{"id":"W2388297494","doi":"10.1016/j.cgh.2016.05.010","title":"Appropriateness of Testing for Anti–Tumor Necrosis Factor Agent and Antibody Concentrations, and Interpretation of Results","year":2016,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Calgary; Dalhousie University","funders":"","keywords":"Medicine; Interpretation (philosophy); Antibody; Tumor necrosis factor alpha; Pathology; Internal medicine; Immunology","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":[0.0006349378,0.0001334087,0.0006796983,0.00005471926,0.00005896485,0.000003226302,0.00007765926,0.0002976515,0.00001278242],"category_scores_gemma":[0.001369101,0.00008659627,0.00006801678,0.00003418931,0.00176189,0.0000403457,0.00009870042,0.0001293198,5.334252e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003834078,"about_ca_system_score_gemma":0.00002436736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001182545,"about_ca_topic_score_gemma":0.00001534186,"domain_scores_codex":[0.9980491,0.0004596204,0.0008507755,0.0003758224,0.00001575832,0.0002489463],"domain_scores_gemma":[0.9971321,0.002169559,0.0003932642,0.0001302152,0.0001305796,0.00004423563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002336929,0.0001150254,0.864776,0.00006469712,0.0001482036,0.000001204519,0.00004119872,3.412521e-8,0.1162937,0.0005810012,0.00006182931,0.0155801],"study_design_scores_gemma":[0.007089871,0.00604738,0.9717447,0.0001313767,0.0002306522,0.0001225053,0.00006129099,0.0003254589,0.01264658,0.001082603,0.000387653,0.0001299837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873227,0.0003953321,0.01021716,0.001300346,0.0002979028,0.0002193396,0.0002234442,0.00000971723,0.00001405498],"genre_scores_gemma":[0.9957808,0.0003213914,0.003451413,0.0003793174,0.00001458165,0.000008080779,0.00001276321,0.000005947885,0.00002565371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1069686,"threshold_uncertainty_score":0.6491755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05960277583349324,"score_gpt":0.3638298953263333,"score_spread":0.30422711949284,"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."}}