{"id":"W4240119903","doi":"10.21203/rs.3.rs-105198/v1","title":"Factors Associated with Opioid Overdose During Medication-Assisted Treatment: How Can We Identify Individuals at Risk?","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Opioid; Opioid overdose; Medicine; Psychiatry; Emergency medicine; Intensive care medicine; Psychology; Anesthesia; Internal medicine; (+)-Naloxone","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001769624,0.0005732829,0.001079613,0.001943492,0.000853473,0.001985515,0.0009097094,0.001372884,0.002030089],"category_scores_gemma":[0.01138005,0.0003171624,0.0008495641,0.002211164,0.0007005024,0.001708607,0.0006732178,0.001579354,0.0003495302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611726,"about_ca_system_score_gemma":0.003450976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.105381,"about_ca_topic_score_gemma":0.1471785,"domain_scores_codex":[0.9992741,0.0001988985,0.00009014025,0.0001081767,0.0001937267,0.0001349616],"domain_scores_gemma":[0.9950787,0.001124631,0.001897797,0.0001217879,0.0009011446,0.000875905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002987831,0.00004627206,0.9916185,0.0000805582,0.00005246918,0.0000466003,0.0001219139,0.00005966719,0.00002812979,0.00004234824,0.000909685,0.00696411],"study_design_scores_gemma":[0.000007540445,0.00005871947,0.996614,0.0004050405,0.00009643846,0.0001113892,0.001001888,0.0006858153,0.00003486942,0.0002292678,0.0007405556,0.00001444393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944626,0.02672094,0.00126864,0.0207701,0.0002272927,0.0001233763,0.002032062,0.00005831621,0.004173376],"genre_scores_gemma":[0.9886814,0.008204859,0.001138557,0.0007171702,0.0001876057,0.00004025269,0.0006966954,0.000006375037,0.0003271065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105381,"threshold_uncertainty_score":0.2095352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119530459296642,"score_gpt":0.3923661183345404,"score_spread":0.2804130724048763,"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."}}