{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005778789,0.0001925678,0.0006165144,0.0001893064,0.0001378694,0.00001139646,0.0002229044,0.00009112551,0.00006249447],"category_scores_gemma":[0.000313271,0.0001231943,0.00003060944,0.0001419837,0.0002145793,0.00008611547,0.00009246021,0.0002614137,0.00005549726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008611853,"about_ca_system_score_gemma":0.00006790498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075436,"about_ca_topic_score_gemma":0.0004865953,"domain_scores_codex":[0.998459,0.00004259969,0.0003400721,0.0003948038,0.0003926515,0.0003709004],"domain_scores_gemma":[0.9985246,0.00003836608,0.0001277179,0.0009216072,0.00006777662,0.0003199527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003383497,0.00004569384,0.9895365,0.0002905615,0.00003188677,0.005852428,0.0005443898,0.000006130801,0.0005143937,0.0002502064,0.0003316615,0.002257799],"study_design_scores_gemma":[0.003748346,0.001158231,0.9918987,0.001750868,0.00009736251,0.0004000511,0.0001729693,0.0001908533,0.0002587384,0.00001333132,0.000212842,0.00009770592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819216,0.0003071,0.0001460009,0.002890968,0.0003414063,0.000566316,0.000004998474,0.00008737577,0.01373424],"genre_scores_gemma":[0.9975442,0.000008961309,0.0002946477,0.0005367844,0.0007755936,0.00004568262,0.000008624349,0.00002249293,0.0007630331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01562259,"threshold_uncertainty_score":0.5023719,"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."}}