{"id":"W4414918545","doi":"10.1111/jop.70070","title":"Clinical Features Associated With Malignant Transformation of Low‐Grade Dysplasia","year":2025,"lang":"en","type":"article","venue":"Journal of Oral Pathology and Medicine","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Canadian Centre for Applied Research in Cancer Control; University of British Columbia","funders":"National Institute of Dental and Craniofacial Research; National Institutes of Health","keywords":"Malignant transformation; Dysplasia; Lesion; Cancer; Incidence (geometry); Epithelial dysplasia","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":[0.0006762568,0.0002414917,0.0002329308,0.0009711079,0.0003443479,0.0006081504,0.0004251514,0.000377115,0.002449291],"category_scores_gemma":[0.00378136,0.000184937,0.0005045477,0.0007082202,0.0003248122,0.0002196208,0.0004079539,0.0004063268,0.0002460951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003750251,"about_ca_system_score_gemma":0.0004735078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004403379,"about_ca_topic_score_gemma":0.005858431,"domain_scores_codex":[0.9996141,0.0001232697,0.00004880406,0.00008196044,0.00008299934,0.00004885472],"domain_scores_gemma":[0.9972907,0.0005619341,0.001449251,0.0001757093,0.0002569309,0.0002655184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007617948,0.00001319041,0.9989426,0.0000099554,0.00002104248,0.00002783965,0.0000145195,0.00007145727,0.00009155435,0.00001208261,0.00004325608,0.000676435],"study_design_scores_gemma":[0.000006432251,0.00007065393,0.9984882,0.0000107788,0.00004203918,0.0003160552,0.00006807187,0.0006777242,0.00009650544,0.00006046867,0.0001594597,0.000003523064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980701,0.0003309053,0.0003145903,0.00007284299,0.000004153151,0.00002355453,0.0004119882,0.00001260033,0.0007592868],"genre_scores_gemma":[0.9995296,0.00003651615,0.0001493537,0.00000741928,0.000003138194,0.000006869655,0.0001890146,0.00000107204,0.0000771023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004403379,"threshold_uncertainty_score":0.008755505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108031985974734,"score_gpt":0.3881219625284755,"score_spread":0.3570416426687281,"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."}}