{"id":"W2111808908","doi":"10.1186/1475-2867-7-2","title":"Clinical implications and utility of field cancerization","year":2007,"lang":"en","type":"article","venue":"Cancer Cell International","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":290,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pyrogenesis (Canada); Ontario Genomics","funders":"","keywords":"Field cancerization; Epigenetics; Cancer; Biology; Population; Phenotype; Pathology; Cancer research; Bioinformatics; Medicine; Genetics; Gene","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":[0.002432001,0.000394474,0.0006163568,0.0006794934,0.0004451045,0.001443772,0.0005883569,0.001143555,0.004359248],"category_scores_gemma":[0.007747028,0.0001153686,0.0004149436,0.0004471643,0.001646928,0.001635085,0.000756034,0.001340118,0.0007294036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001041896,"about_ca_system_score_gemma":0.0006911228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005977303,"about_ca_topic_score_gemma":0.000537542,"domain_scores_codex":[0.9989104,0.000476572,0.00005129978,0.0001965667,0.0002992845,0.00006585704],"domain_scores_gemma":[0.9965918,0.00201201,0.0004574637,0.0002567109,0.0005151829,0.0001668227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005915713,0.0001118357,0.0503801,0.001139031,0.00008525108,0.002794564,0.0005476334,0.002204603,0.007450845,0.04026983,0.01114098,0.8832838],"study_design_scores_gemma":[0.0001958806,0.003697513,0.1266672,0.003478084,0.0006909819,0.1091633,0.003419453,0.007662685,0.03582821,0.2152899,0.4936628,0.0002440704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1746466,0.5862601,0.08195397,0.05355886,0.002129888,0.0001648572,0.0003527456,0.0006783018,0.1002547],"genre_scores_gemma":[0.8805751,0.09124618,0.01577762,0.0040338,0.001562728,0.0000843276,0.0001515052,0.0001004622,0.006468264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004359248,"threshold_uncertainty_score":0.01458311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917036098519938,"score_gpt":0.3512983385465718,"score_spread":0.3321279775613725,"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."}}