{"id":"W2522470270","doi":"10.1111/add.13550","title":"Beneficial effects of moderate alcohol use—a case for Occam's razor?","year":2016,"lang":"en","type":"letter","venue":"Addiction","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Occam's razor; occam; Alcohol; Medicine; MEDLINE; Psychology; Psychiatry; Computer science; Chemistry; Programming language; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02941608,0.001318326,0.004486027,0.001628512,0.004535548,0.005643155,0.006093159,0.09800456,0.006874295],"category_scores_gemma":[0.1828542,0.001579075,0.002901318,0.002439059,0.008095331,0.007586161,0.004089464,0.08132441,0.005106205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005927898,"about_ca_system_score_gemma":0.009699957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01269032,"about_ca_topic_score_gemma":0.01835421,"domain_scores_codex":[0.977515,0.01035843,0.003757118,0.003058375,0.0040949,0.001216113],"domain_scores_gemma":[0.8438281,0.1247681,0.008802106,0.003399387,0.0128424,0.0063598],"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":[0.0001715632,0.0000228121,0.0009036816,0.0002714716,0.0001543932,0.000889422,0.0003745997,0.00005753072,0.00009443035,0.003980184,0.985524,0.007555899],"study_design_scores_gemma":[0.000972417,0.0001366153,0.002885855,0.003890419,0.0005865021,0.002229122,0.001346558,0.0008075367,0.000339252,0.05097875,0.9354709,0.0003561813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001153209,0.001386641,0.00006085302,0.9823219,0.01571966,0.000003955488,0.00005565478,0.000007180376,0.0003288548],"genre_scores_gemma":[0.001242412,0.0006041348,0.0001441139,0.9513817,0.04609202,0.00001855915,0.000014735,0.00001193142,0.0004905617],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09800456,"threshold_uncertainty_score":0.155569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07677090037434064,"score_gpt":0.354255782745326,"score_spread":0.2774848823709853,"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."}}