{"id":"W4392767049","doi":"10.1136/bmjopen-2023-080657","title":"Scoping review of assessment tools for, magnitudes of and factors associated with problem drinking in population-based studies","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ethiopian Public Health Association; Addis Ababa University; Wellcome Trust","keywords":"Medicine; PsycINFO; Checklist; Binge drinking; Alcohol abuse; Population; Alcohol use disorder; Poison control; MEDLINE; Injury prevention; Critical appraisal; Environmental health; Systematic review; Psychiatry; Alcohol; Alternative medicine; Psychology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09087816,0.003237303,0.01290737,0.05028514,0.002320386,0.008300885,0.005159202,0.004537253,0.007892963],"category_scores_gemma":[0.3348759,0.002767295,0.01478437,0.04256399,0.00325123,0.007758821,0.00601928,0.002793964,0.0009688497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01162743,"about_ca_system_score_gemma":0.04490855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01131616,"about_ca_topic_score_gemma":0.01923421,"domain_scores_codex":[0.8907912,0.03354442,0.05606296,0.004118385,0.01428575,0.001197253],"domain_scores_gemma":[0.7516411,0.1798523,0.035805,0.005182004,0.02646219,0.001057362],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008647364,0.00001104608,0.0007291113,0.9563185,0.004268325,0.00008970954,0.0006824924,0.0001015471,0.00008512812,0.0005522174,0.002176686,0.03489867],"study_design_scores_gemma":[0.00003833732,0.00002933909,0.0009945597,0.9774898,0.0119094,0.00009141702,0.0003107854,0.00004115783,0.00007048809,0.0003251621,0.008679723,0.00001979985],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001252409,0.9836133,0.00189708,0.001468673,0.0006767508,0.006967957,0.00274348,0.00005224696,0.001328196],"genre_scores_gemma":[0.01488613,0.9591298,0.005176481,0.001076808,0.0002499672,0.01716575,0.001979542,0.00003764791,0.0002977703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9091219,"threshold_uncertainty_score":0.4806154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2547005307626404,"score_gpt":0.4972126411763543,"score_spread":0.2425121104137139,"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."}}