{"id":"W3112937045","doi":"10.1093/crocol/otaa080","title":"Management of Inflammatory Bowel Disease Patients With Clinical Care Pathways Reduces Emergency Department Utilization","year":2020,"lang":"en","type":"article","venue":"Crohn s & Colitis 360","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Crohn's and Colitis Canada","keywords":"Emergency department; Medicine; Inflammatory bowel disease; Incidence (geometry); Care pathway; Managed care; Emergency medicine; Rate ratio; Disease; Disease management; Intensive care medicine; Internal medicine; Health care; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005432642,0.0001848796,0.0002916465,0.00003141986,0.0001032244,0.000004747294,0.00009663166,0.00004694277,0.0001952858],"category_scores_gemma":[0.00005285447,0.0001541318,0.0001422595,0.0001632756,0.0001073977,0.00007495005,0.0001049087,0.00009185836,0.00001666674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003753468,"about_ca_system_score_gemma":0.0000821657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003253063,"about_ca_topic_score_gemma":0.000005784124,"domain_scores_codex":[0.9983945,0.00005029065,0.0005761014,0.0003631526,0.0003840756,0.0002318853],"domain_scores_gemma":[0.9988644,0.00001049804,0.0001620183,0.0002424637,0.0004065291,0.0003141117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001846041,0.0004923142,0.9646228,0.001932402,0.0004884255,0.0003367317,0.001707656,0.000005930371,0.000004768715,0.0009990009,0.01146728,0.01609666],"study_design_scores_gemma":[0.001394533,0.0005436822,0.9810929,0.0002639741,0.000401382,2.200429e-7,0.00148923,0.00001144797,0.0001143491,0.00003102951,0.01449638,0.0001608209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901936,0.003987461,0.00003972815,0.0002674967,0.0004011935,0.0009418398,0.0002153271,0.00006740398,0.003885942],"genre_scores_gemma":[0.9951175,0.003809883,0.0001594262,0.0002073246,0.0001489115,0.00009120111,0.0003574023,0.00002496792,0.0000833994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01647017,"threshold_uncertainty_score":0.6285313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03630287731488946,"score_gpt":0.3045793405762279,"score_spread":0.2682764632613385,"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."}}