Hieu-Pham/cpgQA huggingface dataset:
Algorithm

Module B is about treatment with opioid therapy. The treatment of opioid therapy is provided to the candidate for trial of OT with consent (in conjunction with a comprehensive pain care plan). Initiate OT using the following approach: short duration (e.g., 1 week initial prescription; no more than 3 months total), use the lowest effective dose recognizing that no dose is completely safe, long-acting opioids should not be prescribed for opioid-naive individuals, consider alternatives to methadone and transdermal fentanyl, assessment of improvement in pain and functional status and adverse effects, offer overdose education and naloxone distribution (OEND). A strategy of escalating dose to achieve benefit increases risk and has not been shown to improve function. Dose escalation above 20-50 mg MEDD has not been shown to improve function and increase risk. If a patient is medically or psychiatrically unstable, then admit/provide medical and psychiatric treatment to stabilize as indicated. If a patient is not medically or psychiatrically unstable, then see if there is a clinically meaningful improvement in function in the absence of significant risk factors. If there is a clinically meaningful improvement in function in the absence of significant risk factors, then review and optimize comprehensive pain care plan (e.g., non-opioid treatments, self-management strategies). If there is no clinically meaningful improvement in function in the absence of significant risk factors, then taper to discontinuation (consult Module C if needed), exit algorithm and manage with non-opioid modalities. Follow-up frequently based on patient risk factors (e.g., 1-4 weeks with any dose change; up to every 3 months without dose change if clinically and functionally stable). During a follow-up, assess function, risks, and benefits of OT, progress toward functional treatment goals, adverse effects, adherence to treatment plan, complications or co-occurring conditions (e.g., medical, mental health, and/or SUD); complete risk mitigation strategies; review and optimize comprehensive pain care plan. The factors that increase risks of OT are non-adherence, co-occurring conditions, behaviors suggesting OUD, indications for referral. If these factors are present, then consider one or more of the following: shortening prescribing interval, intensifying risk mitigation strategies, increasing intensity of monitoring, referring to interdisciplinary care and consulting with or referring to specialty care. If the factors that increase risks of OT are not present, then see if there are indications to discontinue or taper. If there are indications to discontinue or taper, then taper to reduced dose or taper to discontinuation. If there are no indications to discontinue or taper, then reassess in 1-3 months or more frequently as determined by patient risk factors.

Question: Which factors can increase the risks of OT?
Answer: non-adherence, co-occurring conditions, behaviors suggesting OUD, indications for referral
Algorithm

Module B is about treatment with opioid therapy. The treatment of opioid therapy is provided to the candidate for trial of OT with consent (in conjunction with a comprehensive pain care plan). Initiate OT using the following approach: short duration (e.g., 1 week initial prescription; no more than 3 months total), use the lowest effective dose recognizing that no dose is completely safe, long-acting opioids should not be prescribed for opioid-naive individuals, consider alternatives to methadone and transdermal fentanyl, assessment of improvement in pain and functional status and adverse effects, offer overdose education and naloxone distribution (OEND). A strategy of escalating dose to achieve benefit increases risk and has not been shown to improve function. Dose escalation above 20-50 mg MEDD has not been shown to improve function and increase risk. If a patient is medically or psychiatrically unstable, then admit/provide medical and psychiatric treatment to stabilize as indicated. If a patient is not medically or psychiatrically unstable, then see if there is a clinically meaningful improvement in function in the absence of significant risk factors. If there is a clinically meaningful improvement in function in the absence of significant risk factors, then review and optimize comprehensive pain care plan (e.g., non-opioid treatments, self-management strategies). If there is no clinically meaningful improvement in function in the absence of significant risk factors, then taper to discontinuation (consult Module C if needed), exit algorithm and manage with non-opioid modalities. Follow-up frequently based on patient risk factors (e.g., 1-4 weeks with any dose change; up to every 3 months without dose change if clinically and functionally stable). During a follow-up, assess function, risks, and benefits of OT, progress toward functional treatment goals, adverse effects, adherence to treatment plan, complications or co-occurring conditions (e.g., medical, mental health, and/or SUD); complete risk mitigation strategies; review and optimize comprehensive pain care plan. The factors that increase risks of OT are non-adherence, co-occurring conditions, behaviors suggesting OUD, indications for referral. If these factors are present, then consider one or more of the following: shortening prescribing interval, intensifying risk mitigation strategies, increasing intensity of monitoring, referring to interdisciplinary care and consulting with or referring to specialty care. If the factors that increase risks of OT are not present, then see if there are indications to discontinue or taper. If there are indications to discontinue or taper, then taper to reduced dose or taper to discontinuation. If there are no indications to discontinue or taper, then reassess in 1-3 months or more frequently as determined by patient risk factors.

Question: What to do if the factors that increase risks of OT are not present?
Answer: see if there are indications to discontinue or taper
Algorithm

