{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0135415,0.0006292714,0.002016643,0.0006839188,0.0002762588,0.001215294,0.0006567793,0.0007548476,0.0009181927],"category_scores_gemma":[0.03244079,0.0002591274,0.001346187,0.0009246256,0.0004918172,0.0008080362,0.0005846376,0.001366562,0.0001607865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370355,"about_ca_system_score_gemma":0.001109151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004673081,"about_ca_topic_score_gemma":0.006568358,"domain_scores_codex":[0.9848613,0.01141562,0.0005486818,0.0009330295,0.001960975,0.0002804816],"domain_scores_gemma":[0.9788269,0.01497109,0.002687039,0.001343932,0.001234547,0.000936524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2412405,0.0004172943,0.6512019,0.0007722354,0.009365195,0.0001442926,0.0001029241,0.007959873,0.0005051954,0.0009413423,0.002614487,0.08473474],"study_design_scores_gemma":[0.03013766,0.01920558,0.8515776,0.0005102061,0.01035584,0.0008311981,0.0001906054,0.07837449,0.0009425613,0.002859435,0.004830512,0.0001843075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826328,0.01168602,0.001171132,0.000587887,0.0000844142,0.0002272178,0.0005489964,0.00004372715,0.003017706],"genre_scores_gemma":[0.9961048,0.001076103,0.001047126,0.0002366054,0.00008952028,0.0001320659,0.000878719,0.0000144932,0.0004206246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135415,"threshold_uncertainty_score":0.0716151,"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."}}