{"id":"W4367693876","doi":"10.1016/j.annemergmed.2023.02.013","title":"Implementing Programs to Initiate Buprenorphine for Opioid Use Disorder Treatment in High-Need, Low-Resource Emergency Departments: A Nonrandomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Yale School of Public Health, Yale University; Audrey and Theodor Geisel School of Medicine at Dartmouth; National Institute on Drug Abuse; NYU Grossman School of Medicine; Dartmouth College; Yale School of Medicine; Yale University; School of Medicine, New York University; York University; National Center for Advancing Translational Sciences; New York City Department of Health and Mental Hygiene","keywords":"Medicine; Buprenorphine; Opioid use disorder; Intensive care medicine; Narcotic antagonists; Opioid; Resource use; (+)-Naloxone; Emergency department; Opiate Substitution Treatment; Medical emergency; Emergency medicine; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009616997,0.001632291,0.002372586,0.0008036271,0.001313706,0.001595762,0.001676353,0.002879384,0.00863201],"category_scores_gemma":[0.01198159,0.001014829,0.001741261,0.0007982103,0.002001084,0.001730079,0.001081697,0.002521297,0.0008381007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343004,"about_ca_system_score_gemma":0.004061287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001824329,"about_ca_topic_score_gemma":0.003520238,"domain_scores_codex":[0.9924288,0.005012495,0.0007200945,0.0006763849,0.0005775344,0.0005845858],"domain_scores_gemma":[0.9931658,0.003105748,0.001542986,0.0006568015,0.0006124162,0.0009162284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7907283,0.160343,0.002236076,0.002874034,0.00155109,0.0000777377,0.0005802268,0.0004987098,0.001127707,0.0003355235,0.0005926871,0.03905492],"study_design_scores_gemma":[0.8499671,0.1466565,0.001570927,0.0001434992,0.0003303628,0.00001199116,0.000134631,0.0003078441,0.0002428986,0.0001436945,0.0004760245,0.00001445227],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8642928,0.002113789,0.002498884,0.0005865513,0.0007871722,0.1274384,0.0004197187,0.0001681274,0.001694572],"genre_scores_gemma":[0.8577273,0.001757575,0.009212106,0.0008417715,0.0005581755,0.127269,0.0002120024,0.00001958423,0.002402408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009616997,"threshold_uncertainty_score":0.05086017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.094449148406305,"score_gpt":0.3971349502738699,"score_spread":0.3026858018675649,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}