{"id":"W2743492743","doi":"10.1097/md.0000000000007755","title":"A scoring system to predict mortality in infants with esophageal atresia","year":2017,"lang":"en","type":"article","venue":"Medicine","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Medicine; Atresia; 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":[0.003542478,0.001163731,0.0007146326,0.002860569,0.0003613848,0.0007749951,0.0007257108,0.0003499065,0.001037281],"category_scores_gemma":[0.008972564,0.0002312239,0.000942889,0.001135679,0.0002385265,0.0005889999,0.0008552375,0.000685458,0.0003462335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581491,"about_ca_system_score_gemma":0.00103461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486013,"about_ca_topic_score_gemma":0.002163369,"domain_scores_codex":[0.998893,0.0004575732,0.0001981268,0.00008820411,0.0002698672,0.00009327252],"domain_scores_gemma":[0.9974733,0.0008373592,0.0005421114,0.0001109189,0.0008372423,0.000199009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003520466,0.000129167,0.9373493,0.00009885596,0.0001660146,0.0002759229,0.00008277965,0.003972762,0.0006079809,0.0002888814,0.002642925,0.05403338],"study_design_scores_gemma":[0.0001902388,0.001975907,0.7690824,0.0002497174,0.0006247209,0.002382653,0.0005467855,0.2188445,0.001631439,0.001583221,0.00279464,0.00009372695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398517,0.002424593,0.04925784,0.00073865,0.0002768757,0.0008386669,0.002099621,0.0004869366,0.004025079],"genre_scores_gemma":[0.9709348,0.0008563081,0.0247321,0.00006016551,0.00008443514,0.0003107082,0.002470047,0.0000195274,0.0005319555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003542478,"threshold_uncertainty_score":0.01873469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724112652081447,"score_gpt":0.3208620164202725,"score_spread":0.293620889899458,"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."}}