{"id":"W4391016121","doi":"10.1016/j.gassur.2023.12.007","title":"Modified frailty index predicts postoperative morbidity in adhesive small bowel obstruction: analyzing the National Inpatient Sample 2015-2019","year":2024,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Juravinski Hospital; Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Bowel obstruction; Odds ratio; Healthcare Cost and Utilization Project; Retrospective cohort study; Emergency medicine; Internal medicine; Surgery; Health care","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":[0.0007094449,0.0003442468,0.0004613219,0.0009607359,0.0004448299,0.0008675436,0.0006168225,0.0004965537,0.001306459],"category_scores_gemma":[0.003076918,0.0003260336,0.0007211104,0.001336294,0.0002687507,0.0006071986,0.001125526,0.0007909879,0.0003170182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006570244,"about_ca_system_score_gemma":0.0007233756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02645425,"about_ca_topic_score_gemma":0.04316746,"domain_scores_codex":[0.9994837,0.00009706922,0.00008849749,0.00009246497,0.0001022028,0.0001359736],"domain_scores_gemma":[0.9985186,0.0001570021,0.0006539086,0.0001204551,0.0001977855,0.0003521616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004537083,0.00001620613,0.9994041,0.000002643215,0.00003346785,0.00001498984,0.00001427277,0.00001746893,0.00003071918,0.000005689597,0.00009155709,0.0003235377],"study_design_scores_gemma":[0.000001683976,0.00001839543,0.9996916,0.000002612046,0.00001034071,0.00003569146,0.00006975185,0.0001150931,0.000008559221,0.000004735215,0.00004005722,0.000001523666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989447,0.00008376604,0.00002672183,0.00003501432,0.000007570847,0.00000297154,0.0007209572,0.000001746742,0.000176442],"genre_scores_gemma":[0.9983842,0.00006067257,0.00003374954,0.0000235855,0.000008125375,0.000004366339,0.001346491,0.000001604909,0.0001371829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02645425,"threshold_uncertainty_score":0.0526005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0624488164507303,"score_gpt":0.3081400129083871,"score_spread":0.2456911964576567,"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."}}