{"id":"W2582143662","doi":"10.1016/j.jpedsurg.2017.01.017","title":"Outcome prediction in gastroschisis – The gastroschisis prognostic score (GPS) revisited","year":2017,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Congenital Anomalies and Fetal Surgery","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; Montreal Children's Hospital","funders":"","keywords":"Medicine; Gastroschisis; Cohort; Global Positioning System; Enteral administration; Cohort study; Internal medicine; Parenteral nutrition; Pregnancy","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":[0.001900219,0.000209572,0.0007414374,0.0005090288,0.0002680357,0.0001293779,0.0002307078,0.00009699316,0.0001964151],"category_scores_gemma":[0.00335085,0.0001322564,0.000673638,0.000321797,0.00009168689,0.0003937157,0.00009509714,0.0005619196,0.00002388058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009168831,"about_ca_system_score_gemma":0.0002274131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002699806,"about_ca_topic_score_gemma":0.000006196194,"domain_scores_codex":[0.9974729,0.00009530001,0.001263944,0.0001912411,0.0005911323,0.0003855118],"domain_scores_gemma":[0.9972212,0.0007258998,0.001081902,0.0004848024,0.0002583865,0.0002278412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000334285,0.0001504943,0.9803934,0.00008190175,0.00005363234,0.0004626888,0.0000300674,0.000003477499,0.00006428909,0.000003926572,0.01192392,0.006497922],"study_design_scores_gemma":[0.0005435232,0.0001285185,0.996909,0.0001170544,0.0003855186,0.0003675201,0.00005862853,0.0000453563,0.00001001013,0.00002353718,0.001309921,0.000101438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947562,0.001477776,0.00005731329,0.001451836,0.001499049,0.0002201595,0.00001876645,0.00001612235,0.0005028322],"genre_scores_gemma":[0.9934765,0.0007879871,0.0001154527,0.0001892759,0.005010969,0.000007322915,0.0000047361,0.00002572248,0.0003820606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01651558,"threshold_uncertainty_score":0.5393261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288794792130694,"score_gpt":0.2760989460929519,"score_spread":0.233210998171645,"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."}}