{"id":"W4386415828","doi":"10.1093/jcag/gwad025","title":"Choosing Therapies in Ulcerative Colitis","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Ulcerative colitis; Medicine; Disease; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008798196,0.0004721417,0.001172976,0.00161616,0.002435735,0.004049418,0.001013146,0.004846944,0.01517512],"category_scores_gemma":[0.02636706,0.0003077959,0.000883728,0.001124718,0.002340963,0.005346826,0.003080309,0.007583411,0.005982731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380582,"about_ca_system_score_gemma":0.002574822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006125861,"about_ca_topic_score_gemma":0.002276551,"domain_scores_codex":[0.9923632,0.004408763,0.0008447643,0.000287495,0.001752298,0.0003434989],"domain_scores_gemma":[0.9858849,0.008970998,0.001050237,0.0003918444,0.001213151,0.00248888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003903757,0.0004148094,0.004764878,0.002382622,0.0001646765,0.0012967,0.001680396,0.0002436509,0.0005648962,0.01709655,0.250194,0.7208065],"study_design_scores_gemma":[0.0002270977,0.0004585655,0.002520426,0.006204474,0.0001438883,0.003961809,0.002480271,0.0001615081,0.0002621332,0.04169441,0.9418214,0.00006412809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01269429,0.4051832,0.01000122,0.4341872,0.01871369,0.0002458923,0.0002197427,0.000296029,0.1184588],"genre_scores_gemma":[0.1060985,0.3944815,0.04990737,0.3843246,0.02820538,0.0007857703,0.0004647078,0.0002877621,0.03544449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01517512,"threshold_uncertainty_score":0.05076575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006032593301320626,"score_gpt":0.2214971452909149,"score_spread":0.2154645519895943,"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."}}