{"id":"W2777724658","doi":"10.1177/145507251002700510","title":"Alcohol and Society: A Population Health Perspective","year":2010,"lang":"en","type":"article","venue":"Nordic Studies on Alcohol and Drugs","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Population; Psychology; Sociology; Medicine; Environmental health; Computer science","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":[0.0001966992,0.0001974772,0.0004293425,0.00006125475,0.0003073713,0.00001490538,0.0000247916,0.00006495515,0.00001608516],"category_scores_gemma":[0.00007312797,0.0001395786,0.00009513209,0.0001205169,0.0001578408,0.00006448168,0.0000316456,0.0002136945,0.00001231779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009668618,"about_ca_system_score_gemma":0.00003137585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000163869,"about_ca_topic_score_gemma":0.0002048305,"domain_scores_codex":[0.9990056,0.00001831382,0.0001861425,0.0003453761,0.0002082121,0.0002363119],"domain_scores_gemma":[0.9994094,0.0001364877,0.00008104098,0.0001720736,0.00008654549,0.0001144413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002879238,0.0002275141,0.8683797,0.00009542852,0.001111282,0.00001738605,0.08227509,4.178501e-7,0.0002434824,0.006164354,0.008457359,0.03274012],"study_design_scores_gemma":[0.007141007,0.0005121398,0.9189857,0.0001451224,0.0002316166,0.00003660339,0.06978969,0.00004147948,0.0001563658,0.001442315,0.00125986,0.0002581377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837445,0.004976618,9.597901e-7,0.008623232,0.000273636,0.0003970638,0.000002329767,0.00008243583,0.001899232],"genre_scores_gemma":[0.9902806,0.002841632,0.0004018146,0.005200993,0.0002151147,0.000033397,0.000009583831,0.00001732636,0.0009995586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05060602,"threshold_uncertainty_score":0.5691849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396802607783345,"score_gpt":0.3617195879778473,"score_spread":0.3220393271995128,"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."}}