{"id":"W4387934183","doi":"10.1093/jcag/gwad027","title":"An Update on Anti-TNF Biosimilar Switching—Real-World Clinical Effectiveness and Safety","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biosimilar; Medicine; Adalimumab; Infliximab; Adverse effect; Ulcerative colitis; Inflammatory bowel disease; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004867355,0.0001259603,0.0005508843,0.0003336988,0.0001838699,0.0000143584,0.0003149529,0.0002857217,0.00005850355],"category_scores_gemma":[0.0005465255,0.00008689703,0.0002212685,0.0002223558,0.0001448564,0.00005779458,0.00004281709,0.0006156588,0.00001038679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002739866,"about_ca_system_score_gemma":0.0001558235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009631771,"about_ca_topic_score_gemma":0.0737973,"domain_scores_codex":[0.9962436,0.002493881,0.0006491307,0.0001611672,0.00007852027,0.0003737007],"domain_scores_gemma":[0.9981439,0.0005611551,0.0008028399,0.0001858323,0.0001842652,0.0001220304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006468785,0.00006746201,0.9871663,0.000009321363,0.0004469333,0.000008366168,0.00002608882,0.00002630477,0.003519602,0.0002969814,0.005733036,0.002052679],"study_design_scores_gemma":[0.001617035,0.00089261,0.9898153,0.00004420088,0.0001180545,0.00002216685,0.00001820305,0.00001969055,0.0007500704,0.0003024922,0.006347431,0.00005274834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829745,0.00001604954,0.00002583802,0.01503754,0.001638465,0.0001123517,0.0000792549,0.000008330653,0.0001077101],"genre_scores_gemma":[0.9972358,0.0001720365,0.00008323909,0.002283187,0.00008273288,7.509429e-7,0.000004897053,0.0000103473,0.0001270318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07283412,"threshold_uncertainty_score":0.9431035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773202688252754,"score_gpt":0.3134796128733935,"score_spread":0.2957475859908659,"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."}}