{"id":"W3010163842","doi":"10.1111/camh.12371","title":"Longitudinal examination of youth readmission to mental health inpatient units","year":2020,"lang":"en","type":"article","venue":"Child and Adolescent Mental Health","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Université de Moncton; York University; University of British Columbia; BC Centre for Disease Control; Memorial University of Newfoundland; University of New Brunswick","funders":"Canadian Institutes of Health Research; University of New Brunswick","keywords":"Medicine; Mental health; Socioeconomic status; Referral; Cohort; Inpatient care; Proportional hazards model; Psychiatry; Health care; Family medicine; Population; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000800728,0.0003093204,0.0006070003,0.0001633147,0.001455859,0.000008410504,0.0001678161,0.0001358573,0.00007046678],"category_scores_gemma":[0.00006971135,0.0002770967,0.00005497601,0.0006316203,0.00004951086,0.0001197361,0.0002480356,0.0007300147,0.00004471395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004937902,"about_ca_system_score_gemma":0.000806927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002076752,"about_ca_topic_score_gemma":0.00006170055,"domain_scores_codex":[0.9960598,0.0007923286,0.001168955,0.0005784675,0.0005561362,0.0008443585],"domain_scores_gemma":[0.9971607,0.00003209647,0.0006016343,0.0002170713,0.000127193,0.001861354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001277164,0.001025933,0.3958136,0.01497141,0.00003296322,0.000002626677,0.2637295,0.000003999426,0.00006802964,0.000832727,0.162544,0.1596981],"study_design_scores_gemma":[0.005976742,0.004362867,0.8072925,0.01177461,0.00002171624,0.000007069496,0.07103104,0.0002538562,0.0001074591,0.00001295255,0.0984005,0.0007586766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7386621,0.004149353,0.0003413053,0.2452273,0.00153446,0.006731163,0.001689212,0.0002197897,0.001445413],"genre_scores_gemma":[0.9581675,0.002702823,0.0001490444,0.03739719,0.0006286855,0.00001087948,0.0008178827,0.00003909423,0.00008692565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4114789,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111223595614197,"score_gpt":0.3846104181651077,"score_spread":0.2733868225509107,"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."}}