{"id":"W2553714114","doi":"10.1097/mib.0000000000000965","title":"Predictors of Emergency Department Use by Persons with Inflammatory Bowel Diseases","year":2016,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Emergency department; Epidemiology; Attendance; Comorbidity; Inflammatory bowel disease; Logistic regression; Outpatient clinic; Population; Disease; Pediatrics; Emergency medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001464882,0.0008233542,0.0004389219,0.0001862222,0.0002618421,0.00005903924,0.0007012484,0.0002765309,0.0004350686],"category_scores_gemma":[0.0003855324,0.0006187242,0.000518124,0.0001358068,0.0006286124,0.0001363249,0.0003094317,0.0001214624,0.00007819825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109132,"about_ca_system_score_gemma":0.0006507938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007356596,"about_ca_topic_score_gemma":0.00005936575,"domain_scores_codex":[0.9958348,0.0002979985,0.0009713102,0.001105189,0.0008550596,0.0009356851],"domain_scores_gemma":[0.9963259,0.00007410029,0.0005834952,0.001542492,0.0003778695,0.001096159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002034975,0.0004598035,0.9099157,0.000285145,0.0006130604,0.0003219651,0.00005707645,0.00006271262,0.03025194,0.0001325178,0.05564646,0.000218641],"study_design_scores_gemma":[0.002408041,0.0002989746,0.9639457,0.0001916991,0.000482956,0.000009176299,0.000104401,0.00001234002,0.006289152,0.00005078932,0.025186,0.001020708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909768,0.001534087,0.0002043593,0.00008340938,0.0005303721,0.001016564,0.005272568,0.000201133,0.0001807748],"genre_scores_gemma":[0.9956098,0.0005678119,0.00005122063,0.0001305758,0.0005115974,0.0004782774,0.0005992395,0.000183725,0.001867775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05403005,"threshold_uncertainty_score":0.9996264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006542691115997154,"score_gpt":0.2181974814285477,"score_spread":0.2116547903125505,"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."}}