{"id":"W4390428043","doi":"10.1016/j.ijom.2023.10.463","title":"MALIGNANT TRANSFORMATION OF ORAL LICHEN PLANUS AND ORAL LICHENOID LESIONS: A SINGLE CENTER, 11-YEAR REVIEW OF 1243 CASES","year":2023,"lang":"en","type":"article","venue":"International Journal of Oral and Maxillofacial Surgery","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Oral lichen planus; Medicine; Epithelial dysplasia; Biopsy; Malignant transformation; Dysplasia; Oral and maxillofacial pathology; Cancer; Population; Dermatology; Lesion; Basal cell; Pathology; Internal medicine; Dentistry","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":[0.0004221367,0.0004743343,0.0005990855,0.003418939,0.0006649813,0.001195211,0.0008740029,0.0009657103,0.00125815],"category_scores_gemma":[0.001657824,0.0004199991,0.000539438,0.003168168,0.0008163709,0.0009941875,0.0006106761,0.000354119,0.0006825491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003444205,"about_ca_system_score_gemma":0.0004339003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009393271,"about_ca_topic_score_gemma":0.00107887,"domain_scores_codex":[0.9992678,0.00008708023,0.0001975192,0.0001363455,0.0001892338,0.0001220501],"domain_scores_gemma":[0.9987556,0.0004786146,0.0003742564,0.0001234899,0.000128197,0.0001398972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004385687,0.0001752929,0.4928099,0.0009996174,0.0002259929,0.3847204,0.001449953,0.0003262498,0.007583692,0.0002711447,0.001851121,0.1091481],"study_design_scores_gemma":[0.00001799563,0.0001541998,0.2049369,0.0001984649,0.0002253547,0.7810941,0.001108223,0.0002085595,0.002062424,0.00009886351,0.009863492,0.0000315688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862695,0.1062277,0.001077858,0.0001567042,0.00007702083,0.00005545518,0.0003183702,0.00005585246,0.005761568],"genre_scores_gemma":[0.9783098,0.01993487,0.0004257729,0.000115723,0.00009501563,0.00001637962,0.0003543806,0.00002074468,0.0007273463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003418939,"threshold_uncertainty_score":0.004208982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748931359397761,"score_gpt":0.34582979292827,"score_spread":0.2683404793342924,"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."}}