{"id":"W2728053401","doi":"10.21037/atm.2017.05.26","title":"Population health’s unanimity on lung cancer screening: far ahead of medical advice","year":2017,"lang":"en","type":"letter","venue":"Annals of Translational Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Lung cancer screening; Unanimity; Cancer; Population; Lung; Intensive care medicine; Gynecology; Oncology; Internal medicine; Environmental health","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":[0.006885466,0.0007650965,0.00155929,0.0008781131,0.004138065,0.003593508,0.001991205,0.05095043,0.009423818],"category_scores_gemma":[0.0502024,0.0006451873,0.001416442,0.0009438337,0.004210473,0.0074034,0.002329435,0.0485217,0.006076964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007283146,"about_ca_system_score_gemma":0.006088474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009299415,"about_ca_topic_score_gemma":0.01144724,"domain_scores_codex":[0.9938663,0.002543284,0.0005817498,0.0005630127,0.001889363,0.0005562908],"domain_scores_gemma":[0.9747092,0.01784356,0.0009443245,0.000593777,0.003398113,0.002511083],"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":[0.00007075909,0.00007125132,0.0007453691,0.0001251435,0.00002864799,0.001411571,0.0001901358,0.0001147746,0.0001696053,0.007405289,0.9554343,0.03423323],"study_design_scores_gemma":[0.0003147236,0.0001694167,0.002154906,0.001442207,0.00006667023,0.003100596,0.0008856426,0.0009328423,0.000271139,0.04723298,0.9433266,0.0001022137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001866335,0.001345959,0.00004373773,0.9929998,0.004513223,0.000003044565,0.00001530224,0.00000807187,0.0008842507],"genre_scores_gemma":[0.003246663,0.002149683,0.0001464364,0.9711905,0.02202045,0.00001153259,0.00001917127,0.00001223832,0.001203384],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05095043,"threshold_uncertainty_score":0.05284321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148749319108497,"score_gpt":0.4497172579879115,"score_spread":0.3348423260770618,"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."}}