{"id":"W4380148703","doi":"10.1016/j.cgh.2023.05.029","title":"Standardizing Scoring Conventions for Crohn’s Disease Endoscopy: An International RAND/UCLA Appropriateness Study","year":2023,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; St. Paul's Hospital; McGill University Health Centre; University of Calgary; Western University","funders":"NIHR Oxford Biomedical Research Centre; NIHR Bristol Biomedical Research Centre","keywords":"Medicine; Appropriateness criteria; Crohn's disease; Endoscopy; MEDLINE; Crohn disease; Medical physics; General surgery; Internal medicine; Disease; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05244537,0.0008275846,0.0008844854,0.003247026,0.0009934518,0.001956764,0.001895393,0.00126293,0.001172551],"category_scores_gemma":[0.1122487,0.0004257981,0.001688832,0.003358206,0.001158947,0.001479427,0.00206747,0.001369851,0.0005067009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001988955,"about_ca_system_score_gemma":0.001912169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006407557,"about_ca_topic_score_gemma":0.007847442,"domain_scores_codex":[0.9520676,0.0318212,0.00562448,0.002902476,0.006857406,0.0007269215],"domain_scores_gemma":[0.8917054,0.04850217,0.01940152,0.01585264,0.0224936,0.002044734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001382106,0.0002537975,0.9704977,0.0001042364,0.0005585714,0.00008023945,0.001696492,0.0008772757,0.0005642802,0.00101478,0.004219691,0.01875084],"study_design_scores_gemma":[0.0003133171,0.0008305645,0.9836301,0.0001577711,0.0004673699,0.0004008465,0.002181864,0.004827332,0.0009094127,0.0007474236,0.005450072,0.00008398409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733284,0.00127697,0.01379879,0.000481282,0.0001519505,0.001041715,0.002554835,0.00009893547,0.007267193],"genre_scores_gemma":[0.9843311,0.0001979182,0.01198368,0.000193423,0.00002941152,0.0005218654,0.00230241,0.0001089245,0.0003312152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05244537,"threshold_uncertainty_score":0.2773609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04678891633906634,"score_gpt":0.3767626386036806,"score_spread":0.3299737222646142,"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."}}