{"id":"W4388455980","doi":"10.1038/s41372-023-01807-0","title":"The impact of a care bundle with an emphasis on hemodynamic assessment on the short-term outcomes in neonates with congenital diaphragmatic hernia","year":2023,"lang":"en","type":"article","venue":"Journal of Perinatology","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Congenital diaphragmatic hernia; Hemodynamics; Diaphragmatic hernia; Retrospective cohort study; Pediatrics; Hernia; Cardiology; Internal medicine; Surgery; Fetus; Pregnancy","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":[0.0003694387,0.0002509326,0.000770773,0.0002677221,0.0001197989,0.00002657747,0.0002408652,0.00006623348,0.00003540057],"category_scores_gemma":[0.0001802203,0.0001005149,0.0001914798,0.000322384,0.0002844076,0.00006849354,0.00004675364,0.00043902,0.000005882951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685763,"about_ca_system_score_gemma":0.0003030587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006908,"about_ca_topic_score_gemma":0.001255696,"domain_scores_codex":[0.9983279,0.000189717,0.0005157043,0.0001580735,0.0004795092,0.0003291079],"domain_scores_gemma":[0.9979728,0.001058739,0.0002580886,0.0003417741,0.0002670695,0.0001015057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002601543,0.0006900303,0.968289,0.000131299,0.002150157,0.001467245,0.005965326,0.0003607379,0.000259412,0.0003919285,0.0000277687,0.01766558],"study_design_scores_gemma":[0.001869699,0.01121559,0.9738579,0.000195361,0.000162623,0.0007265555,0.01084233,0.00081136,0.00006954709,0.00008567287,0.00003902889,0.0001243515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968225,0.0002230103,0.000004243601,0.001844267,0.00006739282,0.0004245779,0.00001525625,0.00001553183,0.0005832482],"genre_scores_gemma":[0.99966,0.00007024546,0.00007498463,0.00005364089,0.0000197968,0.00003622932,0.00000298383,0.00003097632,0.00005119399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01754122,"threshold_uncertainty_score":0.4098877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212403283115165,"score_gpt":0.3497388436172428,"score_spread":0.3284985153057263,"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."}}