{"id":"W2463445714","doi":"10.1002/jhm.2633","title":"Long length of hospital stay in children with medical complexity","year":2016,"lang":"en","type":"article","venue":"Journal of Hospital Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto","funders":"","keywords":"Medicine; Confidence interval; Odds ratio; Hospital medicine; Pediatrics; Retrospective cohort study; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001303957,0.0001311064,0.0006484224,0.0003371,0.00002150039,0.00000447303,0.0003066719,0.0000766474,0.0004342626],"category_scores_gemma":[0.0008228376,0.00008007856,0.0000685154,0.0002048615,0.0003042409,0.0002090795,0.00005285084,0.0002290753,0.00001675195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001152511,"about_ca_system_score_gemma":0.00006207522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009485629,"about_ca_topic_score_gemma":0.0001283909,"domain_scores_codex":[0.9981934,0.00002481005,0.001129536,0.0001676122,0.0002135977,0.0002710407],"domain_scores_gemma":[0.9985359,0.00009368082,0.0008603554,0.0001891779,0.00008597866,0.0002349419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004843432,0.0003872251,0.9268873,0.00003145765,0.0001694985,0.00005817372,0.0007033133,9.376989e-7,7.041556e-7,0.06062531,0.001281789,0.009805819],"study_design_scores_gemma":[0.003642762,0.005497387,0.9785472,0.0006126563,0.00001241857,0.00002589256,0.0001421745,0.00001007169,0.00002005942,0.009537645,0.001801969,0.000149749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380862,0.00105182,0.00222038,0.05659527,0.0005479727,0.0001886323,0.00002182695,0.000005324931,0.001282598],"genre_scores_gemma":[0.9980427,0.0008393605,0.0002501979,0.0003088053,0.0004783231,0.000002323195,0.000001497287,0.00001397524,0.0000628319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05995651,"threshold_uncertainty_score":0.4754871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02891172840462477,"score_gpt":0.2664393039839101,"score_spread":0.2375275755792853,"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."}}