{"id":"W2153983947","doi":"10.1007/s00408-013-9517-x","title":"Lung Cancer Screening: Review and Performance Comparison Under Different Risk Scenarios","year":2013,"lang":"en","type":"review","venue":"Lung","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Lung cancer screening; Medicine; Lung cancer; Smoking cessation; Intensive care medicine; Cancer; Cancer screening; Stage (stratigraphy); Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001315455,0.0006829156,0.003297046,0.0001057893,0.0001539572,0.00005279456,0.0001446964,0.0002388262,0.0007100762],"category_scores_gemma":[0.00001673724,0.0004191367,0.0004204755,0.0001921219,0.00006131542,0.00007865464,0.0001297536,0.0006714886,0.00003858995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007226373,"about_ca_system_score_gemma":0.0001784675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003087658,"about_ca_topic_score_gemma":0.00003890602,"domain_scores_codex":[0.9976937,0.0001175725,0.0007513701,0.0006647764,0.0003370549,0.0004355859],"domain_scores_gemma":[0.9983025,0.0001274717,0.0005723807,0.0006171953,0.00008046919,0.0002999595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005437797,0.0001163764,0.03029384,0.1827915,0.001403,0.00000464699,0.00002283295,0.0000011569,8.928602e-9,0.000008949221,0.02969161,0.7556607],"study_design_scores_gemma":[0.0006927176,0.0001236974,0.00446938,0.2364739,0.03030649,0.00003296264,0.000004022222,0.0005434074,5.459531e-7,5.864104e-7,0.7269368,0.0004155723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002380365,0.9946566,0.00002868334,0.0004762671,0.0002595682,0.00386701,0.00005983806,0.00006719142,0.0003468147],"genre_scores_gemma":[0.0003222199,0.9952708,0.0001311753,0.0004690381,0.0002907072,0.001938904,0.0001735581,0.00009456163,0.001308958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7552451,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424865860292745,"score_gpt":0.3861932702607885,"score_spread":0.3319446116578611,"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."}}