{"id":"W1980013229","doi":"10.1177/002204260903900312","title":"Profiling Violent Incidents in a Drug Treatment Sample: A Tripartite Model Approach","year":2009,"lang":"en","type":"article","venue":"Journal of Drug Issues","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scarcity; Psychological intervention; Psychiatry; Drug; Substance abuse; Interpersonal violence; Sample (material); Psychology; Criminology; Medicine; Poison control; Clinical psychology; Suicide prevention; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040142,0.000218279,0.0006576587,0.0003084943,0.00003832959,0.00002390605,0.000102481,0.00004657439,0.00001564624],"category_scores_gemma":[0.00005751701,0.0001431999,0.0002312837,0.0002192648,0.00001981952,0.0002307504,0.000008831874,0.0001717283,0.000006744307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404268,"about_ca_system_score_gemma":0.0001286115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004096398,"about_ca_topic_score_gemma":0.00004820765,"domain_scores_codex":[0.9984443,0.00004808159,0.0006298908,0.0001675459,0.0004308377,0.0002793844],"domain_scores_gemma":[0.9992169,0.00006501272,0.0002686929,0.0001924539,0.000103471,0.0001534334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003248568,0.007478204,0.8462147,0.00007271292,0.0006470848,0.001073997,0.1030389,0.005235873,0.003117723,0.0004330861,0.002128182,0.02731102],"study_design_scores_gemma":[0.1960462,0.009915819,0.3211443,0.008581783,0.005720382,0.001934311,0.1120102,0.1044872,0.2105888,0.01917276,0.006925266,0.003472975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930447,0.004861852,0.0001319514,0.00103787,0.00007942438,0.0003574505,0.000001472408,0.00002249459,0.0004627309],"genre_scores_gemma":[0.9780039,0.001651835,0.01850439,0.0002318088,0.0002114553,0.00000855747,0.000008644017,0.00001564727,0.001363743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5250704,"threshold_uncertainty_score":0.5839524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752724731202965,"score_gpt":0.3343594497446163,"score_spread":0.2968322024325867,"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."}}