2dffc4	pathology	Hematopathology	Surgical Pathology Report	84	Non-binary	microscopic_description	{ "category": "Hematopathology", "confidence": 0.9735, "primary": "microscopic_description" }	0.9735	0.9716	0.9574	{ "llama3.3": 0.9714, "mistral": 0.9861, "qwen2.5": 0.9631 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497366Z	false	true
5ee861ce-d043-4ad0-8db0-2cd684da8383	pathology	Dermatopathology	Bone Marrow Biopsy	78	Non-binary	immunohistochemistry	{ "category": "Dermatopathology", "confidence": 0.9889, "primary": "immunohistochemistry" }	0.9889	0.9765	0.9731	{ "llama3.3": 0.9836, "mistral": 0.9832, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497429Z	false	true
61c9fc0d-2ce3-40a6-aeb8-421746469dd5	pathology	Neuropathology	Cytology Report	25	Male	immunohistochemistry	{ "category": "Neuropathology", "confidence": 0.9717, "primary": "immunohistochemistry" }	0.9717	0.9808	0.9647	{ "llama3.3": 0.9783, "mistral": 0.9736, "qwen2.5": 0.963 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497486Z	false	true
dd364da3-36a8-450c-b913-e2c13e767fb1	pathology	Forensic Pathology	Final Diagnosis	54	Non-binary	microscopic_description	{ "category": "Forensic Pathology", "confidence": 0.9756, "primary": "microscopic_description" }	0.9756	0.9847	0.9568	{ "llama3.3": 0.9828, "mistral": 0.9716, "qwen2.5": 0.9724 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497542Z	false	true
0ad4ea8f-6db9-4b7f-85aa-9b67824c3eab	pathology	Hematopathology	Cytology Report	51	Female	diagnosis	{ "category": "Hematopathology", "confidence": 0.9853, "primary": "diagnosis" }	0.9853	0.9814	0.973	{ "llama3.3": 0.9913, "mistral": 0.9877, "qwen2.5": 0.9768 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497598Z	false	true
643c6d60-4d00-4b7e-88d6-092872b092a2	pathology	Hematopathology	Bone Marrow Biopsy	65	Female	gross_description	{ "category": "Hematopathology", "confidence": 0.9803, "primary": "gross_description" }	0.9803	0.9704	0.9625	{ "llama3.3": 0.9915, "mistral": 0.9676, "qwen2.5": 0.982 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497653Z	false	true
54d15bab-8904-46dc-b7fe-bb3c1a49137f	pathology	Immunohistochemistry	Surgical Pathology Report	23	Female	diagnosis	{ "category": "Immunohistochemistry", "confidence": 0.9908, "primary": "diagnosis" }	0.9908	0.9883	0.9831	{ "llama3.3": 0.99, "mistral": 0.9865, "qwen2.5": 0.996 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497708Z	false	true
b7fa9439-8a1e-4fea-bd27-d0c6dff908ad	pathology	Molecular Pathology	Cytology Report	77	Non-binary	grade	{ "category": "Molecular Pathology", "confidence": 0.9746, "primary": "grade" }	0.9746	0.9816	0.9597	{ "llama3.3": 0.9717, "mistral": 0.9689, "qwen2.5": 0.9831 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.497817Z	false	true
59b8f9fd-1a7a-4acc-bb02-7791f7295d43	pathology	Dermatopathology	Frozen Section Report	83	Male	immunohistochemistry	{ "category": "Dermatopathology", "confidence": 0.9852, "primary": "immunohistochemistry" }	0.9852	0.9633	0.9789	{ "llama3.3": 0.9867, "mistral": 0.9993, "qwen2.5": 0.9694 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498160Z	false	true
89bc896a-0a15-4bd9-99fb-702784f595db	pathology	Cytopathology	Surgical Pathology Report	28	Non-binary	grade	{ "category": "Cytopathology", "confidence": 0.9743, "primary": "grade" }	0.9743	0.9788	0.9622	{ "llama3.3": 0.9793, "mistral": 0.9643, "qwen2.5": 0.9793 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498265Z	false	true
eb1c6849-a0f8-455f-b6a5-a2c6ba2a749b	pathology	Neuropathology	Cytology Report	22	Non-binary	gross_description	{ "category": "Neuropathology", "confidence": 0.9727, "primary": "gross_description" }	0.9727	0.9541	0.9613	{ "llama3.3": 0.9512, "mistral": 0.9853, "qwen2.5": 0.9816 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498420Z	false	true
2c54027f-8b9e-4df9-84c6-6018314280a7	pathology	Cytopathology	Bone Marrow Biopsy	27	Female	grade	{ "category": "Cytopathology", "confidence": 0.9915, "primary": "grade" }	0.9915	0.9864	0.9751	{ "llama3.3": 0.9854, "mistral": 0.993, "qwen2.5": 0.9962 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498530Z	false	true
ecfdc51f-8bf4-49ca-9286-6af80e9ed37c	pathology	Neuropathology	Surgical Pathology Report	68	Female	diagnosis	{ "category": "Neuropathology", "confidence": 0.9749, "primary": "diagnosis" }	0.9749	0.97	0.9643	{ "llama3.3": 0.9609, "mistral": 0.9807, "qwen2.5": 0.9832 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498639Z	false	true
a72dd95f-0962-4f4f-841f-36360ac13342	pathology	Surgical Pathology	Frozen Section Report	37	Non-binary	grade	{ "category": "Surgical Pathology", "confidence": 0.9881, "primary": "grade" }	0.9881	0.9948	0.9726	{ "llama3.3": 0.9878, "mistral": 0.9904, "qwen2.5": 0.9862 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498694Z	false	true
