{"id":"W7117410197","doi":"10.2147/clep.s546090","title":"Validity of the Leading Causes of Death Classification for Premature Mortality in Inflammatory Bowel Disease: A Population-Based Comparison with ICD-10 Coding in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Clinical Epidemiology","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; McGill University; Sinai Health System; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; Western University; University of Toronto; SickKids Foundation; Public Health Ontario","funders":"Hospital for Sick Children; University of Toronto; American College of Gastroenterology","keywords":"Coding (social sciences); Limiting; Inflammatory bowel disease; Residual; Health care; Healthcare system; Diagnosis code","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005420011,0.0005890779,0.000713645,0.00331112,0.003081966,0.001965227,0.00260961,0.0004925275,0.001490786],"category_scores_gemma":[0.01776472,0.0005147819,0.001243043,0.006847739,0.001406956,0.0006171942,0.001601139,0.0006532316,0.0001882801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06147191,"about_ca_system_score_gemma":0.06157664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965663,"about_ca_topic_score_gemma":0.9966815,"domain_scores_codex":[0.9946601,0.000724703,0.000525227,0.0008580095,0.002318356,0.0009135955],"domain_scores_gemma":[0.9863631,0.001221849,0.003152563,0.00059524,0.007501828,0.001165434],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001215936,0.0000163795,0.994017,0.0000690142,0.00009971567,0.00004473088,0.001172904,0.0001452149,0.000115346,0.0001833777,0.001039968,0.002974847],"study_design_scores_gemma":[0.00001523968,0.0000189758,0.9971221,0.00007460524,0.00004492525,0.00002511944,0.001255546,0.0006396087,0.00003951986,0.00004790877,0.0007025206,0.00001387855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848804,0.001521821,0.0006627738,0.0006317837,0.00006314893,0.0002988604,0.008217235,0.00001931336,0.003704644],"genre_scores_gemma":[0.9946189,0.0005364411,0.0004725101,0.0001010582,0.00000990629,0.00009194176,0.003721875,0.000008601746,0.0004386576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.99458,"threshold_uncertainty_score":0.446012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4905911918657242,"score_gpt":0.5488945518720852,"score_spread":0.05830336000636105,"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."}}