{"id":"W3178565027","doi":"10.1158/1538-7445.am2021-2539","title":"Abstract 2539: DNA content and chromatin texture measurement to predict malignant transformation in low-grade oral dysplasia","year":2021,"lang":"en","type":"article","venue":"Cancer Research","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Cancer; Malignant transformation; Dysplasia; Medicine; Malignancy; Biopsy; Lesion; Pathology; Internal 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":[0.0004166321,0.000286259,0.0002810594,0.001124942,0.0002343266,0.0004742992,0.0001941428,0.0003580038,0.001848123],"category_scores_gemma":[0.0009982659,0.0001402682,0.0001580635,0.0004864457,0.0001697061,0.0001704711,0.000234578,0.0002456797,0.0005207987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003568165,"about_ca_system_score_gemma":0.000180903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004516215,"about_ca_topic_score_gemma":0.007975252,"domain_scores_codex":[0.9998771,0.00002302045,0.00001475782,0.00002304984,0.00004720513,0.00001480441],"domain_scores_gemma":[0.9996594,0.00008724232,0.00006869176,0.00002317307,0.0001088254,0.00005275083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001444172,0.0001370349,0.9172698,0.00009236249,0.00004411857,0.0001405974,0.00007244721,0.000628256,0.04291031,0.00003094363,0.0005118446,0.03671803],"study_design_scores_gemma":[0.00002864854,0.0003662873,0.9847172,0.00001181245,0.00002833898,0.0005458604,0.00009774844,0.006033938,0.007549144,0.00006098895,0.0005508548,0.000009054347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968466,0.0003935718,0.00149021,0.00003569665,0.000006917684,0.0000421525,0.0004437484,0.00005767522,0.0006834402],"genre_scores_gemma":[0.996794,0.00008516814,0.001889003,0.00001427408,0.000004460504,0.00002179615,0.0005349919,0.00000578049,0.0006504951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004516215,"threshold_uncertainty_score":0.008979857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870885820253475,"score_gpt":0.4239755846863233,"score_spread":0.2368870026609758,"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."}}