{"id":"W1981264325","doi":"10.1136/bmj.327.7422.1023","title":"Secondhand effects of alcohol use among university students: computerised survey","year":2003,"lang":"en","type":"article","venue":"BMJ","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Great Ormond Street Hospital for Children; Gilead Sciences; GlaxoSmithKline; Bristol-Myers Squibb","keywords":"Computer science; Data science; Alcohol; Medical education; Environmental health; World Wide Web; Medicine; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001632464,0.00008802926,0.0002443247,0.00005790851,0.00002677453,0.000007288985,0.0000563444,0.00004389252,0.00006904296],"category_scores_gemma":[0.0001174968,0.00007547232,0.00006256104,0.0001372459,0.00004192729,0.00009253364,0.00001475518,0.00004411393,0.00001341407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003976553,"about_ca_system_score_gemma":0.0000271666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000621628,"about_ca_topic_score_gemma":0.000198935,"domain_scores_codex":[0.9993672,0.0001271938,0.000107789,0.0001236563,0.0001591807,0.0001149432],"domain_scores_gemma":[0.9993011,0.0003025421,0.00006516345,0.0002072271,0.00005750154,0.00006640446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000119627,0.0001500237,0.9959478,0.00002573534,0.0001816665,0.0001923878,0.0002988813,8.151533e-7,0.0001347839,0.00001924866,0.002848869,0.00008018793],"study_design_scores_gemma":[0.006329967,0.0001011746,0.9891837,0.00007749374,0.00009253,0.000003672782,0.0001044489,0.000006133978,0.003745051,0.000002454717,0.0002844147,0.00006890604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986118,0.00004987887,0.00006387287,0.00001126771,0.0001596787,0.0004763302,0.000002125777,0.00002596178,0.0005990848],"genre_scores_gemma":[0.996518,0.00002280245,0.0003296623,0.00005507434,0.00001358735,0.000001148067,0.00001544948,0.000008000473,0.003036286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006764021,"threshold_uncertainty_score":0.3077672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571520737037646,"score_gpt":0.3021507780219026,"score_spread":0.2664355706515261,"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."}}