{"id":"W6921201069","doi":"10.6084/m9.figshare.5722699.v1","title":"The role of mental health and addiction among high-cost patients: a population-based study","year":2017,"lang":"en","type":"article","venue":"Figshare","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Addiction; Mental health; Indirect costs; Total cost; Comorbidity; Health care; Psychosis; Cost driver","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001027749,0.000294044,0.0003606897,0.001346691,0.00117891,0.001442998,0.0007060277,0.0009046937,0.00179894],"category_scores_gemma":[0.003857842,0.0003982947,0.0006844139,0.002394331,0.000677819,0.001244887,0.0008664074,0.001036439,0.0002152669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134509,"about_ca_system_score_gemma":0.001294494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1135554,"about_ca_topic_score_gemma":0.1805018,"domain_scores_codex":[0.9989709,0.0003293999,0.00008919736,0.0001400838,0.0002275728,0.0002428473],"domain_scores_gemma":[0.9974697,0.0004673432,0.001156948,0.0001452475,0.0002477388,0.000513165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002128356,0.00004832218,0.9994265,0.000003642876,0.00002677399,0.00002001391,0.00007396386,0.00001083825,0.00001446536,0.00001321978,0.00006277267,0.0002782424],"study_design_scores_gemma":[0.000004795812,0.00004099399,0.9991868,0.000005864357,0.00001863348,0.00008229422,0.0004108647,0.0001402052,0.000007106105,0.00001396348,0.0000844397,0.000004107634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991288,0.0001077663,0.00002797235,0.00009977735,0.000003004648,0.00001301082,0.0002422571,0.0000010412,0.0003763747],"genre_scores_gemma":[0.9996227,0.00007022311,0.00002972878,0.00006085714,0.000007454051,0.000009163699,0.0001508536,9.98264e-7,0.00004802095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1135554,"threshold_uncertainty_score":0.2257888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038458448430475,"score_gpt":0.2885425891535013,"score_spread":0.2681580046691966,"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."}}