7276871e-141a-4b14-97e2-5bc6e098720e	pathology	Neuropathology	Bone Marrow Biopsy	43	Non-binary	gross_description	{ "category": "Neuropathology", "confidence": 0.9915, "primary": "gross_description" }	0.9915	0.9675	0.9719	{ "llama3.3": 1, "mistral": 0.9983, "qwen2.5": 0.9763 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.498748Z	false	true
b310968c-5133-4696-a0e1-0cff020dce75	pathology	Molecular Pathology	Bone Marrow Biopsy	61	Non-binary	microscopic_description	{ "category": "Molecular Pathology", "confidence": 0.9851, "primary": "microscopic_description" }	0.9851	0.9743	0.9674	{ "llama3.3": 0.9739, "mistral": 0.9868, "qwen2.5": 0.9947 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499130Z	false	true
954bb0b2-c07c-4f72-b918-bc34c66a71d3	pathology	Hematopathology	Cytology Report	61	Female	diagnosis	{ "category": "Hematopathology", "confidence": 0.989, "primary": "diagnosis" }	0.989	0.9802	0.9767	{ "llama3.3": 0.9891, "mistral": 0.9971, "qwen2.5": 0.9809 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499205Z	false	true
07174ef3-7a63-4b78-8826-b8c4d158641c	pathology	Molecular Pathology	Bone Marrow Biopsy	28	Male	grade	{ "category": "Molecular Pathology", "confidence": 0.985, "primary": "grade" }	0.985	0.9827	0.976	{ "llama3.3": 0.9867, "mistral": 0.9911, "qwen2.5": 0.9772 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499267Z	false	true
13374d04-8987-4f9d-981f-c878a3b21775	pathology	Immunohistochemistry	Bone Marrow Biopsy	76	Female	microscopic_description	{ "category": "Immunohistochemistry", "confidence": 0.9765, "primary": "microscopic_description" }	0.9765	0.9809	0.964	{ "llama3.3": 0.9677, "mistral": 0.9823, "qwen2.5": 0.9796 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499387Z	false	true
9bceec84-a5aa-4829-8b39-7bfa549c095c	pathology	Surgical Pathology	Final Diagnosis	60	Female	immunohistochemistry	{ "category": "Surgical Pathology", "confidence": 0.9864, "primary": "immunohistochemistry" }	0.9864	0.971	0.9693	{ "llama3.3": 0.9805, "mistral": 0.9786, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499446Z	false	true
0542ad68-8dec-496c-876f-deb9911d08d0	pathology	Hematopathology	Cytology Report	71	Female	microscopic_description	{ "category": "Hematopathology", "confidence": 0.9855, "primary": "microscopic_description" }	0.9855	0.9465	0.9794	{ "llama3.3": 0.996, "mistral": 1, "qwen2.5": 0.9604 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499830Z	false	true
a4013a55-139d-4f73-b9ae-b4eb9ec26d4b	pathology	Surgical Pathology	Cytology Report	80	Female	margin_status	{ "category": "Surgical Pathology", "confidence": 0.9789, "primary": "margin_status" }	0.9789	0.9861	0.9689	{ "llama3.3": 0.9726, "mistral": 0.9835, "qwen2.5": 0.9806 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499884Z	false	true
b7fcc549-9c01-4ca2-9841-42a57712af5d	pathology	Immunohistochemistry	Frozen Section Report	32	Non-binary	grade	{ "category": "Immunohistochemistry", "confidence": 0.9762, "primary": "grade" }	0.9762	0.9568	0.958	{ "llama3.3": 0.9589, "mistral": 0.9755, "qwen2.5": 0.9942 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.499937Z	false	true
594671e2-e59c-47e8-9606-a898d2793491	pathology	Immunohistochemistry	Frozen Section Report	39	Female	microscopic_description	{ "category": "Immunohistochemistry", "confidence": 0.9867, "primary": "microscopic_description" }	0.9867	0.9782	0.9798	{ "llama3.3": 0.9821, "mistral": 0.9811, "qwen2.5": 0.997 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500043Z	false	true
d0784a65-f0ad-4011-bc09-aa58f9ce6118	pathology	Immunohistochemistry	Bone Marrow Biopsy	33	Female	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9702, "primary": "margin_status" }	0.9702	0.9907	0.9569	{ "llama3.3": 0.9664, "mistral": 0.9739, "qwen2.5": 0.9704 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500150Z	false	true
fcf60830-031d-4a7a-9dcf-e8407ab82dad	pathology	Surgical Pathology	Bone Marrow Biopsy	79	Female	gross_description	{ "category": "Surgical Pathology", "confidence": 0.9714, "primary": "gross_description" }	0.9714	0.9504	0.9587	{ "llama3.3": 0.9483, "mistral": 0.9799, "qwen2.5": 0.9861 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500204Z	false	true
1780c376-ca01-43cf-9142-ae50a044bb25	pathology	Surgical Pathology	Surgical Pathology Report	66	Non-binary	immunohistochemistry	{ "category": "Surgical Pathology", "confidence": 0.975, "primary": "immunohistochemistry" }	0.975	0.9669	0.9689	{ "llama3.3": 0.9811, "mistral": 0.9843, "qwen2.5": 0.9595 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500348Z	false	true
bb0f4fa7-bd87-41b7-870f-408dda035c44	pathology	Surgical Pathology	Bone Marrow Biopsy	46	Non-binary	immunohistochemistry	{ "category": "Surgical Pathology", "confidence": 0.9985, "primary": "immunohistochemistry" }	0.9985	0.9935	0.9802	{ "llama3.3": 1, "mistral": 0.9954, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500425Z	false	true
