{"id":"W2898372257","doi":"10.1136/gutjnl-2018-317547","title":"Definitions of response and remission for the Robarts Histopathology Index","year":2018,"lang":"en","type":"letter","venue":"Gut","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Genentech; Biogen; Takeda Oncology; Pfizer; Eli Lilly and Company","keywords":"Lamina propria; Plasmacytosis; Histopathology; Pathology; Medicine; Histology; Basal (medicine); Ulcerative colitis; Gastroenterology; Internal medicine; Epithelium; Disease","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":[0.0002581873,0.0001340421,0.000118242,0.00003865115,0.0001016591,0.000007321152,0.0001580934,0.0005097244,0.00001918533],"category_scores_gemma":[0.0003679193,0.0001034855,0.00009170188,0.00001681145,0.0002626229,9.793775e-7,0.00009521646,0.0001596206,0.000005116965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000105054,"about_ca_system_score_gemma":0.0001362286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001926865,"about_ca_topic_score_gemma":0.000005412669,"domain_scores_codex":[0.9992059,0.0001380785,0.0001680858,0.000254023,0.00007272534,0.0001611402],"domain_scores_gemma":[0.9991706,0.00008754895,0.0001261496,0.0004734384,0.0001129795,0.00002930655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008103694,0.000007318261,0.0002774015,0.0000729134,0.00001902241,0.00006074,0.00002519759,9.984903e-7,0.02890115,0.00003100412,0.9696937,0.000100176],"study_design_scores_gemma":[0.0003419117,0.0001180551,0.01771636,0.00002682276,0.00006639635,0.00003964386,0.000006922672,0.000009855076,0.0009868656,0.0005935434,0.9799538,0.0001398624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6710401,0.003441147,0.003900262,0.3133938,0.001754068,0.00215567,0.00169245,0.00004722641,0.002575224],"genre_scores_gemma":[0.3089842,0.001313605,0.002075377,0.6595856,0.01083259,0.0007549698,0.002906423,0.0002762048,0.01327105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.362056,"threshold_uncertainty_score":0.4220017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118199675312421,"score_gpt":0.2489072903319092,"score_spread":0.227725293578785,"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."}}