{"id":"W2773955646","doi":"10.1097/sla.0000000000002602","title":"Predicting Intestinal Adaptation in Pediatric Intestinal Failure","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Clinical Nutrition and Gastroenterology","field":"Nursing","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Short bowel syndrome; Internal medicine; Parenteral nutrition; Enteral administration; Gastroenterology; Retrospective cohort study; Proportional hazards model; Intestinal failure; Gastroschisis","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":[0.000805444,0.00009881773,0.0002821729,0.0002255344,0.00009561922,0.00003442979,0.000161818,0.00007294036,0.00002243299],"category_scores_gemma":[0.00623166,0.0001033489,0.0001332259,0.00008500916,0.0001190719,0.0002426068,0.00005519771,0.0002418431,0.000008360626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006660534,"about_ca_system_score_gemma":0.00001047832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001755551,"about_ca_topic_score_gemma":0.0002840994,"domain_scores_codex":[0.9987242,0.0001008812,0.000562612,0.0001980374,0.0001467255,0.0002675755],"domain_scores_gemma":[0.9979402,0.001104547,0.0004660075,0.0002431448,0.0001707164,0.00007537672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003679525,0.0001577279,0.9810085,0.00006308813,0.000003438548,0.00001913848,0.00006818532,0.00001723035,0.00009460946,0.000005000828,0.01077328,0.007421898],"study_design_scores_gemma":[0.0003111138,0.0001496401,0.9968227,0.0002252991,0.00001031612,0.00002118415,0.00008438792,0.0009160531,0.0004657454,0.0005997919,0.0003203422,0.0000734125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546794,0.00005265486,0.00006006564,0.044532,0.0004938764,0.00006289727,0.000005608077,0.0000302862,0.00008319438],"genre_scores_gemma":[0.9974005,0.0000450386,0.0004146822,0.001767435,0.0003395054,0.000006064958,0.00001119841,0.00001076342,0.000004830317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04276457,"threshold_uncertainty_score":0.7460329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2474291628380456,"score_gpt":0.3796994882785169,"score_spread":0.1322703254404713,"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."}}