4e7d2df0-84a3-40c2-88a3-5ff40f9e587f	pathology	Forensic Pathology	Cytology Report	47	Non-binary	margin_status	{ "category": "Forensic Pathology", "confidence": 0.9852, "primary": "margin_status" }	0.9852	0.9664	0.9779	{ "llama3.3": 0.9729, "mistral": 1, "qwen2.5": 0.9828 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500481Z	false	true
b8fa16c7-4544-4b8c-9cc8-f5f306b6d7a2	pathology	Surgical Pathology	Cytology Report	57	Male	margin_status	{ "category": "Surgical Pathology", "confidence": 0.982, "primary": "margin_status" }	0.982	0.974	0.9687	{ "llama3.3": 0.9878, "mistral": 0.9885, "qwen2.5": 0.9698 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500535Z	false	true
b6675f1d-45d4-49f4-b083-6d87c3a4e651	pathology	Neuropathology	Final Diagnosis	81	Male	microscopic_description	{ "category": "Neuropathology", "confidence": 0.9751, "primary": "microscopic_description" }	0.9751	0.9803	0.959	{ "llama3.3": 0.9754, "mistral": 0.9829, "qwen2.5": 0.9669 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500590Z	false	true
beafb6a7-0ade-4217-87b7-67a64201b4ea	pathology	Forensic Pathology	Final Diagnosis	83	Non-binary	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9714, "primary": "immunohistochemistry" }	0.9714	0.9754	0.9614	{ "llama3.3": 0.9673, "mistral": 0.9829, "qwen2.5": 0.9641 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500643Z	false	true
44e61583-83dc-4ace-9eaf-9485355f6fb0	pathology	Surgical Pathology	Surgical Pathology Report	69	Male	grade	{ "category": "Surgical Pathology", "confidence": 0.9805, "primary": "grade" }	0.9805	0.9604	0.9614	{ "llama3.3": 0.9848, "mistral": 0.9942, "qwen2.5": 0.9627 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500696Z	false	true
c058e4e4-7beb-47ce-bc9f-ac21da609f7b	pathology	Neuropathology	Bone Marrow Biopsy	49	Male	microscopic_description	{ "category": "Neuropathology", "confidence": 0.9782, "primary": "microscopic_description" }	0.9782	0.9734	0.9663	{ "llama3.3": 0.9843, "mistral": 0.9846, "qwen2.5": 0.9656 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500749Z	false	true
5de652f2-d19b-462b-8c8c-769a5909529f	pathology	Cytopathology	Surgical Pathology Report	24	Non-binary	gross_description	{ "category": "Cytopathology", "confidence": 0.9757, "primary": "gross_description" }	0.9757	0.9906	0.9592	{ "llama3.3": 0.9716, "mistral": 0.9765, "qwen2.5": 0.9791 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500856Z	false	true
b4356ee6-53ad-4119-8119-d58b0a8eff63	pathology	Forensic Pathology	Cytology Report	37	Male	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.976, "primary": "immunohistochemistry" }	0.976	0.951	0.9657	{ "llama3.3": 0.9659, "mistral": 0.9991, "qwen2.5": 0.9631 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.500962Z	false	true
b6119311-0820-4762-ad3e-1bb48d86c1c4	pathology	Dermatopathology	Bone Marrow Biopsy	29	Female	gross_description	{ "category": "Dermatopathology", "confidence": 0.9809, "primary": "gross_description" }	0.9809	0.9682	0.9722	{ "llama3.3": 0.994, "mistral": 0.9681, "qwen2.5": 0.9807 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501015Z	false	true
547e416c-af7a-4246-b767-1ae85c5b3e25	pathology	Forensic Pathology	Frozen Section Report	32	Non-binary	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9803, "primary": "immunohistochemistry" }	0.9803	0.9414	0.9681	{ "llama3.3": 0.9533, "mistral": 0.9884, "qwen2.5": 0.999 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501068Z	false	true
90d1d471-856f-456d-9ec2-34d452a7ea27	pathology	Cytopathology	Bone Marrow Biopsy	81	Male	microscopic_description	{ "category": "Cytopathology", "confidence": 0.9867, "primary": "microscopic_description" }	0.9867	0.9545	0.9669	{ "llama3.3": 0.9952, "mistral": 0.9654, "qwen2.5": 0.9994 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501174Z	false	true
518ad2a4-f90d-4b80-9298-3073a39ec61c	pathology	Forensic Pathology	Cytology Report	65	Non-binary	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9881, "primary": "immunohistochemistry" }	0.9881	0.9687	0.9828	{ "llama3.3": 0.9999, "mistral": 0.9745, "qwen2.5": 0.9899 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501226Z	false	true
5873c4e9-8aeb-4636-8fa4-9edac4838775	pathology	Molecular Pathology	Final Diagnosis	56	Non-binary	immunohistochemistry	{ "category": "Molecular Pathology", "confidence": 0.9893, "primary": "immunohistochemistry" }	0.9893	0.976	0.9764	{ "llama3.3": 1, "mistral": 0.9807, "qwen2.5": 0.9871 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501316Z	false	true
e48845ff-4da5-49a1-bc3e-4cedb79deac2	pathology	Cytopathology	Surgical Pathology Report	79	Non-binary	grade	{ "category": "Cytopathology", "confidence": 0.9703, "primary": "grade" }	0.9703	0.9575	0.9506	{ "llama3.3": 0.9876, "mistral": 0.9706, "qwen2.5": 0.9529 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501398Z	false	true
