{"id":"W2071824824","doi":"10.1093/alcalc/agh075","title":"PROBLEMS WITH THE GRADUATED FREQUENCY APPROACH TO MEASURING ALCOHOL CONSUMPTION: RESULTS FROM A PILOT STUDY IN TORONTO, CANADA","year":2004,"lang":"en","type":"article","venue":"Alcohol and Alcoholism","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Institute of Gender and Health; Canadian Institutes of Health Research","keywords":"Random digit dialing; Alcohol consumption; Interview; Telephone interview; Consumption (sociology); Medicine; Heavy drinking; Recall; Gerontology; Psychology; Environmental health; Demography; Alcohol; Statistics; Injury prevention; Poison control; Mathematics; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003591068,0.0003812646,0.0004497654,0.0006283985,0.002752229,0.0009134576,0.001065157,0.0004992615,0.001476408],"category_scores_gemma":[0.01050441,0.0004593283,0.0004561176,0.002190324,0.001415761,0.0004435978,0.0008293664,0.0006685679,0.0002633558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0286115,"about_ca_system_score_gemma":0.02837627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9933108,"about_ca_topic_score_gemma":0.9964385,"domain_scores_codex":[0.9966678,0.0008981522,0.0002224107,0.0002654801,0.001348475,0.0005976528],"domain_scores_gemma":[0.9924994,0.001268089,0.0008396048,0.0003172455,0.004175321,0.0009003779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005777341,0.0003995864,0.9561533,0.0002630413,0.00007378579,0.0005030931,0.01263483,0.0003803659,0.001359664,0.0001820964,0.001679469,0.02579313],"study_design_scores_gemma":[0.00004922601,0.0003065988,0.9915124,0.00005823115,0.00004156857,0.00009696556,0.006357132,0.0004177032,0.0002376301,0.00002144835,0.0008833632,0.00001771584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965106,0.0003648243,0.0003129775,0.0002944841,0.00001155467,0.0002852852,0.0005362009,0.00000889566,0.001675331],"genre_scores_gemma":[0.9965898,0.0005077715,0.0009144807,0.0002063106,0.000007941864,0.0001450231,0.0006076303,0.00000876556,0.001012345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0286115,"threshold_uncertainty_score":0.207592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0901968652873195,"score_gpt":0.2817633069257713,"score_spread":0.1915664416384518,"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."}}