{"id":"W3133364527","doi":"10.1542/peds.2020-018101","title":"Hospitals’ Diversity of Diagnosis Groups and Associated Costs of Care","year":2021,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Diversity (politics); MEDLINE; Family medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001883239,0.0002111605,0.0002955139,0.001841035,0.0004146324,0.001007668,0.0005284361,0.0003276964,0.002443294],"category_scores_gemma":[0.01685783,0.0002060337,0.0004665629,0.002838925,0.0006470485,0.00063094,0.0015802,0.0006991572,0.00009846745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002830552,"about_ca_system_score_gemma":0.001300481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059768,"about_ca_topic_score_gemma":0.01149473,"domain_scores_codex":[0.995624,0.00168465,0.0005698054,0.0004074108,0.0009409541,0.0007731467],"domain_scores_gemma":[0.9774132,0.005748146,0.01383257,0.0005273985,0.0009564158,0.001522292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001867891,0.000007879473,0.9981362,0.00000693344,0.00004763509,0.00002568013,0.00002726946,0.0003278291,0.0000137017,0.0001767698,0.0001590625,0.001052425],"study_design_scores_gemma":[0.000003133003,0.00001522737,0.9982324,0.00001672658,0.00001249055,0.0001823138,0.0002097868,0.0008200174,0.00003550979,0.0002735603,0.0001951976,0.000003681666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950851,0.0005491954,0.0005665561,0.0008417792,0.00001001553,0.00001710654,0.002008674,0.000004853188,0.0009167872],"genre_scores_gemma":[0.9990401,0.0001000947,0.0001705056,0.00003332927,0.0000170689,0.000007420705,0.0005815271,0.000001424668,0.00004848839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059768,"threshold_uncertainty_score":0.02107197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662256293292535,"score_gpt":0.2345811571990123,"score_spread":0.207958594266087,"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."}}