{"id":"W2056661251","doi":"10.1038/sj.bjc.6605905","title":"Abnormal DNA content in oral epithelial dysplasia is associated with increased risk of progression to carcinoma","year":2010,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network; University of Toronto; Ontario Institute for Cancer Research","funders":"Ontario Ministry of Health and Long-Term Care; Nathaniel Wharton Fund; Princess Margaret Hospital Foundation","keywords":"Epithelial dysplasia; Dysplasia; Carcinoma; Pathology; Cancer; Medicine; Cytometry; Carcinoma in situ; Biology; Internal medicine; Flow cytometry; Immunology","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":[0.0005641525,0.0001162177,0.0004043725,0.00009335732,0.00007693982,0.0000200438,0.0001327176,0.0001568739,0.0003333987],"category_scores_gemma":[0.0001467702,0.000100993,0.00008167865,0.0001455971,0.00008120471,0.0001109532,0.00002546096,0.0005944672,0.000007836892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189024,"about_ca_system_score_gemma":0.0002798231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006811602,"about_ca_topic_score_gemma":0.05207179,"domain_scores_codex":[0.9985206,0.0001875351,0.0005352959,0.0001423532,0.0003409703,0.0002732617],"domain_scores_gemma":[0.9986807,0.00006314214,0.0006220139,0.00009553257,0.0003480079,0.0001906623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001100183,0.0003497025,0.9549434,0.00001991533,0.00009064968,0.004446998,0.0001440952,0.00000441667,0.001482328,0.000003969676,0.0004582877,0.03695602],"study_design_scores_gemma":[0.004958657,0.0007040005,0.9812591,0.0006150945,0.0001082368,0.001712397,0.00004070462,0.000008200932,0.01018044,0.00002245099,0.0002910999,0.0000996202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978313,0.00077751,0.000005803328,0.0001129492,0.0005839909,0.0002364507,0.0003513859,0.000006399921,0.00009421841],"genre_scores_gemma":[0.9990271,0.00008525885,0.0004606007,0.0001700116,0.0001181224,0.00001868597,0.000004454156,0.00001566272,0.0001001304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04526018,"threshold_uncertainty_score":0.9998021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816462621580298,"score_gpt":0.3106900109999077,"score_spread":0.2925253847841047,"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."}}