{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007595718,0.0002097151,0.0003628064,0.00160062,0.0007242064,0.001451974,0.0007079294,0.0004244211,0.00376443],"category_scores_gemma":[0.008884983,0.0002635083,0.0007735718,0.002359133,0.0005627415,0.001636118,0.001973839,0.001285046,0.0003249875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005057462,"about_ca_system_score_gemma":0.00342494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04582646,"about_ca_topic_score_gemma":0.07611465,"domain_scores_codex":[0.9973868,0.0003318704,0.0002771652,0.0003844731,0.0005974659,0.001022268],"domain_scores_gemma":[0.9923854,0.0007754008,0.004364919,0.0001738852,0.0008015833,0.001498692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003061071,0.00001988026,0.9935509,0.00003445684,0.00003985158,0.00009830775,0.0005041828,0.0001796921,0.00008808871,0.0002710106,0.0009494805,0.004233449],"study_design_scores_gemma":[0.000001732174,0.00001765829,0.9979891,0.00003671581,0.000004007915,0.0001353203,0.001136109,0.00009734035,0.00003530393,0.00005849415,0.0004823143,0.000005918323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924381,0.0009322443,0.0002057813,0.001872952,0.00003164951,0.00002904932,0.002186783,0.00001996338,0.002283488],"genre_scores_gemma":[0.9969086,0.000773931,0.0003077372,0.000258954,0.00004874546,0.00003344044,0.001327198,0.0000130201,0.0003284173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04582646,"threshold_uncertainty_score":0.09111947,"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."}}