{"id":"W4393276796","doi":"10.1186/s12954-024-00985-0","title":"Association of hospital-based substance use supports on emergency department revisits: a retrospective cohort study in Sudbury, Canada from 2018 to 2022","year":2024,"lang":"en","type":"article","venue":"Harm Reduction Journal","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Laurentian University; Health Sciences North; Science North","funders":"Northern Ontario Academic Medicine Association","keywords":"Medicine; Emergency department; Retrospective cohort study; Hazard ratio; Emergency medicine; Substance abuse; Addiction; Ambulatory; Psychological intervention; Family medicine; Logistic regression; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004338541,0.0001846424,0.0003691655,0.0002337495,0.00006653221,0.00003600803,0.00005652335,0.00005055474,0.001073386],"category_scores_gemma":[0.000130781,0.0001695089,0.00009513235,0.000555192,0.000006797245,0.0001427049,0.000008652058,0.0003521801,0.00001291307],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005180685,"about_ca_system_score_gemma":0.0007828071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05134827,"about_ca_topic_score_gemma":0.01730508,"domain_scores_codex":[0.9977216,0.0001196807,0.0005955179,0.0003802448,0.0009375117,0.0002455011],"domain_scores_gemma":[0.9990283,0.00003097,0.0002329055,0.0002396699,0.0002870327,0.0001811787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001904863,0.001143343,0.9085991,0.0000202017,0.0004868492,0.000308835,0.002472233,0.00007343682,0.0002747288,0.000003175361,0.08609843,0.0003292312],"study_design_scores_gemma":[0.001027943,0.001285267,0.9919857,0.0002800922,0.0002836469,0.00001116426,0.001855722,0.00003426856,0.00133975,0.00003764374,0.001718988,0.000139836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910545,0.0005794959,0.00003526777,0.002888529,0.003925048,0.001295421,0.0001391971,0.00002302903,0.00005951948],"genre_scores_gemma":[0.997952,0.0003693099,0.0001278908,0.00004380303,0.0003053133,0.0000837765,0.00007722861,0.00002895716,0.001011733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08437944,"threshold_uncertainty_score":0.9998398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009572891352475346,"score_gpt":0.2681286459935411,"score_spread":0.2585557546410657,"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."}}