{"id":"W4413571502","doi":"10.1002/hed.70012","title":"The Importance of Recognition and Management of Oral Lichen Planus: Navigating Epidemiology, Pathogenesis, Cancer Risk, and Advances in Management","year":2025,"lang":"en","type":"review","venue":"Head & Neck","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Oral lichen planus; Etiology; Pathogenesis; Epidemiology; Medicine; Dermatology; Cancer; Immune dysregulation; Immunology; Immune system; Bioinformatics; Pathology; Internal medicine; 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":[0.001154171,0.0002789277,0.00125078,0.00006543835,0.0001281565,0.00000443017,0.0001265898,0.0002106657,0.000009786601],"category_scores_gemma":[0.00004418299,0.0001953268,0.0001082021,0.000213585,0.0001548057,0.00005292404,0.0001640256,0.000313552,0.000005450479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007426235,"about_ca_system_score_gemma":0.00003522867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002667077,"about_ca_topic_score_gemma":0.002064515,"domain_scores_codex":[0.9973613,0.0006638995,0.001105618,0.0004730226,0.00009186399,0.0003042709],"domain_scores_gemma":[0.9979771,0.0006954622,0.0009459769,0.000308238,0.00002704408,0.00004612115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003203926,0.00004275981,0.06200425,0.05912951,0.0001395555,0.00009567277,0.00002115295,6.52397e-7,8.957946e-9,0.000231173,0.0000361077,0.8782671],"study_design_scores_gemma":[0.002612295,0.0003504984,0.278585,0.2226619,0.004449649,0.0001208164,0.0004839312,0.00001257693,0.000002661563,0.007980729,0.4819849,0.0007550191],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01195532,0.9857065,0.000007807159,0.00003823279,0.0002249393,0.001311087,0.0004732887,0.00001238014,0.0002704233],"genre_scores_gemma":[0.0002067043,0.996828,0.00196641,0.00003643295,0.00001562716,0.0006597335,0.0001247091,0.00001460377,0.0001477426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8775121,"threshold_uncertainty_score":0.7965194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09753980686203952,"score_gpt":0.4449184907347993,"score_spread":0.3473786838727598,"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."}}