{"id":"W4386229201","doi":"10.33844/cjm.2023.6028","title":"Factors and Prediction Models for Unplanned Hospital Readmissions at a Pediatric Tertiary Centre","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"BC Children's Hospital","keywords":"Medicine; Psychological intervention; Predictive modelling; Emergency medicine; Receiver operating characteristic; Tertiary care; Pediatric hospital; Hospital readmission; Pediatrics; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002292106,0.0006507213,0.0004616102,0.001553534,0.000505552,0.001357453,0.0007261947,0.000450454,0.001917879],"category_scores_gemma":[0.01261284,0.0003344507,0.001077032,0.001246459,0.0001681056,0.0005366039,0.0007312364,0.001259303,0.0003556166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771467,"about_ca_system_score_gemma":0.003483247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0992173,"about_ca_topic_score_gemma":0.1042541,"domain_scores_codex":[0.999062,0.0003305725,0.0001024558,0.000143002,0.0001895138,0.0001725069],"domain_scores_gemma":[0.9939671,0.002847087,0.001335256,0.0002074875,0.0009583394,0.0006847229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004532648,0.00003997249,0.9949434,0.00001018285,0.0000473055,0.00004195606,0.00003464322,0.001549132,0.00001312415,0.00003812151,0.0006544534,0.002582267],"study_design_scores_gemma":[0.00003869732,0.0001844096,0.8874506,0.0001386102,0.0001717723,0.0003142414,0.0007302531,0.1095192,0.0001650424,0.0003455953,0.0009140433,0.00002748313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951575,0.0004894554,0.00152393,0.0006080024,0.00005168641,0.00003797222,0.001341385,0.00006036314,0.0007296025],"genre_scores_gemma":[0.9958022,0.0002162613,0.001756076,0.00004489999,0.00002784664,0.00002592559,0.001833733,0.00001010222,0.0002828909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0992173,"threshold_uncertainty_score":0.1972796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926915874696545,"score_gpt":0.2633610480627437,"score_spread":0.2340918893157782,"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."}}