{"id":"W2883461409","doi":"10.1097/01.cot.0000544200.02646.06","title":"Genome-Wide Sequencing Detects Early Stage Lung Cancer From Blood Samples","year":2018,"lang":"en","type":"article","venue":"Oncology Times","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Indel; Cancer; Genome; Stage (stratigraphy); DNA sequencing; Cell-free fetal DNA; Biology; Oncology; Computational biology; DNA; Gene; Internal medicine; Medicine; Single-nucleotide polymorphism; Genetics; Genotype","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003990034,0.0006476951,0.0005006347,0.00147986,0.0005735297,0.002118793,0.0005763851,0.001972334,0.003450971],"category_scores_gemma":[0.009272155,0.0003615132,0.0008288149,0.0007900752,0.0006492052,0.0009853321,0.0006850848,0.003683572,0.002116009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008994888,"about_ca_system_score_gemma":0.001267213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005473115,"about_ca_topic_score_gemma":0.008479199,"domain_scores_codex":[0.9977459,0.000601545,0.0001877404,0.0004893712,0.0007650161,0.0002104181],"domain_scores_gemma":[0.9957978,0.001612352,0.0003881884,0.0002999776,0.001483945,0.0004177792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008125961,0.000279102,0.1240535,0.0009458805,0.0005104288,0.0008003192,0.0006381453,0.0006616596,0.03683911,0.005353395,0.4737114,0.3553946],"study_design_scores_gemma":[0.0003141238,0.0008209823,0.09744292,0.001380326,0.0005766551,0.002481361,0.0008275508,0.002414196,0.03513227,0.01293305,0.8454804,0.000196122],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1573411,0.09512106,0.07127483,0.4846401,0.06874199,0.001090171,0.0313343,0.005031058,0.08542537],"genre_scores_gemma":[0.4593122,0.06547957,0.0710454,0.2930943,0.02578971,0.0009704762,0.02304123,0.0009324455,0.0603347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005473115,"threshold_uncertainty_score":0.02110159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361494847394373,"score_gpt":0.2735475298504267,"score_spread":0.259932581376483,"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."}}