{"id":"W4407939676","doi":"10.1038/s41390-025-03829-0","title":"Congenital diaphragmatic hernia outcomes: navigating center-to-center variability in level 4 NICUs in the Children’s Hospitals Neonatal Consortium","year":2025,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Congenital diaphragmatic hernia; Single Center; Pediatrics; Survival rate; Intensive care; Overall survival; Emergency medicine; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006202638,0.0002680554,0.000323405,0.001946256,0.0004523794,0.001326708,0.001150589,0.000372743,0.0005443637],"category_scores_gemma":[0.01893469,0.0001750145,0.0004616265,0.003263208,0.0005525523,0.0007203844,0.002044701,0.0004866435,0.00007582163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00269878,"about_ca_system_score_gemma":0.002022919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04473664,"about_ca_topic_score_gemma":0.0572952,"domain_scores_codex":[0.9941152,0.002492503,0.0006684463,0.0009769547,0.00107415,0.000672683],"domain_scores_gemma":[0.9842873,0.00385805,0.008254698,0.000880149,0.001635561,0.001084295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008653859,0.000004586939,0.9989267,0.000003496258,0.00003066246,0.00001342449,0.00007522429,0.0001252225,0.00001312672,0.00002817814,0.00007539323,0.0006953127],"study_design_scores_gemma":[0.000001164602,0.00001885823,0.9980324,0.00001287745,0.0000134754,0.00005615821,0.0004792067,0.0011202,0.00005749885,0.00004151523,0.0001620263,0.000004646318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982811,0.0002099143,0.0004013727,0.0001558404,0.000006932622,0.00001186607,0.0006068888,0.000006438232,0.0003197562],"genre_scores_gemma":[0.9989572,0.00005279266,0.0002743128,0.00002128698,0.000007350545,0.00001175575,0.0006478,0.000003615859,0.00002395202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04473664,"threshold_uncertainty_score":0.08895254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04380740052288629,"score_gpt":0.3904667633555484,"score_spread":0.3466593628326621,"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."}}