{"id":"W4406694028","doi":"10.46747/cfp.710119","title":"Common white lesions of the oral cavity","year":2025,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; Centre Hospitalier de l’Université de Montréal; Université du Québec","funders":"","keywords":"White (mutation); Oral cavity; Computer science; White paper; Text mining; Medicine; Data science; World Wide Web; Natural language processing; Biology; Dentistry; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001172073,0.0003575255,0.001350928,0.0001800698,0.0003590034,0.00001390064,0.0005837987,0.0004215577,0.000007156533],"category_scores_gemma":[0.00001079371,0.0002570415,0.0006065645,0.0006138274,0.0001654395,0.00003404948,0.00009079444,0.0006031945,0.000320097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000563917,"about_ca_system_score_gemma":0.003008236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02482946,"about_ca_topic_score_gemma":0.2119265,"domain_scores_codex":[0.9980953,0.0004638676,0.000470263,0.000352303,0.0001371132,0.0004811112],"domain_scores_gemma":[0.9982887,0.0001163269,0.0002933313,0.0009955675,0.0000506943,0.0002553803],"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":[0.000001117795,0.00004633166,0.0001397003,0.005336849,0.00009612502,0.0001117989,0.00001084744,3.831271e-7,5.792494e-8,0.001152024,0.02323377,0.969871],"study_design_scores_gemma":[0.0001064246,0.00001939245,0.004103306,0.006926937,0.0007181749,0.000003159843,0.00002289927,3.550077e-7,4.45495e-7,0.0001899252,0.987718,0.0001909416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009819733,0.9229233,5.101422e-7,0.00006474388,0.001535972,0.0008292568,0.002636741,0.00002058942,0.07189067],"genre_scores_gemma":[0.0008981965,0.9793924,0.0000232006,0.01147767,0.0001680642,0.0001403016,0.0003835124,0.00005510627,0.007461559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9696801,"threshold_uncertainty_score":0.9999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06508881178119175,"score_gpt":0.3577850967588959,"score_spread":0.2926962849777042,"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."}}