{"id":"W4213446769","doi":"10.1002/pd.6120","title":"Antenatal management of congenital diaphragmatic hernia: What's next ?","year":2022,"lang":"en","type":"article","venue":"Prenatal Diagnosis","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Hospital for Sick Children; University of Toronto","funders":"Engineering and Physical Sciences Research Council; Great Ormond Street Hospital Charity","keywords":"Congenital diaphragmatic hernia; Medicine; Fetoscopy; Diaphragmatic hernia; Fetal surgery; Occlusion; Diaphragmatic breathing; Hernia; Fetus; Prenatal diagnosis; Surgery; Obstetrics; Intensive care medicine; Pediatrics; Pregnancy; In utero","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002893289,0.0003023241,0.0006150639,0.0002270213,0.0002119598,0.00008680162,0.0003179373,0.00004619499,0.002661363],"category_scores_gemma":[0.00009934985,0.0002932151,0.000307688,0.0005298223,0.0001719123,0.0006685581,0.001035638,0.0003024989,0.0001369755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619122,"about_ca_system_score_gemma":0.00004457318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006967247,"about_ca_topic_score_gemma":0.00001584656,"domain_scores_codex":[0.997458,0.0001001526,0.0006167575,0.000448333,0.0009212521,0.0004555249],"domain_scores_gemma":[0.9986489,0.0003123987,0.0001800456,0.0005684759,0.0001027847,0.000187401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001321392,0.006696405,0.1348531,0.009152142,0.01055741,0.01194343,0.009288801,0.0001272513,0.001034757,0.002896213,0.008062243,0.8040668],"study_design_scores_gemma":[0.02435434,0.005060005,0.7358902,0.004769899,0.007741336,0.003604955,0.157491,0.00308335,0.02526668,0.00234398,0.02683152,0.003562806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779405,0.01473772,0.00001999907,0.001087307,0.0004979867,0.001252471,0.0001712161,0.0001263327,0.004166443],"genre_scores_gemma":[0.9937686,0.002813348,0.0005770354,0.0002976243,0.00004756441,0.001838656,0.00009775965,0.00005455223,0.0005049048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.800504,"threshold_uncertainty_score":0.999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244675314330211,"score_gpt":0.262750265297689,"score_spread":0.2403035121543869,"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."}}