{"id":"W2902536165","doi":"10.1016/j.dld.2018.11.013","title":"Harmonization of quality of care in an IBD center impacts disease outcomes: Importance of structure, process indicators and rapid access clinic","year":2018,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"McGill University","keywords":"Medicine; Referral; Colonoscopy; Inflammatory bowel disease; Ulcerative colitis; Emergency medicine; Internal medicine; Disease; Family medicine; Colorectal cancer; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03120604,0.0004901082,0.001110299,0.00300452,0.001116553,0.00789334,0.00166229,0.001169338,0.002426156],"category_scores_gemma":[0.09436513,0.0003448366,0.001257938,0.004474946,0.001266678,0.004795256,0.005222001,0.001910262,0.0002720475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005837572,"about_ca_system_score_gemma":0.010112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392924,"about_ca_topic_score_gemma":0.01540007,"domain_scores_codex":[0.9468051,0.03269193,0.005597017,0.003114951,0.008577163,0.003213873],"domain_scores_gemma":[0.903816,0.03048059,0.0374682,0.007830464,0.0137913,0.006613508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002429209,0.000345564,0.9332102,0.0001881549,0.0005539746,0.00003183638,0.0006949166,0.004351401,0.0003046414,0.002027829,0.001746644,0.05630174],"study_design_scores_gemma":[0.00004436343,0.0005666211,0.9875216,0.0001715892,0.0001826176,0.00004920841,0.001291971,0.005184133,0.000476151,0.002195678,0.002269133,0.00004690737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927126,0.00358282,0.02776884,0.02263085,0.0002937716,0.000741696,0.003812787,0.0004454076,0.01359776],"genre_scores_gemma":[0.9939614,0.000242022,0.004527933,0.0003834195,0.00007099491,0.00009086199,0.000516317,0.00003716061,0.0001699072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03120604,"threshold_uncertainty_score":0.1650353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170916235273345,"score_gpt":0.3308321137568187,"score_spread":0.3137404902294842,"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."}}