{"id":"W4416277681","doi":"10.1016/j.jaclp.2025.10.091","title":"89. Risk Factors for Discharge Against Medical Advice of Patients With Opioid Use Disorder","year":2025,"lang":"en","type":"article","venue":"Journal of the Academy of Consultation-Liaison Psychiatry","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Opioid use disorder; Opioid abuse; Opioid; MEDLINE; Risk assessment; Advice (programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003047191,0.0002384119,0.0006159443,0.0002523019,0.0001179102,0.00001148416,0.000363441,0.0002162104,0.0000321518],"category_scores_gemma":[0.001861583,0.0001357584,0.0003367511,0.0004883651,0.000183852,0.0002259321,0.00004437967,0.0005442864,9.053068e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005186791,"about_ca_system_score_gemma":0.0007762088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002990122,"about_ca_topic_score_gemma":0.0000094058,"domain_scores_codex":[0.9974574,0.0001041707,0.001146253,0.0001883346,0.0008886615,0.0002151061],"domain_scores_gemma":[0.9966148,0.0008122002,0.00166369,0.0002052562,0.0005560181,0.0001480854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00162553,0.001410795,0.9875965,0.000391617,0.000921338,1.005363e-7,0.000913744,0.00009863762,0.00002159723,0.0006436118,0.004971521,0.001404974],"study_design_scores_gemma":[0.01344472,0.0004586256,0.975593,0.001323759,0.0009303709,0.000001646825,0.001355054,0.0001901705,0.000355039,0.0006888426,0.005529018,0.0001297285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882258,0.001288495,0.0006047257,0.007808779,0.000866726,0.0009135285,0.0002138601,0.00001191006,0.00006621545],"genre_scores_gemma":[0.9933258,0.0006913725,0.004820231,0.0008058746,0.00007937333,0.00001621259,0.00002811662,0.0000301809,0.0002028625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200351,"threshold_uncertainty_score":0.5536067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008652798391940626,"score_gpt":0.2887018011823385,"score_spread":0.2800490027903979,"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."}}