{"id":"W4213422781","doi":"10.1016/j.jpedsurg.2022.02.009","title":"Gastroschisis prognostic score successfully identifies Brazilian newborns with high-risk gastroschisis","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Congenital Anomalies and Fetal Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; Gastroschisis; Gestational age; Perforation; Univariate analysis; Pediatrics; Pregnancy; Multivariate analysis; 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":[0.001000339,0.0005859784,0.0004945723,0.001150228,0.0003617771,0.0005943179,0.0002937625,0.0003666509,0.001650048],"category_scores_gemma":[0.007265174,0.0002046421,0.0005240808,0.0007623462,0.0002838595,0.0003222159,0.0005095588,0.0005054947,0.0002517814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006092887,"about_ca_system_score_gemma":0.001151775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663043,"about_ca_topic_score_gemma":0.02172493,"domain_scores_codex":[0.9996018,0.0001068368,0.00006378881,0.00005791687,0.00008533525,0.00008436343],"domain_scores_gemma":[0.9988123,0.000305835,0.0003802337,0.00005724755,0.0002717433,0.0001727284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005200358,0.00002374587,0.9936818,0.00002267236,0.00002178189,0.0001820465,0.0001175819,0.00004794803,0.000216932,0.00006409251,0.0002910305,0.005278317],"study_design_scores_gemma":[0.00002030789,0.0001468362,0.9944819,0.0001435017,0.000104457,0.001236534,0.0009332625,0.0008831959,0.0003060533,0.0002028851,0.001529748,0.00001130412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947721,0.0006772343,0.0004516217,0.0004620511,0.0000568403,0.0000418045,0.0006975077,0.00001629485,0.002824591],"genre_scores_gemma":[0.9978375,0.0004913607,0.000678873,0.00005519995,0.0000214134,0.00002173577,0.0005512885,0.000005141776,0.0003374298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663043,"threshold_uncertainty_score":0.03306729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145583990141082,"score_gpt":0.2169448677463253,"score_spread":0.2054890278449145,"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."}}