{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04541563,0.0005408853,0.0008970239,0.007685778,0.002361524,0.002862118,0.003766011,0.001748768,0.0045236],"category_scores_gemma":[0.06307022,0.0004679408,0.001201308,0.004552999,0.001159218,0.001605142,0.005929722,0.001901687,0.002052561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004289556,"about_ca_system_score_gemma":0.01396078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334727,"about_ca_topic_score_gemma":0.01755981,"domain_scores_codex":[0.9647871,0.01089203,0.006774253,0.002544938,0.01307234,0.001929215],"domain_scores_gemma":[0.9305778,0.005895395,0.004186338,0.00504961,0.05093627,0.003354645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004341493,0.000181925,0.1703107,0.001776034,0.0002251611,0.0006871068,0.006272028,0.001785471,0.003054985,0.01938677,0.1595933,0.6362924],"study_design_scores_gemma":[0.0001534511,0.0003498177,0.1500808,0.003632424,0.0002141521,0.003073217,0.008354631,0.005728454,0.003235771,0.01806141,0.8069099,0.0002059552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3549026,0.04143569,0.1923884,0.05143638,0.02527778,0.01374054,0.01478146,0.001853194,0.304184],"genre_scores_gemma":[0.5843318,0.01202477,0.3427159,0.005838056,0.001863563,0.00579796,0.01972363,0.0005977008,0.02710679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04541563,"threshold_uncertainty_score":0.2401837,"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."}}