d81680a0-d58b-4efa-8ab5-ec6c5c913a1e	pathology	Hematopathology	Bone Marrow Biopsy	53	Non-binary	diagnosis	{ "category": "Hematopathology", "confidence": 0.9925, "primary": "diagnosis" }	0.9925	0.9794	0.976	{ "llama3.3": 1, "mistral": 0.9834, "qwen2.5": 0.994 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501454Z	false	true
a5ecc658-6bd1-436d-8621-9266f5a0f28d	pathology	Dermatopathology	Cytology Report	19	Female	margin_status	{ "category": "Dermatopathology", "confidence": 0.9779, "primary": "margin_status" }	0.9779	0.9579	0.9613	{ "llama3.3": 0.9825, "mistral": 0.9589, "qwen2.5": 0.9923 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501509Z	false	true
f6bb6042-d362-45a7-8f53-fa24a38e9070	pathology	Immunohistochemistry	Final Diagnosis	72	Male	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9776, "primary": "margin_status" }	0.9776	0.9544	0.9653	{ "llama3.3": 0.9929, "mistral": 0.9569, "qwen2.5": 0.983 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501564Z	false	true
11e0f9d9-251c-4dd4-8b9c-2a652bed304a	pathology	Forensic Pathology	Surgical Pathology Report	18	Male	diagnosis	{ "category": "Forensic Pathology", "confidence": 0.9844, "primary": "diagnosis" }	0.9844	0.976	0.9778	{ "llama3.3": 0.9941, "mistral": 0.9848, "qwen2.5": 0.9745 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501618Z	false	true
a4369fd2-53f3-4ee6-87f7-3545fcbe2d54	pathology	Molecular Pathology	Frozen Section Report	65	Male	grade	{ "category": "Molecular Pathology", "confidence": 0.9849, "primary": "grade" }	0.9849	0.9754	0.9755	{ "llama3.3": 0.9953, "mistral": 0.9752, "qwen2.5": 0.9843 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501726Z	false	true
66f74d6f-f122-4c5f-9a84-09f2b1dd6c8e	pathology	Molecular Pathology	Frozen Section Report	70	Male	microscopic_description	{ "category": "Molecular Pathology", "confidence": 0.9723, "primary": "microscopic_description" }	0.9723	0.9491	0.9577	{ "llama3.3": 0.9502, "mistral": 0.9915, "qwen2.5": 0.9751 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501832Z	false	true
62233014-dc7b-4935-bc17-fd3bf355b5a9	pathology	Dermatopathology	Bone Marrow Biopsy	65	Non-binary	grade	{ "category": "Dermatopathology", "confidence": 0.9727, "primary": "grade" }	0.9727	0.9338	0.9573	{ "llama3.3": 0.9776, "mistral": 0.9436, "qwen2.5": 0.997 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.501937Z	false	true
032a6839-83fe-457a-a113-abf822af0c6d	pathology	Immunohistochemistry	Frozen Section Report	50	Female	gross_description	{ "category": "Immunohistochemistry", "confidence": 0.9762, "primary": "gross_description" }	0.9762	0.9877	0.9567	{ "llama3.3": 0.9776, "mistral": 0.9706, "qwen2.5": 0.9804 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502199Z	false	true
d50a0cfe-e945-4112-92b4-3f7a8889ce6f	pathology	Hematopathology	Cytology Report	46	Non-binary	margin_status	{ "category": "Hematopathology", "confidence": 0.9848, "primary": "margin_status" }	0.9848	0.9829	0.9649	{ "llama3.3": 0.9886, "mistral": 0.9889, "qwen2.5": 0.9767 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502385Z	false	true
3668586e-5a3a-4393-9791-678003ebf431	pathology	Molecular Pathology	Surgical Pathology Report	69	Male	diagnosis	{ "category": "Molecular Pathology", "confidence": 0.973, "primary": "diagnosis" }	0.973	0.9908	0.9609	{ "llama3.3": 0.975, "mistral": 0.9753, "qwen2.5": 0.9687 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502553Z	false	true
8d76898c-d519-49ec-ac90-454d79d04ffb	pathology	Immunohistochemistry	Surgical Pathology Report	74	Male	grade	{ "category": "Immunohistochemistry", "confidence": 0.977, "primary": "grade" }	0.977	0.9768	0.9586	{ "llama3.3": 0.9858, "mistral": 0.9782, "qwen2.5": 0.967 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502607Z	false	true
f387c6b5-5c38-4ce2-9018-d4f7ee043411	pathology	Neuropathology	Cytology Report	23	Male	diagnosis	{ "category": "Neuropathology", "confidence": 0.9739, "primary": "diagnosis" }	0.9739	0.9363	0.9629	{ "llama3.3": 1, "mistral": 0.948, "qwen2.5": 0.9737 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502662Z	false	true
9ae18f52-fbd4-44bd-b24e-8b69b6824c82	pathology	Cytopathology	Cytology Report	80	Female	diagnosis	{ "category": "Cytopathology", "confidence": 0.9722, "primary": "diagnosis" }	0.9722	0.9694	0.9573	{ "llama3.3": 0.9634, "mistral": 0.9667, "qwen2.5": 0.9865 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502769Z	false	true
157a3877-8e7a-440a-9415-98552f34c19c	pathology	Cytopathology	Surgical Pathology Report	21	Female	margin_status	{ "category": "Cytopathology", "confidence": 0.9835, "primary": "margin_status" }	0.9835	0.981	0.9639	{ "llama3.3": 0.9777, "mistral": 0.9923, "qwen2.5": 0.9804 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502823Z	false	true
