{"id":"W4292255137","doi":"10.1053/j.semtcvs.2022.08.004","title":"Commentary: Brutus, Cassius, the Stars, and the Lung Cancer Screening Criteria","year":2022,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ministero della Salute","keywords":"Medicine; Lung cancer screening; Lung cancer; National Lung Screening Trial; Nova scotia; Lung; Internal medicine; Cancer; Retrospective cohort study; Intensive care medicine; Oncology","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":[0.01005052,0.001146037,0.002630638,0.00126639,0.008257942,0.005710598,0.003830913,0.1150915,0.00901112],"category_scores_gemma":[0.0548704,0.001399068,0.001646683,0.001356461,0.004642642,0.005202503,0.002599458,0.08304693,0.006983546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008826889,"about_ca_system_score_gemma":0.015639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02761851,"about_ca_topic_score_gemma":0.04568294,"domain_scores_codex":[0.9926484,0.002417031,0.0009064021,0.0009659022,0.001915272,0.001146966],"domain_scores_gemma":[0.9721041,0.01764857,0.001379459,0.0005641162,0.003771714,0.004532015],"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":[0.00003352731,0.000008953034,0.0002145188,0.00002648,0.000007872699,0.0003158378,0.00008696811,0.00001609497,0.00002674228,0.001438574,0.9965355,0.001288808],"study_design_scores_gemma":[0.0002844287,0.00004606845,0.001532207,0.0008658821,0.00007349301,0.001166865,0.0009794276,0.0003339703,0.0001421399,0.00997825,0.9844795,0.0001176969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001131644,0.0006118294,0.00001935858,0.9864404,0.01167023,0.000005852588,0.00004564697,0.000005026387,0.001088506],"genre_scores_gemma":[0.001224092,0.0003529872,0.00005277649,0.9738723,0.02195701,0.00002574551,0.00002006464,0.00001019522,0.002484872],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1150915,"threshold_uncertainty_score":0.06404394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182646360415512,"score_gpt":0.2983720870601239,"score_spread":0.2801074510185727,"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."}}