{"id":"W4383683854","doi":"10.58931/cibdt.2023.118","title":"Approach to management of inflammatory bowel disease-related arthritis","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Inflammatory bowel disease; Inflammatory arthritis; Arthritis; Rheumatology; Disease; Internal medicine; Crohn's disease; Reactive arthritis; Immunology; Arthropathy; Physical therapy; Gastroenterology; Alternative medicine; Pathology; Osteoarthritis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007581755,0.0001370774,0.0002114977,0.0003008491,0.0001074953,0.000008661182,0.00007478841,0.00004818389,0.0001561978],"category_scores_gemma":[0.00001538021,0.0001391911,0.00008982346,0.0004638469,0.00005117839,0.00002806177,0.00004174749,0.00006490824,0.0005465169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171064,"about_ca_system_score_gemma":0.0001411729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004623346,"about_ca_topic_score_gemma":0.007537944,"domain_scores_codex":[0.9988905,0.0000127968,0.0002218396,0.0002641531,0.0001902027,0.0004205547],"domain_scores_gemma":[0.9986957,0.000008472579,0.00002890737,0.000326149,0.00004512381,0.0008956731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000430209,0.0006311872,0.3549796,0.001810684,0.003952957,0.02712003,0.004832621,0.0004211334,0.0002140355,0.05554282,0.3545042,0.1955605],"study_design_scores_gemma":[0.002664534,0.0001147804,0.9198924,0.0005671959,0.0001311348,0.00001571887,0.0008163368,0.00006412374,0.00004993644,0.0002912288,0.07516497,0.0002276676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916958,0.001995718,0.000004444297,0.001901595,0.0003645317,0.001083976,0.0002061155,0.0001246549,0.1026232],"genre_scores_gemma":[0.9911422,0.0004435187,0.000175356,0.0003114223,0.00004009583,0.0001440489,0.0001593715,0.00003107099,0.007552902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5649127,"threshold_uncertainty_score":0.7024551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112573751198551,"score_gpt":0.2234596505524105,"score_spread":0.2122022754325554,"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."}}