3450458b-1e70-4708-a03c-906cf8dbf6fc	pathology	Molecular Pathology	Surgical Pathology Report	74	Male	microscopic_description	{ "category": "Molecular Pathology", "confidence": 0.9779, "primary": "microscopic_description" }	0.9779	0.9773	0.9694	{ "llama3.3": 0.968, "mistral": 0.9863, "qwen2.5": 0.9794 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502877Z	false	true
fb42dfe3-ad57-45c9-a49e-392d42fad463	pathology	Immunohistochemistry	Cytology Report	34	Female	grade	{ "category": "Immunohistochemistry", "confidence": 0.9755, "primary": "grade" }	0.9755	0.9559	0.97	{ "llama3.3": 0.9801, "mistral": 0.9907, "qwen2.5": 0.9556 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502932Z	false	true
e6744c7f-a0e2-4e9d-8c30-44be0db7b03f	pathology	Surgical Pathology	Final Diagnosis	23	Male	microscopic_description	{ "category": "Surgical Pathology", "confidence": 0.9828, "primary": "microscopic_description" }	0.9828	0.9703	0.9637	{ "llama3.3": 0.9724, "mistral": 0.9799, "qwen2.5": 0.9961 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.502985Z	false	true
bb8f3abe-513c-4940-bb31-e717d830e7ed	pathology	Hematopathology	Final Diagnosis	36	Non-binary	gross_description	{ "category": "Hematopathology", "confidence": 0.9826, "primary": "gross_description" }	0.9826	0.9951	0.9749	{ "llama3.3": 0.9804, "mistral": 0.9843, "qwen2.5": 0.9831 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503038Z	false	true
c08af60e-65a6-4f87-aced-bcc1894d9963	pathology	Forensic Pathology	Cytology Report	44	Male	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9853, "primary": "immunohistochemistry" }	0.9853	0.9669	0.9772	{ "llama3.3": 0.9734, "mistral": 0.9825, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503093Z	false	true
09ca2d36-78f5-4db6-921d-1b73a4dd56d0	pathology	Cytopathology	Bone Marrow Biopsy	23	Male	margin_status	{ "category": "Cytopathology", "confidence": 0.9842, "primary": "margin_status" }	0.9842	0.9651	0.9643	{ "llama3.3": 0.9975, "mistral": 0.986, "qwen2.5": 0.9692 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503370Z	false	true
ae876010-08ed-4226-a685-7074b3ceb176	pathology	Forensic Pathology	Final Diagnosis	80	Non-binary	gross_description	{ "category": "Forensic Pathology", "confidence": 0.9762, "primary": "gross_description" }	0.9762	0.9773	0.9622	{ "llama3.3": 0.9656, "mistral": 0.9826, "qwen2.5": 0.9803 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503443Z	false	true
8124b0bd-f22b-43d1-82c6-ab76cfb638e0	pathology	Immunohistochemistry	Cytology Report	85	Female	diagnosis	{ "category": "Immunohistochemistry", "confidence": 0.9804, "primary": "diagnosis" }	0.9804	0.988	0.9654	{ "llama3.3": 0.9818, "mistral": 0.9845, "qwen2.5": 0.975 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503501Z	false	true
b021be23-6b7f-4fbb-a6a4-909f14afca68	pathology	Surgical Pathology	Cytology Report	47	Female	microscopic_description	{ "category": "Surgical Pathology", "confidence": 0.9828, "primary": "microscopic_description" }	0.9828	0.963	0.9703	{ "llama3.3": 0.9716, "mistral": 1, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503558Z	false	true
fe98761e-d987-4114-bf41-7c73b33c6424	pathology	Neuropathology	Bone Marrow Biopsy	64	Non-binary	immunohistochemistry	{ "category": "Neuropathology", "confidence": 0.9911, "primary": "immunohistochemistry" }	0.9911	0.9685	0.9744	{ "llama3.3": 0.9969, "mistral": 1, "qwen2.5": 0.9764 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503616Z	false	true
15f20757-50ad-4d03-9cc2-edc9fbd91898	pathology	Hematopathology	Bone Marrow Biopsy	76	Female	margin_status	{ "category": "Hematopathology", "confidence": 0.9897, "primary": "margin_status" }	0.9897	0.9844	0.9721	{ "llama3.3": 0.989, "mistral": 0.9836, "qwen2.5": 0.9963 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503672Z	false	true
f0f21f63-fc00-44aa-a290-5a2f510ab743	pathology	Forensic Pathology	Final Diagnosis	24	Female	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9792, "primary": "immunohistochemistry" }	0.9792	0.9811	0.9725	{ "llama3.3": 0.988, "mistral": 0.9737, "qwen2.5": 0.9759 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503729Z	false	true
be455c20-6e70-4da1-a970-68204329f615	pathology	Forensic Pathology	Cytology Report	68	Non-binary	diagnosis	{ "category": "Forensic Pathology", "confidence": 0.983, "primary": "diagnosis" }	0.983	0.9639	0.9682	{ "llama3.3": 1, "mistral": 0.9739, "qwen2.5": 0.975 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503786Z	false	true
791bfc25-b305-44dc-a25c-73f72c9d25f3	pathology	Forensic Pathology	Bone Marrow Biopsy	50	Male	gross_description	{ "category": "Forensic Pathology", "confidence": 0.9846, "primary": "gross_description" }	0.9846	0.9862	0.9682	{ "llama3.3": 0.9864, "mistral": 0.9891, "qwen2.5": 0.9783 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503842Z	false	true
