{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002890165,0.0003831368,0.000518491,0.0000699861,0.000202125,0.0000569774,0.0001849005,0.00004797474,0.0000196392],"category_scores_gemma":[0.00004386962,0.0002303346,0.00003645444,0.000298882,0.00008272078,0.000192244,0.00004919324,0.0002449066,0.000009683833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006498051,"about_ca_system_score_gemma":0.0003040612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7225822,"about_ca_topic_score_gemma":0.9206635,"domain_scores_codex":[0.9977073,0.00007122414,0.0004394002,0.0006893905,0.0005946276,0.0004980376],"domain_scores_gemma":[0.9988627,0.0001066165,0.0001086345,0.0005715097,0.00009021415,0.0002603399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003233501,0.003330181,0.9565424,0.00005135839,0.001222484,0.0008435898,0.02833982,0.0005118605,0.002432456,0.0006595206,0.000865529,0.001967265],"study_design_scores_gemma":[0.03000708,0.001082591,0.9617389,0.0002804625,0.000326184,0.00007255351,0.005349586,0.00001523225,0.0004179783,0.0001240817,0.0001463911,0.0004389486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901199,0.001325975,0.00001296173,0.00205816,0.0001061321,0.002321846,0.00002353112,0.00008227094,0.003949174],"genre_scores_gemma":[0.9975524,0.0001075456,0.0005470887,0.0009800339,0.0001246605,0.0003003463,0.00007265225,0.00004001324,0.0002752855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1980813,"threshold_uncertainty_score":0.9392772,"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."}}