{"id":"W2100806629","doi":"10.1002/mpr.199","title":"Avoidable burden of disease: conceptual and methodological issues in substance abuse epidemiology","year":2006,"lang":"en","type":"article","venue":"International Journal of Methods in Psychiatric Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Health Canada","keywords":"Estimation; Epidemiology; Disease; Burden of disease; Intervention (counseling); Disease burden; Environmental health; Medicine; Econometrics; Actuarial science; Psychology; Risk analysis (engineering); Psychiatry; Economics; Pathology","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":[0.01245668,0.00012492,0.0007013415,0.001215001,0.0000224126,0.000008985468,0.0003311323,0.0001216424,0.0001177178],"category_scores_gemma":[0.003500327,0.00009042491,0.0001461575,0.0006247989,0.0003870947,0.0001109383,0.0000265336,0.0006878989,0.000001852034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872533,"about_ca_system_score_gemma":0.000147883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969948,"about_ca_topic_score_gemma":0.00006721692,"domain_scores_codex":[0.9943974,0.003228149,0.001188353,0.0002354267,0.000631594,0.0003190704],"domain_scores_gemma":[0.9898704,0.008901304,0.0003422477,0.0001644061,0.0006031559,0.0001185239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003054881,0.0002826881,0.9792945,0.00002166698,0.00008661319,0.0003003243,0.001224675,0.0002023857,0.0007815311,0.006531713,0.000990955,0.007228068],"study_design_scores_gemma":[0.007814331,0.0006027194,0.8964677,0.0003799577,0.00005037269,0.0001843689,0.002509998,0.0004059241,0.0008900471,0.0872241,0.003320631,0.0001497953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547799,0.03385419,0.004311232,0.005911613,0.0004663761,0.0002145037,0.000002060312,0.000004637554,0.000455543],"genre_scores_gemma":[0.5446101,0.01311715,0.4412061,0.00005962942,0.0005531304,0.0000096953,0.000002848898,0.00001150532,0.0004298521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4368949,"threshold_uncertainty_score":0.4317262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2832667201353458,"score_gpt":0.5755356775671648,"score_spread":0.292268957431819,"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."}}