{"id":"W4400822285","doi":"10.1093/ibd/izae148","title":"High Healthcare Costs in Childhood Inflammatory Bowel Disease: Development of a Prediction Model Using Linked Clinical and Health Administrative Data","year":2024,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; McMaster University; London Health Sciences Centre; Children's Hospital of Eastern Ontario; Lawson Health Research Institute; University of Toronto; Western University; University of Manitoba; Institute for Work & Health; University of Calgary; Dalhousie University; SickKids Foundation; Agricultural Research Institute of Ontario; University of Ottawa","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; Hospital for Sick Children; Canadian Association of Gastroenterology; University of Toronto; Ontario Ministry of Health and Long-Term Care; Canadian Child Health Clinician Scientist Program; University of Ottawa","keywords":"Medicine; Inflammatory bowel disease; Health care; Cohort; Disease; Logistic regression; Incidence (geometry); Pediatrics; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005603621,0.001110769,0.0009604719,0.002269474,0.0006168992,0.001685317,0.00147769,0.0008104908,0.001877642],"category_scores_gemma":[0.009298731,0.0005863651,0.001413958,0.001459463,0.0003240081,0.0005706702,0.001048066,0.001579514,0.0003284909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002966163,"about_ca_system_score_gemma":0.003593809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1571696,"about_ca_topic_score_gemma":0.0709934,"domain_scores_codex":[0.9988337,0.0005629302,0.0000891659,0.0002392647,0.0001366213,0.0001383307],"domain_scores_gemma":[0.9944195,0.003784647,0.0006678581,0.0001517855,0.0006918706,0.0002842715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005860384,0.0005997008,0.581206,0.0001019633,0.0008707191,0.000316022,0.0001818186,0.3831826,0.0001565477,0.001417048,0.003934549,0.0274469],"study_design_scores_gemma":[0.00005291686,0.00007322639,0.0288852,0.0000351202,0.0001149773,0.00005215497,0.00006421794,0.9695632,0.00005243306,0.000751334,0.0003390798,0.00001602923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495707,0.0005490092,0.03789497,0.001730791,0.00007527411,0.0004213515,0.007476529,0.0003992732,0.001882166],"genre_scores_gemma":[0.9707404,0.0002713144,0.02126584,0.0001043592,0.00004647909,0.0003940586,0.00640808,0.00002272443,0.0007466587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1571696,"threshold_uncertainty_score":0.3125095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04793789084599505,"score_gpt":0.3462427266733081,"score_spread":0.298304835827313,"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."}}