{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003090688,0.0001379051,0.0001486272,0.0005679175,0.0002207789,0.0003324014,0.0002486674,0.0002443674,0.001925805],"category_scores_gemma":[0.002415711,0.0001234767,0.0002341566,0.0007237928,0.0001151446,0.0002283259,0.0003494663,0.0005002064,0.0001639527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245596,"about_ca_system_score_gemma":0.0003480699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01280271,"about_ca_topic_score_gemma":0.01829254,"domain_scores_codex":[0.999678,0.0000735779,0.0000446714,0.00004256722,0.00007295993,0.00008826603],"domain_scores_gemma":[0.99836,0.0002855572,0.0009278943,0.00003979739,0.0001398934,0.0002468839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001523501,0.00001211016,0.9989886,0.000007250912,0.000008502331,0.00004387995,0.00001908538,0.0000213241,0.0000164976,0.000004842764,0.0001264857,0.0007361756],"study_design_scores_gemma":[0.000001690323,0.00001371473,0.9994152,0.000011925,0.000005374537,0.0002052707,0.00009704489,0.0001035616,0.00001371031,0.000005128658,0.000126369,0.000001024572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973103,0.0009736627,0.00006765767,0.0002944063,0.000008947365,0.0000101236,0.0006741927,0.000005438467,0.0006553428],"genre_scores_gemma":[0.9990979,0.0003196369,0.00007949239,0.00003735424,0.00001407191,0.00000478486,0.0003574891,0.000001108581,0.00008818974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01280271,"threshold_uncertainty_score":0.02545643,"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."}}