{"id":"W2160237511","doi":"10.1093/hmg/ddt657","title":"Recurrent genomic alterations in sequential progressive leukoplakia and oral cancer: drivers of oral tumorigenesis?","year":2014,"lang":"en","type":"article","venue":"Human Molecular Genetics","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Toronto General Hospital; Ontario Institute for Cancer Research; McMaster University; Vancouver General Hospital","funders":"European Hematology Association","keywords":"Leukoplakia; Biology; Carcinogenesis; Comparative genomic hybridization; Cancer; Cancer research; Oral leukoplakia; Malignant transformation; Dysplasia; Malignancy; Gene duplication; Genetics; Gene; Pathology; Genome; Medicine","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":[0.0004104254,0.0002704655,0.0004093723,0.0006748662,0.0001824315,0.0005185814,0.0003619354,0.0004458559,0.001985704],"category_scores_gemma":[0.0009672895,0.0002319375,0.0001946895,0.000701774,0.0005557696,0.0006749044,0.0004341001,0.0003049573,0.0005121029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265484,"about_ca_system_score_gemma":0.0002305454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500999,"about_ca_topic_score_gemma":0.001905013,"domain_scores_codex":[0.9997414,0.00002111574,0.00001844108,0.00008861111,0.00007169947,0.00005862106],"domain_scores_gemma":[0.999571,0.00007063436,0.0002061939,0.00005587217,0.00004369159,0.00005255837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008040877,0.00007780649,0.7986034,0.0001879244,0.0001349974,0.003307845,0.0007345507,0.0003699354,0.1242851,0.0008428656,0.0003534443,0.07029792],"study_design_scores_gemma":[0.000020266,0.0002791527,0.9697006,0.0000299737,0.0001714036,0.01109771,0.0006586273,0.0007420811,0.01278514,0.0008657571,0.003620588,0.0000286406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962592,0.002118594,0.0007293213,0.0001383571,0.000005425275,0.000009638974,0.0001563099,0.00002360264,0.0005594778],"genre_scores_gemma":[0.9981699,0.0009714519,0.000241838,0.00002982963,0.00002487011,0.000006239668,0.0001402728,0.000005579275,0.0004100508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001985704,"threshold_uncertainty_score":0.006642818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978675074294392,"score_gpt":0.350541684463046,"score_spread":0.3207549337201021,"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."}}