{"id":"W2912397527","doi":"10.1148/radiol.2019182891","title":"The Complementary Roles of the Vancouver Risk Calculator and Lung-RADS in Lung Cancer Screening","year":2019,"lang":"en","type":"letter","venue":"Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Malignancy; Lung cancer screening; Calculator; Lung; National Lung Screening Trial; Radiology; Medical physics; Nuclear medicine; Oncology; Internal medicine","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":[0.0001921806,0.0002409982,0.0006263333,0.00006166552,0.00009992899,0.000006773712,0.0001788859,0.000293551,0.00007579249],"category_scores_gemma":[0.00002197884,0.0001222448,0.0001504237,0.00008238997,0.0002133145,0.00001779454,0.000111097,0.0008443632,8.119553e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003807838,"about_ca_system_score_gemma":0.0001479512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002969171,"about_ca_topic_score_gemma":0.006330354,"domain_scores_codex":[0.9985265,0.0002378426,0.0003448872,0.0003542231,0.0001882741,0.0003482409],"domain_scores_gemma":[0.9986908,0.0004675584,0.0002719856,0.0005067498,0.00003549635,0.00002736429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003813513,0.00001075508,0.4398465,0.000145717,0.0005535481,0.00002467974,0.000100594,0.00002712437,0.00000288743,0.00001385923,0.5584608,0.0007753904],"study_design_scores_gemma":[0.002971246,0.0001385556,0.2654184,0.0007633757,0.0012647,0.00003832786,0.00005820419,0.001022764,0.0000449502,0.00004021824,0.7280527,0.0001866114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.193189,0.09694099,0.00003798235,0.7024761,0.003435442,0.002886813,0.0006030405,0.00002633778,0.0004042741],"genre_scores_gemma":[0.4750234,0.01845546,0.0001936323,0.498803,0.004473936,0.0006357494,0.000219585,0.0001384643,0.002056719],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2818345,"threshold_uncertainty_score":0.4984997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009960534830565101,"score_gpt":0.2855536886422284,"score_spread":0.2755931538116633,"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."}}