{"id":"W4361199769","doi":"10.1007/s00464-023-10026-9","title":"Substance abuse screening prior to bariatric surgery: an MBSAQIP cohort study evaluating frequency and factors associated with screening","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Substance abuse; Logistic regression; Multivariate analysis; Internal medicine; Cohort; Retrospective cohort study; Surgery; Emergency medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007133207,0.0005862877,0.0006134809,0.001444904,0.001332098,0.00152206,0.00103723,0.001116371,0.002370168],"category_scores_gemma":[0.002448933,0.001175819,0.001309619,0.002488117,0.0004190958,0.00131397,0.001496846,0.001778409,0.0005236504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006785095,"about_ca_system_score_gemma":0.0009798673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04214101,"about_ca_topic_score_gemma":0.06075075,"domain_scores_codex":[0.999146,0.0001371816,0.00008793279,0.0001957128,0.0001317992,0.0003013153],"domain_scores_gemma":[0.998513,0.000114729,0.0006388505,0.0001475906,0.0001938686,0.000391915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000436374,0.00006347806,0.9993525,0.000003525549,0.00004924427,0.0000363216,0.00007467606,0.000004640199,0.00008086174,0.00000663653,0.00006708547,0.0002174305],"study_design_scores_gemma":[0.000004486702,0.00004784286,0.9993359,0.000005097883,0.00003088529,0.00008539648,0.0003441286,0.00003953567,0.00001493992,0.000006911401,0.000081562,0.000003242498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985757,0.0001583691,0.000067066,0.0000579687,0.00001088798,0.00001944119,0.0007507104,0.000002956972,0.0003568507],"genre_scores_gemma":[0.997954,0.0001877201,0.000120951,0.00008734085,0.00002302046,0.00003239097,0.00103783,0.000006027351,0.0005506612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04214101,"threshold_uncertainty_score":0.08379143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07686727443013615,"score_gpt":0.3405411357630115,"score_spread":0.2636738613328754,"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."}}