{"id":"W3095358211","doi":"10.1183/13993003.02682-2020","title":"Validation of Lung EpiCheck, a novel methylation-based blood assay, for the detection of lung cancer in European and Chinese high-risk individuals","year":2020,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"National Cancer Institute","keywords":"Lung cancer; Medicine; Internal medicine; Lung; COPD; Stage (stratigraphy); Oncology; Cancer; Gastroenterology; Biology","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":[0.004875158,0.000552471,0.0003850984,0.001022375,0.0004205471,0.000574008,0.0006664898,0.0009183213,0.0008334209],"category_scores_gemma":[0.004661148,0.0002700991,0.0003799322,0.0004667128,0.0004338496,0.0003274956,0.0006574306,0.0004597045,0.0004211738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004819446,"about_ca_system_score_gemma":0.0006858213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180094,"about_ca_topic_score_gemma":0.005308578,"domain_scores_codex":[0.9980716,0.0005724032,0.0001124579,0.0006650488,0.0004828211,0.00009570681],"domain_scores_gemma":[0.9984079,0.0004482337,0.0003529973,0.0002493708,0.0004144703,0.0001270988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003029783,0.0003440632,0.8212785,0.0002647834,0.0006326487,0.0002484703,0.0003358595,0.004575802,0.09003706,0.0003938339,0.001774558,0.07708474],"study_design_scores_gemma":[0.0002239952,0.001516823,0.92118,0.00004650746,0.0003491538,0.002784234,0.00007868988,0.01831815,0.05118476,0.000268269,0.003995108,0.00005425924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851546,0.001063219,0.009390168,0.0001518581,0.00002449431,0.0001625432,0.001666491,0.0002258689,0.0021606],"genre_scores_gemma":[0.9862015,0.0001976041,0.01002561,0.000145437,0.0000153349,0.00009638687,0.00239248,0.00002258642,0.0009030713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004875158,"threshold_uncertainty_score":0.02578259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436413106762394,"score_gpt":0.3015158197512931,"score_spread":0.2771516886836692,"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."}}