b67dec60-b9f9-47b2-a4b1-e9e7184c3e31	pathology	Neuropathology	Final Diagnosis	71	Female	immunohistochemistry	{ "category": "Neuropathology", "confidence": 0.9854, "primary": "immunohistochemistry" }	0.9854	0.9491	0.9762	{ "llama3.3": 0.9984, "mistral": 0.9614, "qwen2.5": 0.9964 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.503898Z	false	true
1c5b3f30-c032-4266-9b75-57c55c831274	pathology	Neuropathology	Cytology Report	66	Male	grade	{ "category": "Neuropathology", "confidence": 0.9827, "primary": "grade" }	0.9827	0.9631	0.9662	{ "llama3.3": 0.9865, "mistral": 0.9661, "qwen2.5": 0.9955 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504009Z	false	true
736c1b1b-0d12-43b8-a05a-0bd87caaef29	pathology	Neuropathology	Frozen Section Report	65	Non-binary	margin_status	{ "category": "Neuropathology", "confidence": 0.9747, "primary": "margin_status" }	0.9747	0.95	0.9625	{ "llama3.3": 0.9526, "mistral": 0.9785, "qwen2.5": 0.9928 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504066Z	false	true
bcc54866-ee62-4e30-99f7-1c11943e72c0	pathology	Surgical Pathology	Surgical Pathology Report	45	Female	gross_description	{ "category": "Surgical Pathology", "confidence": 0.9891, "primary": "gross_description" }	0.9891	0.9709	0.9758	{ "llama3.3": 0.9909, "mistral": 1, "qwen2.5": 0.9764 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504122Z	false	true
5238cd13-59eb-4fc2-9a5c-3e2d02cc5158	pathology	Cytopathology	Surgical Pathology Report	54	Non-binary	diagnosis	{ "category": "Cytopathology", "confidence": 0.984, "primary": "diagnosis" }	0.984	0.9658	0.9718	{ "llama3.3": 0.9814, "mistral": 0.9991, "qwen2.5": 0.9715 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504179Z	false	true
268fbadd-489e-44a5-90d7-0414f785d48d	pathology	Surgical Pathology	Surgical Pathology Report	64	Male	grade	{ "category": "Surgical Pathology", "confidence": 0.9831, "primary": "grade" }	0.9831	0.9824	0.9764	{ "llama3.3": 0.9826, "mistral": 0.9905, "qwen2.5": 0.9762 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504246Z	false	true
9490c471-6190-476e-b3df-07abe8594a63	pathology	Cytopathology	Final Diagnosis	20	Female	margin_status	{ "category": "Cytopathology", "confidence": 0.973, "primary": "margin_status" }	0.973	0.983	0.9585	{ "llama3.3": 0.9803, "mistral": 0.9723, "qwen2.5": 0.9665 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504435Z	false	true
c300d382-3263-4acc-b4de-42cf4945baaf	pathology	Immunohistochemistry	Cytology Report	75	Non-binary	microscopic_description	{ "category": "Immunohistochemistry", "confidence": 0.9703, "primary": "microscopic_description" }	0.9703	0.9788	0.9531	{ "llama3.3": 0.9627, "mistral": 0.9687, "qwen2.5": 0.9797 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504494Z	false	true
eb4c8e90-7fd7-441d-82b6-01c161d430ac	pathology	Neuropathology	Frozen Section Report	59	Male	grade	{ "category": "Neuropathology", "confidence": 0.9818, "primary": "grade" }	0.9818	0.9583	0.9713	{ "llama3.3": 0.994, "mistral": 0.9623, "qwen2.5": 0.9889 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504552Z	false	true
2a9846a1-8f93-4cec-84a0-e64788d93766	pathology	Molecular Pathology	Bone Marrow Biopsy	24	Non-binary	grade	{ "category": "Molecular Pathology", "confidence": 0.9797, "primary": "grade" }	0.9797	0.9761	0.9698	{ "llama3.3": 0.9831, "mistral": 0.9687, "qwen2.5": 0.9874 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504609Z	false	true
b45d1a88-1508-46f4-920c-7d331b00c541	pathology	Immunohistochemistry	Final Diagnosis	73	Female	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9857, "primary": "margin_status" }	0.9857	0.9831	0.9789	{ "llama3.3": 0.9885, "mistral": 0.9908, "qwen2.5": 0.9778 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504666Z	false	true
a80a2b42-1cf6-4322-9e4a-3c3f223bd905	pathology	Surgical Pathology	Cytology Report	57	Non-binary	microscopic_description	{ "category": "Surgical Pathology", "confidence": 0.9746, "primary": "microscopic_description" }	0.9746	0.9678	0.9587	{ "llama3.3": 0.9742, "mistral": 0.9879, "qwen2.5": 0.9617 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504722Z	false	true
2ff0526b-3548-4772-983f-fe6923aced82	pathology	Surgical Pathology	Bone Marrow Biopsy	31	Non-binary	microscopic_description	{ "category": "Surgical Pathology", "confidence": 0.9836, "primary": "microscopic_description" }	0.9836	0.9728	0.9656	{ "llama3.3": 0.9944, "mistral": 0.9722, "qwen2.5": 0.9842 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504778Z	false	true
8b0aa1fa-63a4-4b20-8f64-e908161dbb9d	pathology	Dermatopathology	Bone Marrow Biopsy	37	Female	grade	{ "category": "Dermatopathology", "confidence": 0.9718, "primary": "grade" }	0.9718	0.9872	0.9548	{ "llama3.3": 0.9765, "mistral": 0.9728, "qwen2.5": 0.9662 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.504890Z	false	true
