{"id":"W2017236600","doi":"10.1016/j.aap.2009.08.016","title":"Are biomarkers of chronic alcohol misuse useful in the assessment of DWI recidivism status?","year":2009,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Philippe Pinel de Montréal; McGill University; Douglas Mental Health University Institute; Université de Montréal","funders":"","keywords":"Recidivism; Poison control; Injury prevention; Occupational safety and health; Human factors and ergonomics; Medicine; Driving under the influence; Environmental health; Suicide prevention; Psychiatry; Medical emergency; Forensic engineering; Psychology; Engineering; Pathology","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":[0.0006433094,0.0001618626,0.0005782499,0.0005900107,0.00003154673,0.00001302436,0.0001540843,0.00007038502,0.0002883389],"category_scores_gemma":[0.00005309142,0.0001127217,0.0005983642,0.00154781,0.00003198044,0.0001723472,0.00001495168,0.000101151,0.000003527872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002423634,"about_ca_system_score_gemma":0.00007465286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006509088,"about_ca_topic_score_gemma":0.003928398,"domain_scores_codex":[0.9981639,0.0001878218,0.0006393077,0.000248775,0.0005276945,0.0002325142],"domain_scores_gemma":[0.9985512,0.0001005974,0.0006655577,0.0005373251,0.0001005245,0.00004474022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000631156,0.000601925,0.991329,0.000005541423,0.001729626,0.00001861921,0.0003493501,0.00007246705,0.001031551,0.00004662447,0.0001955781,0.004556605],"study_design_scores_gemma":[0.00221021,0.0002386375,0.989852,0.0001771046,0.004099543,0.000001509602,0.0009777115,0.0003154386,0.00176438,0.0002383644,0.00003593643,0.00008918456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972203,0.0011926,0.0003214287,0.0004472444,0.00003322442,0.0004704504,2.575026e-7,0.00001527865,0.0002991712],"genre_scores_gemma":[0.9983872,0.0008143696,0.0003257152,0.00007309465,0.00003004353,0.00001921967,0.0001109652,0.000007543304,0.0002318429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00446742,"threshold_uncertainty_score":0.4596656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078532332621605,"score_gpt":0.3761925684457979,"score_spread":0.3354072451195819,"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."}}