{"id":"W2912028404","doi":"10.5772/intechopen.81064","title":"Oncogenetics of Lung Cancer Induced by Environmental Carcinogens","year":2019,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Canadian Cancer Society; Occupational Cancer Research Centre; Dalhousie University","funders":"Canadian Institutes of Health Research; University of British Columbia; Canada Research Chairs","keywords":"Carcinogen; Lung cancer; Epigenetics; Cancer research; DNA damage; Biology; Lung; Tobacco smoke; Medicine; Gene; Pathology; Genetics; DNA; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003275459,0.000654387,0.0006972025,0.00009781896,0.0001089753,0.00002297693,0.0007560367,0.0006051376,0.01317383],"category_scores_gemma":[0.00001288626,0.0006968219,0.0002291826,0.00001819466,0.0005215563,0.00008060539,0.0009858375,0.0009248126,0.0014778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001473582,"about_ca_system_score_gemma":0.0001025818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008865605,"about_ca_topic_score_gemma":0.0002019927,"domain_scores_codex":[0.9965504,0.00006231233,0.0007585586,0.001163677,0.0008772978,0.0005877375],"domain_scores_gemma":[0.9980043,0.00009547498,0.0006247052,0.001004769,0.000007158294,0.0002636222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001206317,0.0001507923,0.01611114,0.0002240502,0.0005746532,0.00006299765,0.001582392,0.0000727196,0.7376677,0.0006132884,0.01271699,0.2301026],"study_design_scores_gemma":[0.001536751,0.0004868673,0.003394481,0.0008826868,0.0005863708,0.00002348881,0.0001239377,0.0002188881,0.162352,0.0008238197,0.8270888,0.002481921],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1137346,0.0004152124,0.0001070061,0.00006770174,0.0003112245,0.002048885,0.0008197893,0.00004099933,0.8824545],"genre_scores_gemma":[0.6424379,0.0003534547,0.0001464991,0.0007379852,0.0000727181,0.00006743663,0.00007022118,0.0002061603,0.3559076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8143718,"threshold_uncertainty_score":0.9995483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767856767476352,"score_gpt":0.2584982644121687,"score_spread":0.2408196967374052,"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."}}