{"id":"W3119302151","doi":"10.2310/surg.2230","title":"Computed Tomographic Screening for Lung Cancer","year":2021,"lang":"en","type":"article","venue":"","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Overdiagnosis; Lung cancer screening; Lung cancer; Cancer; National Lung Screening Trial; Malignancy; Context (archaeology); Cancer screening; Intensive care medicine; Treatment of lung cancer; Stage (stratigraphy); Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005546028,0.0005192106,0.0008132286,0.002359158,0.0001724516,0.0007205929,0.0004887811,0.0006977106,0.007358504],"category_scores_gemma":[0.003156678,0.000168197,0.0007575474,0.002781688,0.000302496,0.000521719,0.0003707072,0.0008153663,0.002810668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007483356,"about_ca_system_score_gemma":0.001320096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007147789,"about_ca_topic_score_gemma":0.008601768,"domain_scores_codex":[0.9992912,0.0001642877,0.00008337477,0.0000845832,0.0003385638,0.00003794266],"domain_scores_gemma":[0.999119,0.0004290598,0.0001538193,0.00002647792,0.0002364297,0.00003533679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000689375,0.00003950684,0.004086958,0.0142071,0.0002986621,0.0002809259,0.00005198071,0.0002376783,0.0005702472,0.003489913,0.2196285,0.7570395],"study_design_scores_gemma":[0.0000480119,0.0001260237,0.01475127,0.01499685,0.0004780546,0.003738561,0.00006087091,0.0001677229,0.0004185844,0.002357608,0.9628282,0.00002825975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004423405,0.9871166,0.0003485951,0.001644852,0.000734307,0.00005944498,0.000482597,0.00003473641,0.009136503],"genre_scores_gemma":[0.005913563,0.9888062,0.0007645154,0.001058209,0.0009830268,0.00004708383,0.0006110468,0.000005763181,0.001810688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007358504,"threshold_uncertainty_score":0.0246166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02666185911554576,"score_gpt":0.342438150689494,"score_spread":0.3157762915739482,"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."}}