{"id":"W2794921186","doi":"10.1093/ecco-jcc/jjy035","title":"Development of Reliable, Valid and Responsive Scoring Systems for Endoscopy and Histology in Animal Models for Inflammatory Bowel Disease","year":2018,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Robarts Clinical Trials","funders":"Janssen Prevention Center","keywords":"Intraclass correlation; Endoscopy; Histology; Medicine; Inflammatory bowel disease; Gastroenterology; Colitis; Spearman's rank correlation coefficient; Correlation; Internal medicine; Pathology; Disease; Psychometrics; Statistics; Mathematics","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":[0.000369755,0.0001051919,0.0001938282,0.0000882212,0.00007964644,0.00002058236,0.0000511275,0.00007523868,7.795375e-7],"category_scores_gemma":[0.000111072,0.0001014905,0.00003848024,0.00001691103,0.0001402792,0.00001778542,0.00004958918,0.00003945559,4.302905e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370136,"about_ca_system_score_gemma":0.0003478659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003344206,"about_ca_topic_score_gemma":0.00002043165,"domain_scores_codex":[0.9991282,0.00003494735,0.0004283205,0.000157083,0.00007639037,0.0001751095],"domain_scores_gemma":[0.9991689,0.0000310189,0.0002523123,0.00008379095,0.0003031376,0.0001607958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5351317,0.0006869262,0.1606797,0.01304514,0.001317145,0.001785389,0.008364704,0.0008250664,0.2251092,0.03857819,0.007140826,0.007336012],"study_design_scores_gemma":[0.005231523,0.001080782,0.9613547,0.0005160713,0.0001143595,0.000156884,0.0006061536,0.002248975,0.01168427,0.00156618,0.01509273,0.0003474003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953126,0.002920067,0.00121897,0.00003146739,0.0001147727,0.0003331371,0.0000382865,0.000001339744,0.00002932808],"genre_scores_gemma":[0.996198,0.0003170721,0.003173919,0.00004070706,0.0001575711,0.00004136463,0.00000361298,0.0000136341,0.00005410197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8006749,"threshold_uncertainty_score":0.4138664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146634112333725,"score_gpt":0.2625618590947781,"score_spread":0.2478984478614056,"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."}}