{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000847775,0.0003521515,0.0002906448,0.0008485044,0.0001876435,0.0003509606,0.0002547003,0.0002741924,0.001201533],"category_scores_gemma":[0.003402955,0.000121275,0.0002768354,0.0007733016,0.0003119088,0.0004281299,0.0004732244,0.0005139668,0.0001717344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770271,"about_ca_system_score_gemma":0.0002891011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054186,"about_ca_topic_score_gemma":0.001242068,"domain_scores_codex":[0.9996535,0.0001028645,0.00005211289,0.00005513191,0.00007873473,0.00005772504],"domain_scores_gemma":[0.9980254,0.0004818144,0.001015902,0.00003589613,0.0001392254,0.0003017773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000277986,0.000006342269,0.9991033,0.000004415233,0.000003659334,0.00004064133,0.000008667118,0.00004039052,0.00003328393,0.000002146584,0.00001599027,0.0007133332],"study_design_scores_gemma":[0.000002772155,0.0001386538,0.9986063,0.000009352981,0.000007048389,0.0007295741,0.00007566452,0.0002842486,0.00006592544,0.00000761071,0.00007147586,0.000001410455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999191,0.0003698129,0.0001101782,0.00002014145,0.000003622069,0.000006538729,0.00008105526,0.00000436449,0.0002134176],"genre_scores_gemma":[0.9994886,0.0001402537,0.0001597464,0.00000642008,0.000005528927,0.000005603022,0.0001599316,0.000001195958,0.00003276635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001201533,"threshold_uncertainty_score":0.004483521,"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."}}