{"id":"W2927362988","doi":"10.14740/gr1149","title":"A Novel Care Model for Neonatal Intestinal Failure Patients Is Associated With Cost Savings and Improved Outcomes","year":2019,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Clinical Nutrition and Gastroenterology","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Enteral administration; Cohort; Gestational age; Parenteral nutrition; Neonatal intensive care unit; Intestinal failure; Pediatrics; Birth weight; Medical record; Emergency medicine; Intensive care medicine; Internal medicine; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000475607,0.0002464247,0.000508535,0.0002448654,0.00019234,0.00005865469,0.0003060214,0.0002090281,0.00002443515],"category_scores_gemma":[0.0006391384,0.000208392,0.0001151234,0.0001145908,0.0004766788,0.0001365877,0.0002466587,0.0008022922,0.000008856787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451773,"about_ca_system_score_gemma":0.00001627827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003690484,"about_ca_topic_score_gemma":0.00124637,"domain_scores_codex":[0.9972799,0.0001838516,0.0003907066,0.0006910675,0.0003444582,0.001110057],"domain_scores_gemma":[0.9978601,0.0005721035,0.0001325815,0.000308762,0.0008920775,0.0002344116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007074489,0.0003503708,0.986632,0.00006141448,0.00007591405,0.000001883255,0.0006645328,0.00001234935,0.001111903,0.000003050782,0.003503866,0.0005082518],"study_design_scores_gemma":[0.03479996,0.0141603,0.9152162,0.0001794729,0.00007059583,0.00005317268,0.0008991056,0.03376531,0.00009995356,0.0001148558,0.0004233675,0.0002177151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97711,0.000008243675,0.002148204,0.01854744,0.0001532039,0.001530811,0.0004444089,0.00005211164,0.000005588584],"genre_scores_gemma":[0.9879799,0.000001086497,0.002862442,0.008544598,0.00003091976,0.0001901045,0.0002584065,0.0000459288,0.00008654585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07141578,"threshold_uncertainty_score":0.8497977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347080546649221,"score_gpt":0.3469139723587485,"score_spread":0.3034431668922563,"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."}}