{"id":"W4391719759","doi":"10.1002/jhm.13292","title":"Changes in hospitalization populations by level of complexity at children's hospitals","year":2024,"lang":"en","type":"article","venue":"Journal of Hospital Medicine","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hospital medicine; Quarter (Canadian coin); Pediatrics; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000939149,0.0001814834,0.0005965721,0.0003794491,0.0001599961,0.000004602752,0.0001856574,0.0001412392,0.0004647644],"category_scores_gemma":[0.0003913179,0.0001302221,0.00008592354,0.0004914593,0.0001654707,0.0001885929,0.00007010284,0.0006372068,0.00001581181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226162,"about_ca_system_score_gemma":0.0001584017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638812,"about_ca_topic_score_gemma":0.0005476113,"domain_scores_codex":[0.9975215,0.000181053,0.001235543,0.0001855146,0.0005316093,0.0003448015],"domain_scores_gemma":[0.9985326,0.0001739368,0.0006824394,0.000169945,0.0002465312,0.0001945675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000547296,0.0002773211,0.8375961,0.0006026863,0.00005620328,0.00002430139,0.008571882,0.000004537898,0.0004990993,0.005743887,0.143617,0.002952188],"study_design_scores_gemma":[0.001559096,0.001559002,0.9850622,0.005355885,0.00005740699,0.00001164323,0.0015222,0.00006391566,0.00008455742,0.002836296,0.001736646,0.0001511138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587588,0.00539653,0.0003527979,0.03121111,0.003194531,0.0005701448,0.0001816024,0.00002427743,0.000310152],"genre_scores_gemma":[0.9964404,0.0009840889,0.0002084233,0.0005084221,0.001232128,0.000001940348,0.00009034431,0.00002942272,0.0005048664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474661,"threshold_uncertainty_score":0.5310302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325979160752921,"score_gpt":0.4310692543337474,"score_spread":0.2984713382584552,"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."}}