{"id":"W2905667684","doi":"10.1038/s41586-018-0811-x","title":"Age-related remodelling of oesophageal epithelia by mutated cancer drivers","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":648,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Ministry of Education, Science and Technology","keywords":"Biology; Epithelium; Cancer; Ageing; Gene; Phenotype; Mutation; Alcohol consumption; Cancer research; Pathology; Genetics; Medicine; Alcohol","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":[0.0002421372,0.0002292137,0.0002230471,0.000360694,0.000179713,0.0007284491,0.0002422894,0.0004923386,0.002341697],"category_scores_gemma":[0.0003914387,0.0002711505,0.000276507,0.0002009223,0.000300643,0.0006114452,0.0005377023,0.000432874,0.0005871794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339358,"about_ca_system_score_gemma":0.0001574349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005847305,"about_ca_topic_score_gemma":0.0007393616,"domain_scores_codex":[0.9997995,0.00002589737,0.00001704136,0.00004487964,0.00006073969,0.00005185278],"domain_scores_gemma":[0.9998287,0.00002198213,0.00005849739,0.00003283172,0.00001768546,0.00004034994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002504616,0.0000139308,0.01009803,0.000058626,0.00003066229,0.001455702,0.0001231069,0.0003208158,0.9802955,0.001347706,0.0003365537,0.005668955],"study_design_scores_gemma":[0.00004401303,0.0003871081,0.2050832,0.00003915179,0.0001210705,0.02190351,0.0006576264,0.002453351,0.7358759,0.002153356,0.03123612,0.00004561254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925834,0.003294609,0.00162267,0.0001876277,0.00006006501,0.00000882143,0.0003843781,0.00009563054,0.001762829],"genre_scores_gemma":[0.9956141,0.001391283,0.0005008331,0.00005379525,0.000010889,0.000005152534,0.0002427788,0.00002909441,0.002152126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002341697,"threshold_uncertainty_score":0.007833719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004007608081234485,"score_gpt":0.2482489952359924,"score_spread":0.2442413871547579,"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."}}