{"id":"W4399882482","doi":"10.3390/curroncol31060261","title":"Health Economic Evaluation of Lung Cancer Screening Using a Diagnostic Blood Test: The Early Detection of Cancer of the Lung Scotland (ECLS)","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lung cancer; Cancer; Lung; Test (biology); Blood test; Lung cancer screening; Diagnostic test; Pathology; Intensive care medicine; Oncology; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00867645,0.001050116,0.001934863,0.001286367,0.0002218686,0.001547792,0.0007966665,0.001476223,0.005229827],"category_scores_gemma":[0.03030281,0.0004499019,0.004622869,0.00117705,0.0005944522,0.001251705,0.001293246,0.001468562,0.0001477197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006924426,"about_ca_system_score_gemma":0.003519018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01502585,"about_ca_topic_score_gemma":0.00672134,"domain_scores_codex":[0.9879305,0.01033258,0.0003202473,0.0003577485,0.0005141235,0.0005448614],"domain_scores_gemma":[0.9896497,0.008380105,0.0008943002,0.0001709808,0.0004348262,0.0004701471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.05527145,0.002171732,0.05823288,0.01721194,0.02419018,0.0009480558,0.000312706,0.6943938,0.001215938,0.02412776,0.007523467,0.1144001],"study_design_scores_gemma":[0.02659638,0.03134937,0.1201557,0.008663939,0.03481073,0.001686339,0.001072096,0.7331809,0.002211321,0.02218021,0.01771357,0.0003794208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874435,0.0491274,0.02331804,0.01058437,0.0009341937,0.002458643,0.01079573,0.0001251145,0.01521295],"genre_scores_gemma":[0.9937201,0.002148873,0.002024029,0.0002894399,0.00004486536,0.0003334955,0.0009497749,0.000006344846,0.0004831086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01502585,"threshold_uncertainty_score":0.0502404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09052599696072705,"score_gpt":0.4642344163895046,"score_spread":0.3737084194287775,"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."}}