{"id":"W3106560430","doi":"10.1016/j.cgh.2020.11.040","title":"Modeling Endoscopic Improvement after Induction Treatment With Mesalamine in Patients With Mild-to-Moderate Ulcerative Colitis","year":2020,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Robarts Clinical Trials; University of Calgary","funders":"Bristol-Myers Squibb Canada; Atlantic Healthcare; Shire; Ipsen Biopharmaceuticals; UCB; Johnson and Johnson; Takeda Pharmaceutical Company; Teva Pharmaceutical Industries; Prometheus; Janssen Pharmaceuticals; Gilead Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; AbbVie Canada; Tillotts Pharma; Seres Therapeutics; Merck; Meso Scale Diagnostics; Pfizer","keywords":"Medicine; Calprotectin; Internal medicine; Ulcerative colitis; Odds ratio; Logistic regression; Gastroenterology; Confidence interval; Colonoscopy; Inflammatory bowel disease; Surgery; Disease; Colorectal 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":[0.0002865802,0.0001521521,0.0002579976,0.000128067,0.0001026649,0.0003411144,0.0001559629,0.0002734814,0.0008457715],"category_scores_gemma":[0.0009005556,0.0000739492,0.0003150855,0.0001027663,0.00008056122,0.0001384584,0.0001453004,0.0002184144,0.0001187689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003101631,"about_ca_system_score_gemma":0.0003325402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003569067,"about_ca_topic_score_gemma":0.003378781,"domain_scores_codex":[0.9999056,0.00004223764,0.000005077846,0.00001404487,0.00001391454,0.00001899797],"domain_scores_gemma":[0.999843,0.00007044346,0.0000359919,0.00001354411,0.00001257017,0.0000244494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03250501,0.003233871,0.7145851,0.0001951698,0.0003739665,0.0007834014,0.0004408756,0.06270594,0.05246761,0.0006213993,0.001276182,0.1308115],"study_design_scores_gemma":[0.0004191697,0.009802208,0.6806843,0.00002416882,0.0003061705,0.0004966169,0.000308608,0.2965332,0.009642387,0.0004583312,0.001284231,0.00004058799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985617,0.00009307935,0.0007249751,0.00004823329,0.000006158648,0.00001717308,0.00008210394,0.00002508946,0.0004414854],"genre_scores_gemma":[0.9993941,0.00003209522,0.0003417237,0.000007625029,0.000001531282,0.000008152502,0.00008219614,0.000001552424,0.000131092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003569067,"threshold_uncertainty_score":0.007096589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549489344154228,"score_gpt":0.2616344639370352,"score_spread":0.2461395704954929,"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."}}