{"id":"W4406542780","doi":"10.1002/hed.28070","title":"Risk of Malignant Transformation of Oral Lichen Planus and Oral Lichenoid Lesions: A Single Centre, 10‐Year Review","year":2025,"lang":"en","type":"article","venue":"Head & Neck","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Canadian Association of Oral and Maxillofacial Surgeons","keywords":"Oral lichen planus; Dermatology; Medicine; Malignant transformation; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002742696,0.0001244712,0.0004060079,0.00006412167,0.00007098473,0.000004547878,0.00006746971,0.0001177221,0.0001929239],"category_scores_gemma":[0.00006432067,0.0001022622,0.00007744346,0.0001734261,0.00006203135,0.00007834411,0.00002594484,0.0001143332,0.00007645533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003170812,"about_ca_system_score_gemma":0.0000573687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002613388,"about_ca_topic_score_gemma":0.0003763441,"domain_scores_codex":[0.9988313,0.0001963688,0.0004925067,0.0001738772,0.0001146931,0.0001913115],"domain_scores_gemma":[0.9993988,0.00007357587,0.0001731691,0.0002241821,0.00007240767,0.00005781263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002673089,0.00489751,0.5095623,0.04237048,0.000816155,0.000317095,0.004003608,0.00001345159,0.002107069,0.01224822,0.04655316,0.3744379],"study_design_scores_gemma":[0.009977175,0.002099697,0.8715118,0.01668386,0.002011858,0.0001296674,0.0006377412,0.0001674127,0.02251404,0.003391157,0.07025167,0.0006239738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744854,0.02127406,0.00005824566,0.0007394177,0.0001347943,0.0005915951,0.000182526,0.00003155416,0.002502415],"genre_scores_gemma":[0.9912708,0.005894384,0.001079065,0.0002982581,0.00001017862,0.00001828607,0.00007019697,0.000009368594,0.001349399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3738139,"threshold_uncertainty_score":0.4170133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03467612446690772,"score_gpt":0.3321248824425819,"score_spread":0.2974487579756742,"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."}}