{"id":"W2913930181","doi":"10.1148/radiol.2018181050","title":"Vancouver Risk Calculator Compared with ACR Lung-RADS in Predicting Malignancy: Analysis of the National Lung Screening Trial","year":2019,"lang":"en","type":"article","venue":"Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; National Lung Screening Trial; Lung; Lung cancer; Nodule (geology); Radiology; Lung cancer screening; Internal medicine; Nuclear 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":[0.0002846855,0.0001201148,0.0005787386,0.0001813572,0.00003945876,0.000003463827,0.00008583046,0.00008516276,0.0001224534],"category_scores_gemma":[0.00006702248,0.00007139896,0.0001748398,0.0005634634,0.00005887568,0.0000335534,0.00002887374,0.0001511357,0.000001204225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003099244,"about_ca_system_score_gemma":0.0001463777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003993281,"about_ca_topic_score_gemma":0.001036211,"domain_scores_codex":[0.9988212,0.0001353887,0.0003156566,0.0002725659,0.0002628195,0.0001923617],"domain_scores_gemma":[0.9992114,0.0002092506,0.0002321244,0.0002213173,0.00008207983,0.00004379693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003184219,0.0001262915,0.9817543,0.00002859022,0.002520801,0.000005544704,0.0002817852,0.01092355,0.00003125836,0.00009015623,0.0009806105,0.00007288588],"study_design_scores_gemma":[0.02664759,0.0002875639,0.9172596,0.0001441461,0.002011798,0.000007084004,0.00005943468,0.0532602,0.0000787928,0.000007693726,0.0001611441,0.00007493493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997604,0.0004106042,0.0001291902,0.0001582717,0.0002919775,0.0007173527,0.00004370218,0.0000138884,0.0006309879],"genre_scores_gemma":[0.9992288,0.00002378581,0.0002916236,0.000133688,0.0001225723,0.00006053899,0.0000264656,0.00001100957,0.0001014612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06449469,"threshold_uncertainty_score":0.2911565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238539262414713,"score_gpt":0.2853692734418348,"score_spread":0.2729838808176877,"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."}}