{"id":"W2933794696","doi":"10.1186/s12876-018-0924-6","title":"Predictive models of disease burden at diagnosis in persons with adult-onset ulcerative colitis using health administrative data","year":2019,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; University of Toronto; Ottawa Hospital; Sinai Health System; University of Ottawa","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; Canadian Association of Gastroenterology; Ontario Ministry of Health and Long-Term Care; Canadian Child Health Clinician Scientist Program; University of Ottawa","keywords":"Medicine; Disease; Logistic regression; Ulcerative colitis; Population; Inflammatory bowel disease; Internal medicine; Confounding; Environmental health","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":[0.01043775,0.0009812018,0.0008486483,0.001976314,0.0006306421,0.001606526,0.001640946,0.0005660353,0.001859259],"category_scores_gemma":[0.02345916,0.0004677213,0.001477321,0.001593557,0.0007252123,0.0006288652,0.001113755,0.001255672,0.0003305694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003645429,"about_ca_system_score_gemma":0.002990919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2002476,"about_ca_topic_score_gemma":0.1228151,"domain_scores_codex":[0.9973457,0.001507849,0.0001391791,0.0004251153,0.0002794786,0.0003025578],"domain_scores_gemma":[0.9809435,0.01342592,0.002593437,0.001040146,0.001286045,0.0007109645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005025046,0.0001538857,0.9093689,0.00005069931,0.0006211954,0.0001731329,0.0002962686,0.07556651,0.00007230689,0.0008601601,0.001700893,0.01063353],"study_design_scores_gemma":[0.0001459066,0.0001567043,0.3323449,0.00009676596,0.0003536713,0.0001434572,0.0003927471,0.6616271,0.000106961,0.003320907,0.00126712,0.00004369377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835694,0.0005320975,0.01048432,0.001078452,0.00002884299,0.0001578574,0.002875424,0.0001057827,0.001167769],"genre_scores_gemma":[0.9948158,0.0001441778,0.002317474,0.00004760975,0.00001952887,0.00005949902,0.002229394,0.000008898146,0.0003575413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2002476,"threshold_uncertainty_score":0.398164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196897760052363,"score_gpt":0.2890817165421781,"score_spread":0.2571127389416544,"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."}}