{"id":"W4409283120","doi":"10.1097/pas.0000000000002385","title":"Consensus in Oral Epithelial Dysplasia Classification","year":2025,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; Vancouver General Hospital; University of Calgary; Calgary Laboratory Services; University of Toronto; Institute of Infection and Immunity; Western University","funders":"","keywords":"Medicine; Grading (engineering); Immunohistochemistry; Dysplasia; Pathology; Biopsy; Anatomical pathology; Epithelial dysplasia; Biology","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":[0.00115743,0.0001246844,0.0005253947,0.0001950338,0.00008873844,0.000007832125,0.0002411863,0.00008154136,0.00005569025],"category_scores_gemma":[0.00009304573,0.0000780577,0.000120007,0.0004230241,0.0008913862,0.00002656165,0.00004349495,0.0005559979,0.0001034723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009341748,"about_ca_system_score_gemma":0.0001411707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003176561,"about_ca_topic_score_gemma":0.00003931284,"domain_scores_codex":[0.9975559,0.001206902,0.0006642351,0.0001594207,0.0001298073,0.0002837968],"domain_scores_gemma":[0.9982718,0.0007880718,0.0005496182,0.0002273648,0.00009668824,0.00006644535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01092016,0.001373234,0.6471119,0.00003991484,0.0002199118,0.05931654,0.0006571911,0.0001359392,0.003492035,0.02924709,0.003054944,0.2444312],"study_design_scores_gemma":[0.002990915,0.0009490135,0.9700846,0.00004635388,0.00008213725,0.01200547,0.0006097235,0.00005709608,0.0002069433,0.005156498,0.007701497,0.0001097656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895573,0.0003058913,0.00009143494,0.007370371,0.0007050498,0.0001025352,0.000009607556,0.00001131503,0.001846516],"genre_scores_gemma":[0.9984818,0.0001087267,0.0004097965,0.0005336912,0.00008016108,0.000005860401,0.000001527611,0.000006849256,0.0003715606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3229727,"threshold_uncertainty_score":0.328435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02991390580198303,"score_gpt":0.3533547936950454,"score_spread":0.3234408878930623,"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."}}