{"id":"W4402198144","doi":"10.2196/60052","title":"Ecological Momentary Assessment of Alcohol Marketing Exposure, Alcohol Use, and Purchases Among University Students: Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alcohol; Prospective cohort study; Environmental health; Cohort; Logistic regression; Unit of alcohol; Cohort study; Medicine; Psychology; Demography; Alcohol consumption; Surgery; Internal medicine; Biology; Sociology","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":[0.001843865,0.0004070614,0.0004365616,0.0007864809,0.001033487,0.0009354856,0.0005412449,0.0005754799,0.001460277],"category_scores_gemma":[0.00327304,0.0006716247,0.0007401364,0.001236393,0.0003388972,0.0006902237,0.0009141362,0.0009797012,0.0005353678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005341147,"about_ca_system_score_gemma":0.0008595646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0192185,"about_ca_topic_score_gemma":0.03243979,"domain_scores_codex":[0.9992234,0.0002290455,0.000104946,0.0001753019,0.0001187343,0.0001486178],"domain_scores_gemma":[0.9976726,0.0002161536,0.000773035,0.0003417883,0.000435663,0.0005607238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000535681,0.0001372662,0.9983876,0.00001210079,0.00004782815,0.00003275508,0.0001637992,0.00002141197,0.0001025477,0.00001254299,0.0001132301,0.000915446],"study_design_scores_gemma":[0.000007030658,0.0001392342,0.9992338,0.000007239156,0.00002437302,0.00004201564,0.0002365589,0.00009919342,0.00003292214,0.00001190571,0.000160104,0.000005547506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985826,0.0001211006,0.0001910989,0.0000384634,0.000009914726,0.00008421329,0.0007317761,0.000005152485,0.0002357369],"genre_scores_gemma":[0.9982096,0.0001397271,0.0005393305,0.00006528648,0.00001362367,0.0001210601,0.000557395,0.000003273187,0.0003507108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0192185,"threshold_uncertainty_score":0.03821325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05486059642867025,"score_gpt":0.3899137446627394,"score_spread":0.3350531482340691,"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."}}