{"id":"W4385264565","doi":"10.2196/42532","title":"Reducing Alcohol Use Before and After Surgery: Qualitative Study of Two Treatment Approaches","year":2023,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Psychological intervention; Medicine; Perioperative; Abstinence; Thematic analysis; Randomized controlled trial; Intervention (counseling); Brief intervention; Alcohol; Physical therapy; Qualitative research; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02410578,0.001012185,0.001420206,0.001513029,0.01034318,0.003536495,0.00288899,0.002710994,0.004905988],"category_scores_gemma":[0.03541584,0.0009253103,0.0009167232,0.001662745,0.007988762,0.00352053,0.006326916,0.004427876,0.000581834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006741754,"about_ca_system_score_gemma":0.009034361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006092389,"about_ca_topic_score_gemma":0.009942542,"domain_scores_codex":[0.9743256,0.02104385,0.0006191285,0.0009669511,0.001189734,0.001854892],"domain_scores_gemma":[0.959879,0.03283671,0.001752127,0.0007999715,0.002443156,0.002289154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001301779,0.000212002,0.001031908,0.0004079322,0.00001013372,0.0006345683,0.9881093,0.00004287599,0.000839556,0.0006960737,0.000612163,0.007273332],"study_design_scores_gemma":[0.00004487985,0.000271713,0.001486846,0.0005082841,0.00001492338,0.0002688829,0.9842278,0.0001424585,0.0006507168,0.0004861699,0.01186956,0.00002775056],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676365,0.001817667,0.01064629,0.006152923,0.000314303,0.00348419,0.0005422608,0.0000729588,0.009332864],"genre_scores_gemma":[0.9741654,0.001909494,0.009045974,0.002837413,0.00008520888,0.004901377,0.0002265008,0.00009192739,0.006736709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02410578,"threshold_uncertainty_score":0.127485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1816095803687672,"score_gpt":0.4129990805984501,"score_spread":0.231389500229683,"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."}}