{"id":"W4205095189","doi":"10.1053/j.gastro.2021.12.284","title":"Design of Clinical Trials for Mild to Moderate Ulcerative Colitis","year":2022,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Western University","funders":"Janssen Pharmaceuticals; Takeda Canada; Sandoz; Bristol-Myers Squibb Canada; University of California, San Diego; Teva Pharmaceutical Industries; Univerza v Ljubljani; Western University; Kyowa Hakko Kirin; Universiteit van Amsterdam; Ferring Pharmaceuticals; Arrien Pharmaceuticals; Amsterdam University Medical Centers; Tillotts Pharma; AstraZeneca; Seres Therapeutics; Boehringer Ingelheim; Genentech; Hospira; Novo Nordisk; Otsuka America; Celgene; Pfizer; Biogen; Gilead Sciences; Roche; Merck; Shire; Eli Lilly and Company","keywords":"Ulcerative colitis; Medicine; Internal medicine; Gastroenterology; Dermatology; Disease","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":[0.02303747,0.002964917,0.00560183,0.001515695,0.001232794,0.002128305,0.001339501,0.003218374,0.009926639],"category_scores_gemma":[0.02138461,0.001215945,0.002790572,0.000837415,0.002129104,0.001216111,0.001300228,0.003185392,0.001388978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651406,"about_ca_system_score_gemma":0.003824707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000613134,"about_ca_topic_score_gemma":0.001290451,"domain_scores_codex":[0.9751947,0.02062135,0.001117141,0.001130876,0.0006659448,0.001270012],"domain_scores_gemma":[0.9878654,0.005973946,0.002283874,0.0008322341,0.0007157663,0.002328803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.9483906,0.005730533,0.001620626,0.002025841,0.001568865,0.0001087503,0.0001196146,0.00176966,0.002969486,0.0009035083,0.001429874,0.03336262],"study_design_scores_gemma":[0.7991059,0.1857003,0.00239052,0.0002462828,0.001556003,0.00005784479,0.00005599402,0.001162484,0.0009735788,0.001600793,0.007108299,0.00004196299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5535014,0.03406198,0.02201489,0.006516635,0.008117798,0.3489946,0.003696264,0.0006353774,0.02246101],"genre_scores_gemma":[0.7154919,0.005997936,0.02686393,0.004037612,0.001646287,0.2375502,0.001171637,0.00006189963,0.007178631],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02303747,"threshold_uncertainty_score":0.1218352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059813388152235,"score_gpt":0.3811031517574279,"score_spread":0.2751218129422044,"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."}}