{"id":"W3013746826","doi":"10.1148/rycan.2020190021","title":"Performance of the Vancouver Risk Calculator Compared with Lung-RADS in an Urban, Diverse Clinical Lung Cancer Screening Cohort","year":2020,"lang":"en","type":"article","venue":"Radiology Imaging Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer screening; Lung cancer; Institutional review board; National Lung Screening Trial; Nodule (geology); Lung; Cohort; Radiology; Population; Retrospective cohort study; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002417163,0.0002569835,0.0007578823,0.00005378622,0.0001128947,0.000008358513,0.0002144909,0.00008707624,0.0001511841],"category_scores_gemma":[0.0000355862,0.0001634966,0.0001448822,0.0003150536,0.0003936242,0.0001458497,0.00007767817,0.0004914581,0.000001135555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004959361,"about_ca_system_score_gemma":0.0004217115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836992,"about_ca_topic_score_gemma":0.001590185,"domain_scores_codex":[0.9980768,0.0001924447,0.0004955838,0.0005818247,0.0002615558,0.000391781],"domain_scores_gemma":[0.9988239,0.00008594463,0.0003110008,0.0004275937,0.0001330372,0.0002184994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000867116,0.0001152417,0.9715428,0.0001301673,0.0005505143,0.00003079474,0.0005741235,0.004211804,0.00003553178,0.000003108966,0.02015817,0.001780574],"study_design_scores_gemma":[0.004426859,0.0001825889,0.8745142,0.0004798179,0.0009520015,0.000009393226,0.00007646938,0.1181426,0.0001414454,3.428311e-7,0.0009029855,0.0001713117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917333,0.00466308,0.00006154798,0.001854352,0.0006451595,0.0008144256,0.00007020451,0.00004563597,0.0001123277],"genre_scores_gemma":[0.9953409,0.001380277,0.0002842504,0.002212566,0.0004797521,0.0002141212,0.00001038999,0.00003697123,0.00004081582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1139308,"threshold_uncertainty_score":0.6667199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137238521110441,"score_gpt":0.3344705851896091,"score_spread":0.3130981999785047,"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."}}