{"id":"W3081027406","doi":"10.3389/fped.2020.00489","title":"Diagnostic Workup of Neonates With Esophageal Atresia: Results From the EUPSA Esophageal Atresia Registry","year":2020,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Tracheoesophageal fistula; Atresia; Cohort; Radiology; Surgery; Pediatrics; 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":[0.005124114,0.000180874,0.000371221,0.001743867,0.0002416746,0.0007800403,0.0004928464,0.0003122453,0.0005918291],"category_scores_gemma":[0.01445592,0.0001489479,0.0003556599,0.002080939,0.0002732289,0.0008227093,0.0009834279,0.0003098457,0.0002231958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004254348,"about_ca_system_score_gemma":0.000810251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001720817,"about_ca_topic_score_gemma":0.001568254,"domain_scores_codex":[0.9961181,0.001383728,0.001054769,0.0005049233,0.0006775106,0.0002609288],"domain_scores_gemma":[0.9856932,0.003956089,0.007151708,0.0008559799,0.001613992,0.0007289512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004302115,0.00001062162,0.996568,0.00002356369,0.00001906467,0.0001076154,0.00009397911,0.00005383324,0.0001180803,0.00002302291,0.000157611,0.002781506],"study_design_scores_gemma":[0.000005157496,0.00006518321,0.9970129,0.00007971584,0.00002676686,0.001044206,0.0007037126,0.000233896,0.0002828518,0.00002206945,0.000518223,0.000005381833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956676,0.001553296,0.0003627465,0.0002095705,0.00001506131,0.00002688039,0.001399586,0.00001401346,0.0007511941],"genre_scores_gemma":[0.9962292,0.0009721812,0.0005746748,0.00008702923,0.0000228492,0.0000302871,0.002021117,0.000007312556,0.00005534115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005124114,"threshold_uncertainty_score":0.02709919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009990548026614582,"score_gpt":0.2186707231119223,"score_spread":0.2086801750853077,"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."}}