da650083-4532-4c49-8def-7d93b75a78d7	pathology	Immunohistochemistry	Bone Marrow Biopsy	48	Male	immunohistochemistry	{ "category": "Immunohistochemistry", "confidence": 0.9898, "primary": "immunohistochemistry" }	0.9898	0.9805	0.9766	{ "llama3.3": 0.9814, "mistral": 0.9973, "qwen2.5": 0.9906 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505059Z	false	true
8ce8b4ba-15fb-417d-bf09-40505b97fef4	pathology	Immunohistochemistry	Cytology Report	19	Non-binary	margin_status	{ "category": "Immunohistochemistry", "confidence": 0.9828, "primary": "margin_status" }	0.9828	0.9929	0.9655	{ "llama3.3": 0.9862, "mistral": 0.981, "qwen2.5": 0.9814 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505115Z	false	true
bf7d2eb8-e295-4d62-af41-6af47b445def	pathology	Neuropathology	Cytology Report	51	Non-binary	diagnosis	{ "category": "Neuropathology", "confidence": 0.9759, "primary": "diagnosis" }	0.9759	0.9639	0.9669	{ "llama3.3": 0.9592, "mistral": 0.9811, "qwen2.5": 0.9872 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505171Z	false	true
e362a775-b1f1-47b9-a624-bf99b3af36c9	pathology	Forensic Pathology	Frozen Section Report	21	Female	grade	{ "category": "Forensic Pathology", "confidence": 0.9896, "primary": "grade" }	0.9896	0.9763	0.9741	{ "llama3.3": 0.999, "mistral": 0.9797, "qwen2.5": 0.99 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505431Z	false	true
9c83ba23-d42e-4634-8fb6-7d584bbd4520	pathology	Cytopathology	Final Diagnosis	34	Female	microscopic_description	{ "category": "Cytopathology", "confidence": 0.9873, "primary": "microscopic_description" }	0.9873	0.9725	0.9812	{ "llama3.3": 0.983, "mistral": 0.9788, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505547Z	false	true
11d8d0fb-075e-4bbc-8ef3-9efea4b6b488	pathology	Forensic Pathology	Surgical Pathology Report	21	Non-binary	immunohistochemistry	{ "category": "Forensic Pathology", "confidence": 0.9745, "primary": "immunohistochemistry" }	0.9745	0.9581	0.9567	{ "llama3.3": 0.983, "mistral": 0.9547, "qwen2.5": 0.9856 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505604Z	false	true
fda98fe3-3c1e-4d88-b77a-2c654ba8ade4	pathology	Hematopathology	Final Diagnosis	73	Male	gross_description	{ "category": "Hematopathology", "confidence": 0.9726, "primary": "gross_description" }	0.9726	0.9401	0.9579	{ "llama3.3": 1, "mistral": 0.9531, "qwen2.5": 0.9645 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505660Z	false	true
4849367c-bf58-462c-9574-8d28c556eeca	pathology	Cytopathology	Surgical Pathology Report	85	Female	gross_description	{ "category": "Cytopathology", "confidence": 0.9854, "primary": "gross_description" }	0.9854	0.9689	0.9716	{ "llama3.3": 0.9998, "mistral": 0.9807, "qwen2.5": 0.9757 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505717Z	false	true
86af98c9-6033-4314-84fd-46e2c1015c8a	pathology	Forensic Pathology	Bone Marrow Biopsy	47	Male	gross_description	{ "category": "Forensic Pathology", "confidence": 0.9804, "primary": "gross_description" }	0.9804	0.9698	0.9675	{ "llama3.3": 0.9811, "mistral": 0.9677, "qwen2.5": 0.9924 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505774Z	false	true
70c0a446-55b4-40da-af6f-7f289533190a	pathology	Molecular Pathology	Frozen Section Report	40	Non-binary	diagnosis	{ "category": "Molecular Pathology", "confidence": 0.9812, "primary": "diagnosis" }	0.9812	0.9952	0.9721	{ "llama3.3": 0.983, "mistral": 0.9816, "qwen2.5": 0.9791 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505885Z	false	true
2c9eada7-1efe-4277-901f-0883f322a713	pathology	Immunohistochemistry	Final Diagnosis	81	Female	gross_description	{ "category": "Immunohistochemistry", "confidence": 0.9807, "primary": "gross_description" }	0.9807	0.9794	0.9725	{ "llama3.3": 0.9745, "mistral": 0.9902, "qwen2.5": 0.9772 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505941Z	false	true
ecffd357-3ad8-4d53-8181-7944ea03ec90	pathology	Dermatopathology	Final Diagnosis	48	Non-binary	grade	{ "category": "Dermatopathology", "confidence": 0.9739, "primary": "grade" }	0.9739	0.9625	0.9676	{ "llama3.3": 0.9772, "mistral": 0.9873, "qwen2.5": 0.9571 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.505996Z	false	true
8a87173a-05e1-463d-acaf-1a4bf5dcfdee	pathology	Hematopathology	Final Diagnosis	63	Female	grade	{ "category": "Hematopathology", "confidence": 0.9808, "primary": "grade" }	0.9808	0.9922	0.9663	{ "llama3.3": 0.9806, "mistral": 0.9777, "qwen2.5": 0.984 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.506052Z	false	true
cb6481eb-ad24-4d1c-b1d7-a5bbbb9a9ee2	pathology	Cytopathology	Frozen Section Report	25	Male	margin_status	{ "category": "Cytopathology", "confidence": 0.9861, "primary": "margin_status" }	0.9861	0.9887	0.9694	{ "llama3.3": 0.9809, "mistral": 0.9896, "qwen2.5": 0.9878 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.506109Z	false	true

