{"id":"W2161393399","doi":"10.3109/10826084.2012.706165","title":"Premature Death as the Ultimate Failure: Predictors of Death in the US Drug User Treatment Population","year":2012,"lang":"en","type":"article","venue":"Substance Use & Misuse","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thomson Reuters (Canada)","funders":"","keywords":"Demography; Logistic regression; Medicine; Drug user; Population; Race (biology); Public health; Drug; Medical emergency; Psychiatry; Internal medicine; Environmental health","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":[0.0003157296,0.000365853,0.0004628708,0.0001088967,0.0001379414,0.00003533351,0.0002104193,0.0001257559,0.00007735969],"category_scores_gemma":[0.00008535308,0.0001782588,0.0002151235,0.0004120895,0.00006194278,0.0004996066,0.00001228608,0.0002103793,0.00003776718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003096005,"about_ca_system_score_gemma":0.00004666339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005104931,"about_ca_topic_score_gemma":0.003088903,"domain_scores_codex":[0.998044,0.0001611769,0.0004374454,0.0002813929,0.0005264053,0.0005496402],"domain_scores_gemma":[0.9983621,0.0003713858,0.0002069424,0.0008694603,0.00007600489,0.0001141262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003763967,0.0004591869,0.9760455,0.00002179376,0.0001539088,0.00003274848,0.02107132,0.00002334088,0.000139705,0.001002423,0.0005599086,0.0001138034],"study_design_scores_gemma":[0.003041746,0.0001051526,0.9880794,0.0001922932,0.0004229969,0.00003963431,0.001524573,0.00001693338,0.003022247,0.0001024066,0.003276943,0.0001756507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940919,0.003287961,0.000003198787,0.0006683996,0.0002419905,0.001374692,0.00001267565,0.00007766911,0.0002414663],"genre_scores_gemma":[0.9968879,0.0006659977,0.0003917958,0.00033881,0.0002075754,0.0001334502,0.0001049242,0.00004581922,0.00122372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01954675,"threshold_uncertainty_score":0.7269183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723826502699006,"score_gpt":0.2879949140189448,"score_spread":0.2607566489919548,"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."}}