{"id":"W2968853559","doi":"10.1097/adm.0000000000000559","title":"Alcohol Medical Intervention Clinic: A Rapid Access Addiction Medicine Model Reduces Emergency Department Visits","year":2019,"lang":"en","type":"article","venue":"Journal of Addiction Medicine","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Ottawa Hospital","funders":"","keywords":"Medicine; Emergency department; Intervention (counseling); Brief intervention; Anxiety; Depression (economics); Addiction; Alcohol abuse; Alcohol; Emergency medicine; Family medicine; Medical emergency; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002154933,0.0004043935,0.001252441,0.0008590361,0.0001119584,0.00001149796,0.0003458952,0.0002938538,0.03827122],"category_scores_gemma":[0.000863515,0.0002573418,0.000462344,0.0006596143,0.0001492632,0.0007322347,0.00005700726,0.0007431448,0.0001516293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003381631,"about_ca_system_score_gemma":0.0002255947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497995,"about_ca_topic_score_gemma":0.00002152535,"domain_scores_codex":[0.9943511,0.0001709578,0.002367554,0.0004069289,0.002305703,0.0003977925],"domain_scores_gemma":[0.9964591,0.0002028807,0.001494891,0.0004064638,0.00077831,0.0006583256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.008940916,0.002125602,0.1438669,0.0002145834,0.004543219,0.0006200146,0.003111476,0.0002172957,0.006875824,0.0001214492,0.5960129,0.2333498],"study_design_scores_gemma":[0.2039277,0.05173334,0.5245258,0.03495536,0.01833325,0.007524588,0.00895733,0.03245131,0.01054862,0.001880535,0.1030032,0.002159007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955814,0.01252835,0.001789448,0.01564444,0.007006235,0.0008300351,0.000005085995,0.0001180424,0.006264353],"genre_scores_gemma":[0.9733765,0.01738211,0.000250781,0.001127967,0.003158886,0.00002179621,0.0001348475,0.00005391775,0.004493164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4930097,"threshold_uncertainty_score":0.9999879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05789480312406928,"score_gpt":0.3937027491412226,"score_spread":0.3358079460171533,"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."}}