{"id":"W2153983947","doi":"10.1007/s00408-013-9517-x","title":"Lung Cancer Screening: Review and Performance Comparison Under Different Risk Scenarios","year":2013,"lang":"en","type":"review","venue":"Lung","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Lung cancer screening; Medicine; Lung cancer; Smoking cessation; Intensive care medicine; Cancer; Cancer screening; Stage (stratigraphy); Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002802103,0.001113414,0.004375075,0.00455012,0.0002006773,0.001422805,0.001615368,0.001316647,0.003042859],"category_scores_gemma":[0.008802317,0.0005829581,0.003924359,0.004548951,0.0004224676,0.001312353,0.0007997634,0.00110684,0.0003790702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666363,"about_ca_system_score_gemma":0.00295272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005230335,"about_ca_topic_score_gemma":0.01302798,"domain_scores_codex":[0.9985316,0.0003675089,0.0005073273,0.0002113933,0.0003159393,0.00006631295],"domain_scores_gemma":[0.9938151,0.004468439,0.0008992067,0.00007260725,0.0006535212,0.00009123464],"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":[0.0006065865,0.00005766342,0.002017761,0.3565518,0.007518146,0.0001732884,0.0001028063,0.001123111,0.0004682455,0.0009573184,0.01149346,0.6189298],"study_design_scores_gemma":[0.0006778082,0.001222082,0.02159654,0.4044584,0.0932931,0.003549582,0.0005351842,0.001199416,0.001248948,0.002810316,0.4691896,0.0002190658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001418395,0.9994487,0.00004647628,0.0001222964,0.00003943082,0.00000742006,0.00004862327,0.000001812406,0.0001433704],"genre_scores_gemma":[0.002176791,0.9972223,0.0001770317,0.0002403322,0.00006839004,0.000009120378,0.00005836649,0.000001309856,0.00004630659],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005230335,"threshold_uncertainty_score":0.01481915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424865860292745,"score_gpt":0.3861932702607885,"score_spread":0.3319446116578611,"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."}}