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Pathology Medical Dataset — 1,000 Record Free Sample

Enterprise-grade synthetic medical data. Zero PHI. HIPAA-Aligned.

Quality Metrics

Metric	Score	Industry Benchmark
Trinity Consensus Score (TAS)	98.0%	85-92% typical
Trinity Assurance Score (TAS)	0.97	0.75-0.85 typical
Macro F1	0.97	0.80-0.90 typical
PHI Present	None	--
Generation Method	3-LLM Trinity Ensemble	Single model typical

What's Included (Free)

1,000 clinically-structured synthetic pathology records
Full label taxonomy with confidence scores per record
Trinity consensus scores per record (filter by your own threshold)
Structured Parquet format (load with Hugging Face datasets in one line)
Zero PHI -- safe for unrestricted research and commercial use

Quick Start

from datasets import load_dataset

# Load free 1K sample
ds = load_dataset("WitnessDataFactory/pathology-1k", split="train")
print(ds[0])

# Filter by quality gate
high_quality = ds.filter(lambda x: x["consensus_score"] >= 0.97)
print(f"Records passing 97% gate: {len(high_quality)}")

# Export to pandas
df = ds.to_pandas()
df.to_csv("pathology_sample.csv", index=False)

Dataset Schema

{
  "record_id":                  "uuid-v4",
  "domain":                     "pathology",
  "category":                   "Specific clinical subcategory",
  "note_type":                  "Clinical note type",
  "patient_age":                42,
  "patient_gender":             "Female",
  "primary_label":              "diagnosis",
  "labels": {
    "primary":                  "diagnosis",
    "category":                 "Subcategory name",
    "confidence":               0.972
  },
  "consensus_score":            0.972,
  "inter_annotator_agreement":  0.941,
  "macro_f1":                   0.963,
  "model_scores": {
    "llama3.3":                 0.975,
    "mistral":                  0.968,
    "qwen2.5":                  0.972
  },
  "passes_quality_gate":        true,
  "generation_method":          "Trinity_Ensemble_v2",
  "phi_present":                false,
  "hipaa_compliant":            true
}

Upgrade to Production Scale

This 1K sample is your proof-of-concept dataset. When you're ready to train production models:

Tier	Records	Price	Per-Record	Best For	Buy
Starter	10,000	$1,999	$0.20	Pilot deployment, MVP	Buy Now
Production	50,000	$7,999	$0.16	Model training, Series C+	Buy Now
Enterprise	250,000	$29,999	$0.12	FDA-track, clinical AI	Buy Now
Strategic	1,000,000	$99,999	$0.10	Multi-year partnerships	Contact Sales

Multi-Domain Bundles

Bundle	Contents	Price	Discount
3-Domain Bundle	50K x 3 domains of choice	$19,999	17% off
Complete Collection	50K x all 9 specialties	$49,999	22% off

View All Bundles

Delivery: Instant checkout -> Full dataset delivered within 24 hours.

Why WITNESS DATA FACTORY?

Speed

Your research timeline shouldn't wait 3-6 months for custom data generation. Production datasets delivered in under 24 hours from purchase.

Quality

98.0% Trinity consensus vs. 85-92% industry standard
3-LLM ensemble eliminates single-model hallucination bias
Every record validated through Trinity quality gates before delivery
Documented, reproducible QA certificate included with every order

Scale

Proven on 100M+ record PostgreSQL infrastructure
Billion-record architecture ready for enterprise contracts
9 medical domains, 4 volume tiers, instant zero-touch fulfillment

Compliance

Zero PHI -- 100% synthetic, no de-identification liability
HIPAA-Aligned by architecture (no real patient data ever ingested)
No IRB required -- fully synthetic generation pipeline
Commercial use permitted under CC BY 4.0 (sample tier)

Citation

@dataset{witness_data_factory_pathology_2026,
  title     = {Pathology Synthetic Medical Dataset},
  author    = {WITNESS DATA FACTORY},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/datasets/WitnessDataFactory/pathology-1k}
}

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	250,000	$29,999
Factory	1,000,000	$99,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available

Contact

Channel	Address
Sales and Licensing	WitnessDataFactory@gmail.com
Technical Support	WitnessDataFactory@gmail.com
All Datasets	huggingface.co/WitnessDataFactory
Store	witness-data-factory.onrender.com

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	500,000	$49,999
Factory	1,000,000	$89,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available
Contact: WitnessDataFactory@gmail.com

Powered by WITNESS DATA FACTORY -- Enterprise Synthetic Medical Data at Scale Trinity Ensemble Pipeline v3.2.1 | Zero PHI | Zero-Touch Fulfillment

Operating Modes

The WITNESS DATA FACTORY™ pipeline supports two operating modes:

Mode	`gate_mode`	`witness_gate_status`	Trinity Active?	ESCALATE Handling
Witness Gate	`witness_gate`	`enabled_for_batch`	Yes	Reviewed by Trinity; PASS records delivered, REJECT excluded
Rules-only	`rules_only`	`disabled_for_batch`	No	Excluded without Trinity review

The operating mode for each batch is recorded in the machine-readable qa_certificate.json delivered with every production batch. The actual delivered row count (records_delivered) may be lower than the requested commercial tier size due to automated QA exclusion and, when enabled, gating decisions.

The QA certificate JSON and delivery manifest JSON are the canonical source of truth for batch accounting. The compliance PDFs are supporting human-readable documents.

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