{"id":"W2618348532","doi":"10.1016/j.jsat.2017.05.013","title":"Health care cost trajectories in the year prior to and following intake into Veterans Health Administration outpatient substance use disorders treatment","year":2017,"lang":"en","type":"article","venue":"Journal of Substance Abuse Treatment","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Medicine; Abstinence; Quarter (Canadian coin); Health care; Emergency medicine; Incentive; Intervention (counseling); Environmental health; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003040689,0.0004403332,0.0009964801,0.0002139297,0.0005619859,0.0001680589,0.0002047972,0.00007506572,0.000004117233],"category_scores_gemma":[0.0000291224,0.000270215,0.0003098721,0.000164382,0.00008923561,0.0005839578,0.00000372978,0.0001723544,0.000004178763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002864788,"about_ca_system_score_gemma":0.0004407264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000464522,"about_ca_topic_score_gemma":0.116804,"domain_scores_codex":[0.9975773,0.0001470052,0.000855973,0.0003770628,0.0005386113,0.0005040523],"domain_scores_gemma":[0.9979215,0.0001951578,0.0007280501,0.000701687,0.0001049712,0.0003486501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001846424,0.0008251864,0.5335489,0.00003101959,0.0002693894,0.0002738216,0.3942596,0.0000108857,0.00001726961,0.0000354318,0.0000508733,0.06883118],"study_design_scores_gemma":[0.01914575,0.01498883,0.8996453,0.001142865,0.0002820847,0.00008242574,0.05978788,0.000003282797,0.0004547117,0.00003421824,0.004092866,0.0003397394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820173,0.009395165,0.00005019335,0.00604935,0.0004072923,0.002027308,0.00001109982,0.00001980994,0.00002241671],"genre_scores_gemma":[0.9782382,0.01878901,0.002138106,0.0004605217,0.0001160998,0.0001148462,0.00002490934,0.00003886062,0.00007939754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3660965,"threshold_uncertainty_score":0.999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04474938260526828,"score_gpt":0.3439583855345444,"score_spread":0.2992090029292761,"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."}}