{"id":"W2603610823","doi":"10.1097/mib.0000000000001068","title":"Quality of Care and Outcomes Among Hospitalized Inflammatory Bowel Disease Patients","year":2017,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; St. Paul's Hospital; University of British Columbia; Ottawa Hospital; University of Ottawa; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Inflammatory bowel disease; Clostridium difficile; Ulcerative colitis; Internal medicine; Retrospective cohort study; Specialty; Referral; Disease; Antibiotics","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":[0.0002408589,0.0006510395,0.0005212025,0.0001285172,0.0006970676,0.0002055372,0.0009456375,0.0002595163,0.00005057617],"category_scores_gemma":[0.001619745,0.0006433437,0.0005572462,0.00002752459,0.001290992,0.0001167459,0.0008322088,0.0001534549,0.0000215765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005452254,"about_ca_system_score_gemma":0.0003775977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003599282,"about_ca_topic_score_gemma":0.0001217306,"domain_scores_codex":[0.9965423,0.0002713096,0.0009680788,0.0009231839,0.0006863355,0.0006087675],"domain_scores_gemma":[0.994942,0.00004378374,0.001039003,0.002418696,0.0005587721,0.0009977528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001405162,0.0002088153,0.9950708,0.001122597,0.0002098098,0.0001358094,0.0001480888,0.00003070898,0.0003503844,0.0003007717,0.0005226238,0.0004944468],"study_design_scores_gemma":[0.003404805,0.00009059346,0.9943011,0.0001215196,0.0001626988,3.093684e-7,0.0001376651,0.00001697944,0.0002408237,0.0002057311,0.0005329278,0.0007848418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957599,0.0008250546,0.000008687925,0.00002940345,0.0004312873,0.0009810652,0.001037938,0.00008659017,0.000840098],"genre_scores_gemma":[0.9985364,0.000165688,0.0000543478,0.0001224288,0.0002009533,0.0001955899,0.0004093334,0.0001023791,0.0002128892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002776515,"threshold_uncertainty_score":0.9996018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007311509998112901,"score_gpt":0.2597241886849243,"score_spread":0.2524126786868114,"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."}}