{"id":"W4307877772","doi":"10.2196/32888","title":"Excessive Drinking Among Men Who Have Sex With Men Recruited From Web-Based Resources: Cross-sectional Questionnaire Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III; Plan Nacional sobre Drogas","keywords":"Cross-sectional study; Environmental health; Medicine; Men who have sex with men; Demography; Psychology; Family medicine; Human immunodeficiency virus (HIV)","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":[0.001505987,0.0002509632,0.0004531699,0.00104963,0.0005119286,0.0006639457,0.0003420445,0.0005224399,0.002118629],"category_scores_gemma":[0.002711753,0.000563822,0.0004901268,0.001193237,0.0002731356,0.000805243,0.0007111246,0.0006263264,0.000575808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017411,"about_ca_system_score_gemma":0.0003599781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004919246,"about_ca_topic_score_gemma":0.00721592,"domain_scores_codex":[0.9992398,0.0002128412,0.0001093503,0.0001441128,0.0001971166,0.00009674549],"domain_scores_gemma":[0.9987575,0.0001940269,0.0005262452,0.00008273485,0.0002379406,0.0002016145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004117296,0.0001527239,0.9972047,0.00006157019,0.00004833769,0.00005463834,0.0006988497,0.000008384112,0.00009097853,0.0000131898,0.0002078904,0.001417529],"study_design_scores_gemma":[0.00001115986,0.0002003411,0.9976935,0.00003370043,0.00002835308,0.0001856691,0.001315302,0.00006117563,0.00002489649,0.00001202813,0.0004289129,0.000005002964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981145,0.0002513776,0.0001107835,0.00005810733,0.000008492559,0.0001465052,0.0008208674,0.000003746509,0.0004857011],"genre_scores_gemma":[0.9981476,0.0002507165,0.0002328246,0.0002267292,0.0000156053,0.0001954746,0.0005883431,0.000002680472,0.0003400666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004919246,"threshold_uncertainty_score":0.009781241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454529278887319,"score_gpt":0.354669634176292,"score_spread":0.3201243413874188,"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."}}