{"id":"W4323350630","doi":"10.1093/jcag/gwac036.182","title":"A182 PREDICTING HIGH DIRECT HEALTHCARE COSTS IN PEDIATRIC PATIENTS WITH INFLAMMATORY BOWEL DISEASE IN THE FIRST YEAR FOLLOWING DIAGNOSIS","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba; Dalhousie University; SickKids Foundation; University of Toronto; Agricultural Research Institute of Ontario; University of Ottawa; University of Calgary; Institute for Clinical Evaluative Sciences","funders":"Janssen Canada; Takeda Canada; AbbVie Canada; Sandoz Canada; Pfizer Canada; Dairy Farmers of Ontario; Amgen Canada; Amgen; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Health care; Inflammatory bowel disease; Disease; Logistic regression; Percentile; Crohn's disease; Pediatrics; 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":[0.000466466,0.0003362797,0.0003261291,0.0008261301,0.0004195303,0.0007947744,0.0005502449,0.0003076782,0.003737136],"category_scores_gemma":[0.003170958,0.0001643042,0.0006122619,0.00126976,0.0002229963,0.0002241636,0.0004530369,0.0005592899,0.0003182877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003540979,"about_ca_system_score_gemma":0.003911129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4501978,"about_ca_topic_score_gemma":0.4595747,"domain_scores_codex":[0.9996529,0.00004728802,0.00002853426,0.00006659758,0.0000934354,0.0001113109],"domain_scores_gemma":[0.9985771,0.0002469744,0.0005917515,0.00005310265,0.0002659154,0.0002651784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002551558,0.000006615484,0.9987375,0.000006947549,0.0000146924,0.00001826697,0.000009011089,0.0002833962,0.00001222373,0.00001624281,0.0002628669,0.0006067393],"study_design_scores_gemma":[0.000007002187,0.00003016788,0.9949085,0.00001583033,0.00002217901,0.00008025418,0.00008558344,0.004349466,0.0000333616,0.00003694628,0.0004275847,0.000003072771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904332,0.0003776737,0.0003622719,0.0003005376,0.00001393806,0.00003099427,0.006848638,0.00002126655,0.001611374],"genre_scores_gemma":[0.9960719,0.0001091171,0.0003309563,0.00001931299,0.000008138447,0.00001275811,0.003171919,0.00000262014,0.0002732222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4501978,"threshold_uncertainty_score":0.8951547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261533759718269,"score_gpt":0.2822661598705511,"score_spread":0.2696508222733685,"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."}}