{"id":"W3132261846","doi":"10.17816/psaic572","title":"Esophageal atresia: predicting outcomes and decreasing mortality","year":2020,"lang":"en","type":"article","venue":"Russian Journal of Pediatric Surgery Anesthesia and Intensive Care","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Low birth weight; Atresia; Mechanical ventilation; Epidemiology; Pediatrics; Mortality rate; Birth weight; Surgery; Pregnancy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009199932,0.0006693514,0.0009959361,0.003675902,0.0001460797,0.0009172838,0.0005553336,0.0005701581,0.001274749],"category_scores_gemma":[0.003685797,0.0001560243,0.0007663311,0.002760028,0.0002025448,0.0006908463,0.0002548703,0.000388169,0.0003309163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342334,"about_ca_system_score_gemma":0.0007232619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000913572,"about_ca_topic_score_gemma":0.001060745,"domain_scores_codex":[0.999441,0.0001433355,0.0001780529,0.00008239393,0.000127216,0.00002803138],"domain_scores_gemma":[0.9988608,0.0006774985,0.0001986328,0.000019211,0.0002051864,0.0000387176],"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":[0.000377499,0.000156943,0.1132856,0.02847085,0.001259155,0.000790405,0.0002136204,0.0006747121,0.0004609198,0.0005703425,0.007850525,0.8458894],"study_design_scores_gemma":[0.0001516205,0.002740253,0.6939972,0.0669061,0.0176052,0.02038198,0.002483876,0.003102029,0.002082271,0.004120809,0.186236,0.0001924816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01358586,0.983612,0.0004354658,0.0009310407,0.0002995697,0.0000211256,0.0002388792,0.00002116878,0.0008549203],"genre_scores_gemma":[0.04339923,0.9543153,0.0009689322,0.0002082322,0.0005990078,0.00003334801,0.000292068,0.0000053485,0.0001786347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003675902,"threshold_uncertainty_score":0.004865468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03357477664131742,"score_gpt":0.2753657367605832,"score_spread":0.2417909601192658,"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."}}