{"id":"W2941362470","doi":"10.1017/cem.2019.24","title":"Buprenorphine/naloxone induction in a Canadian emergency department with rapid access to community-based addictions providers","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health; Queen's University; University of Toronto","funders":"","keywords":"Buprenorphine; (+)-Naloxone; Medicine; Emergency department; Addiction; Medical emergency; Narcotic antagonists; Emergency medicine; Opioid; Psychiatry; Internal medicine","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":[0.0006839485,0.0003406183,0.0006350941,0.002324626,0.0002371161,0.00001088716,0.0003792631,0.0001203577,0.01151664],"category_scores_gemma":[0.000269992,0.0002684538,0.0001202542,0.001694143,0.00006485401,0.0003532283,0.00001223216,0.0008070673,0.00005525734],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001483561,"about_ca_system_score_gemma":0.006324243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7809525,"about_ca_topic_score_gemma":0.9718655,"domain_scores_codex":[0.9972654,0.0001827047,0.001031153,0.0002545242,0.0004719926,0.0007942179],"domain_scores_gemma":[0.995461,0.00003148401,0.0003086255,0.0005842925,0.0006116626,0.0030029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003658554,0.0003318225,0.9271171,0.0002989662,0.0004336904,0.0003494522,0.005277261,0.001075201,0.0004371971,0.00005729463,0.06227841,0.001977747],"study_design_scores_gemma":[0.006470013,0.007710707,0.7491192,0.001688485,0.0006363781,0.0001261652,0.004259196,0.00009502393,0.0001867595,0.0001001741,0.2290728,0.0005350622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591838,0.00160151,0.000100863,0.02833304,0.004491216,0.001667376,0.00006794909,0.00001533194,0.004538912],"genre_scores_gemma":[0.9973914,0.0002439693,0.0002172307,0.0009651111,0.0003464218,0.00006527558,0.000185738,0.00005779701,0.0005270762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1909131,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06539620755743734,"score_gpt":0.3306686646217567,"score_spread":0.2652724570643193,"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."}}