{"id":"W2160294554","doi":"10.1093/ije/dyr023","title":"Commentary: Sinners, preachers and natural experiments","year":2011,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Per capita; Epidemiology; Medicine; Alcohol consumption; Addiction; Demography; Population; Consumption (sociology); Gerontology; Environmental health; Psychiatry; Alcohol; Internal medicine; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.05992613,0.002523768,0.00431485,0.003616137,0.006494207,0.006807187,0.009040609,0.07433183,0.0127332],"category_scores_gemma":[0.2664689,0.002610977,0.004799479,0.003235282,0.008035559,0.0101397,0.004109921,0.06428971,0.01139577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009462346,"about_ca_system_score_gemma":0.01140864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256481,"about_ca_topic_score_gemma":0.01314799,"domain_scores_codex":[0.9544348,0.02183197,0.006042521,0.005265829,0.01115775,0.001267302],"domain_scores_gemma":[0.7068086,0.2423703,0.007700265,0.009199238,0.02850609,0.005415569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001354056,0.00001225785,0.0001252504,0.0002858996,0.00006952663,0.0002208743,0.0001168204,0.00002042906,0.00003980185,0.0008889301,0.9927805,0.005304304],"study_design_scores_gemma":[0.0006297315,0.00007881172,0.001144502,0.003397309,0.0003062584,0.0007515821,0.0005925164,0.0001896871,0.0002837353,0.01335043,0.9791279,0.000147641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000117215,0.005338843,0.0001528307,0.9266401,0.0668337,0.00003781098,0.0001966055,0.00003349704,0.0006493909],"genre_scores_gemma":[0.0008478145,0.001564318,0.0002153041,0.9552936,0.04092307,0.0001160829,0.00004251104,0.00001906521,0.0009782838],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07433183,"threshold_uncertainty_score":0.3169235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08865165719347698,"score_gpt":0.4068169091673547,"score_spread":0.3181652519738778,"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."}}