{"id":"W2790034830","doi":"10.1093/jncics/pkx010","title":"Factors Associated With Small Aggressive Non–Small Cell Lung Cancers in the National Lung Screening Trial: A Validation Study","year":2018,"lang":"en","type":"article","venue":"JNCI Cancer Spectrum","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Brock University; Alberta Health Services","funders":"","keywords":"Medicine; Internal medicine; Lung cancer; Odds ratio; Oncology; National Lung Screening Trial; Logistic regression; Confidence interval; Family history; Univariate analysis; Lung; Cohort; Cancer; Lung cancer screening; Multivariate analysis","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":[0.02184128,0.0007613766,0.001059094,0.0003269852,0.0005617622,0.001409868,0.001237034,0.00133254,0.001419075],"category_scores_gemma":[0.02946792,0.0005056052,0.001597022,0.000825379,0.0008069786,0.0007751959,0.0008379858,0.00126361,0.0002953671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039513,"about_ca_system_score_gemma":0.00128745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699724,"about_ca_topic_score_gemma":0.002314724,"domain_scores_codex":[0.9885168,0.009266239,0.000466138,0.0008246682,0.0005779231,0.0003482271],"domain_scores_gemma":[0.9666277,0.01817971,0.006815404,0.004698556,0.001872097,0.001806571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02492304,0.0005877994,0.9679634,0.0001378619,0.001969749,0.0001378698,0.0001502543,0.0003797725,0.0003971909,0.0001002766,0.0006641002,0.002588691],"study_design_scores_gemma":[0.006592106,0.004384711,0.9813733,0.00008010444,0.002695329,0.0005104527,0.0001487019,0.00265811,0.000296987,0.0002125622,0.001018081,0.00002957726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976941,0.0005862981,0.000377678,0.0001191801,0.00002607296,0.0001696748,0.0006289086,0.000006841063,0.0003913531],"genre_scores_gemma":[0.9977543,0.0001304634,0.0003842492,0.00009362472,0.00003799832,0.0001763629,0.001264105,0.000006028088,0.0001529776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02184128,"threshold_uncertainty_score":0.1155092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06144544541069428,"score_gpt":0.3578060002387793,"score_spread":0.296360554828085,"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."}}