{"id":"W2084026666","doi":"10.1016/j.addbeh.2004.05.028","title":"Current heavy drinkers' reasons for considering change: Results from a natural history general population survey","year":2004,"lang":"en","type":"article","venue":"Addictive Behaviors","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Random digit dialing; Telephone survey; Environmental health; Population; Heavy drinking; Alcohol consumption; Behavior change; Psychology; Medicine; Injury prevention; Poison control; Social psychology; Advertising; Alcohol; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001402814,0.000233813,0.0003490586,0.0001237156,0.00009112436,0.000008297628,0.00005679509,0.00009296638,0.00003292966],"category_scores_gemma":[0.0001840448,0.0002103998,0.00016847,0.0001058771,0.00007571404,0.000185506,0.00001916336,0.0001891647,0.00001397071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548747,"about_ca_system_score_gemma":0.0001146723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026533,"about_ca_topic_score_gemma":0.004489752,"domain_scores_codex":[0.9986946,0.00004621434,0.0002927135,0.0004261059,0.0002410908,0.0002992587],"domain_scores_gemma":[0.9991348,0.0001710847,0.0001346632,0.0002877433,0.0001394034,0.0001322779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002014422,0.0003248624,0.9818807,0.000005321448,0.0001146435,0.00004375467,0.004199,0.000005852915,0.000501874,0.0001000181,0.00195288,0.008856641],"study_design_scores_gemma":[0.007919263,0.0001500477,0.9892552,0.0001629261,0.0003447147,0.00000582812,0.0001579942,0.00002262316,0.000850125,0.00005229734,0.0008705587,0.0002083686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993579,0.003227116,0.00005545059,0.000161254,0.001513672,0.0009916121,0.0003022222,0.0001429447,0.00002675081],"genre_scores_gemma":[0.9929721,0.00008251907,0.001638745,0.0001355874,0.0003042978,0.0002105851,0.004431703,0.0000389305,0.0001854941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008648272,"threshold_uncertainty_score":0.8579856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08243491428395334,"score_gpt":0.3309228212707477,"score_spread":0.2484879069867943,"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."}}