Module B is about treatment with opioid therapy. The treatment of opioid therapy is provided to the candidate for trial of OT with consent (in conjunction with a comprehensive pain care plan). Initiate OT using the following approach: short duration (e.g., 1 week initial prescription; no more than 3 months total), use the lowest effective dose recognizing that no dose is completely safe, long-acting opioids should not be prescribed for opioid-naive individuals, consider alternatives to methadone and transdermal fentanyl, assessment of improvement in pain and functional status and adverse effects, offer overdose education and naloxone distribution (OEND). A strategy of escalating dose to achieve benefit increases risk and has not been shown to improve function. Dose escalation above 20-50 mg MEDD has not been shown to improve function and increase risk. If a patient is medically or psychiatrically unstable, then admit/provide medical and psychiatric treatment to stabilize as indicated. If a patient is not medically or psychiatrically unstable, then see if there is a clinically meaningful improvement in function in the absence of significant risk factors. If there is a clinically meaningful improvement in function in the absence of significant risk factors, then review and optimize comprehensive pain care plan (e.g., non-opioid treatments, self-management strategies). If there is no clinically meaningful improvement in function in the absence of significant risk factors, then taper to discontinuation (consult Module C if needed), exit algorithm and manage with non-opioid modalities. Follow-up frequently based on patient risk factors (e.g., 1-4 weeks with any dose change; up to every 3 months without dose change if clinically and functionally stable). During a follow-up, assess function, risks, and benefits of OT, progress toward functional treatment goals, adverse effects, adherence to treatment plan, complications or co-occurring conditions (e.g., medical, mental health, and/or SUD); complete risk mitigation strategies; review and optimize comprehensive pain care plan. The factors that increase risks of OT are non-adherence, co-occurring conditions, behaviors suggesting OUD, indications for referral. If these factors are present, then consider one or more of the following: shortening prescribing interval, intensifying risk mitigation strategies, increasing intensity of monitoring, referring to interdisciplinary care and consulting with or referring to specialty care. If the factors that increase risks of OT are not present, then see if there are indications to discontinue or taper. If there are indications to discontinue or taper, then taper to reduced dose or taper to discontinuation. If there are no indications to discontinue or taper, then reassess in 1-3 months or more frequently as determined by patient risk factors.

Question: What to do if there are indications to discontinue or taper?
Answer: taper to reduced dose or taper to discontinuation
Algorithm

Module B is about treatment with opioid therapy. The treatment of opioid therapy is provided to the candidate for trial of OT with consent (in conjunction with a comprehensive pain care plan). Initiate OT using the following approach: short duration (e.g., 1 week initial prescription; no more than 3 months total), use the lowest effective dose recognizing that no dose is completely safe, long-acting opioids should not be prescribed for opioid-naive individuals, consider alternatives to methadone and transdermal fentanyl, assessment of improvement in pain and functional status and adverse effects, offer overdose education and naloxone distribution (OEND). A strategy of escalating dose to achieve benefit increases risk and has not been shown to improve function. Dose escalation above 20-50 mg MEDD has not been shown to improve function and increase risk. If a patient is medically or psychiatrically unstable, then admit/provide medical and psychiatric treatment to stabilize as indicated. If a patient is not medically or psychiatrically unstable, then see if there is a clinically meaningful improvement in function in the absence of significant risk factors. If there is a clinically meaningful improvement in function in the absence of significant risk factors, then review and optimize comprehensive pain care plan (e.g., non-opioid treatments, self-management strategies). If there is no clinically meaningful improvement in function in the absence of significant risk factors, then taper to discontinuation (consult Module C if needed), exit algorithm and manage with non-opioid modalities. Follow-up frequently based on patient risk factors (e.g., 1-4 weeks with any dose change; up to every 3 months without dose change if clinically and functionally stable). During a follow-up, assess function, risks, and benefits of OT, progress toward functional treatment goals, adverse effects, adherence to treatment plan, complications or co-occurring conditions (e.g., medical, mental health, and/or SUD); complete risk mitigation strategies; review and optimize comprehensive pain care plan. The factors that increase risks of OT are non-adherence, co-occurring conditions, behaviors suggesting OUD, indications for referral. If these factors are present, then consider one or more of the following: shortening prescribing interval, intensifying risk mitigation strategies, increasing intensity of monitoring, referring to interdisciplinary care and consulting with or referring to specialty care. If the factors that increase risks of OT are not present, then see if there are indications to discontinue or taper. If there are indications to discontinue or taper, then taper to reduced dose or taper to discontinuation. If there are no indications to discontinue or taper, then reassess in 1-3 months or more frequently as determined by patient risk factors.

Question: What to do if there are no indications to discontinue or taper?
Answer: reassess in 1-3 months or more frequently as determined by patient risk factors
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: What are the necessary risk mitigation strategies?
Answer: OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: What are the indications for tapering and discontinuation?
Answer: risks of OT outweigh benefits, patient preference, diversion
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: Under which circumstances risks of opioid therapy outweigh benefits?
Answer: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: Which factors may indicate the need for more frequent follow-up?
Answer: non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: Which factor can help identify non-adherence to a comprehensive pain care plan?
Answer: attendance at appointment
Algorithm

Necessary risk mitigation strategies are OEND, UDT, PDMP, face-to-face follow-up with frequency determined by risk. Indications for tapering and discontinuation are as follows: risks of OT outweigh benefits, patient preference, diversion. Risks of opioid therapy outweigh benefits under the following circumstances: lack of clinically meaningful improvement in function, concomitant use of medications that increase risk of overdose, co-occurring medical or mental health conditions that increase risk, concerns about OUD or other SUD, patient non-compliance with opioid safety measures and opioid risk mitigation strategies, patient non-participation in a comprehensive pain care plan, prescribed dose higher than the maximal recommended dose, pain condition not effectively treated with opioids (e.g., back pain with normal MRI; fibromyalgia), medical or mental health comorbidities that increase risk, improvement in the underlying pain condition being treated, unmanageable side effects. Factors that may indicate need for more frequent follow-up are non-adherence to comprehensive pain care plan (e.g., attendance at appointment), unexpected UDT and PDMP results, non-adherence to opioid prescription (e.g., using more than prescribed and/or running out early), higher risk medication characteristics (e.g., high-dose opioids, combination of opioids and benzodiazepines), patients with mental health, medical, or SUD comorbidities that increase risk for adverse outcomes. MEDD refers to morphine equivalent daily dose; MRI refers to magnetic resonance imaging; OEND refers to Overdose Education and Naloxone Distribution.

Question: What is an example of non-adherence to opioid prescription?
Answer: using more than prescribed and/or running out early