{"id":"W4281939328","doi":"10.1016/j.healthpol.2022.06.003","title":"Should we screen for lung cancer? A 10-country analysis identifying key decision-making factors","year":2022,"lang":"en","type":"review","venue":"Health Policy","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Lung cancer screening; National Lung Screening Trial; Context (archaeology); Lung cancer; Medicine; Treatment of lung cancer; Intensive care medicine; Family medicine; Oncology; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005874991,0.0006883156,0.003930648,0.001812945,0.0006280573,0.00008427542,0.0003131918,0.0002820127,0.002135953],"category_scores_gemma":[0.0003410539,0.0005248605,0.001806951,0.002956244,0.00003287636,0.00007515345,0.0001840725,0.0005259473,0.000009536901],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00968106,"about_ca_system_score_gemma":0.006534781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01739101,"about_ca_topic_score_gemma":0.003355188,"domain_scores_codex":[0.9956817,0.0001794238,0.001359528,0.0009749996,0.0008041961,0.001000138],"domain_scores_gemma":[0.995835,0.001593555,0.001076865,0.0008981485,0.00008244025,0.0005139831],"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":[0.00003464346,0.000134153,0.0008851907,0.05065783,0.004739078,0.00001841677,0.0004402282,0.00001762439,1.570242e-9,0.0002218349,0.02701208,0.9158389],"study_design_scores_gemma":[0.0005715181,0.0001641118,0.0002448719,0.03042712,0.01318283,0.0000107725,0.00006169011,0.00009271364,3.308047e-8,0.000025059,0.954888,0.000331269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008748226,0.9905411,0.0003503253,0.002296706,0.0004322141,0.003511508,0.00243754,0.0001038794,0.0003179959],"genre_scores_gemma":[0.00005681469,0.9909063,0.0006700375,0.002210422,0.001360169,0.00277716,0.001264552,0.0001609893,0.0005935493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9278759,"threshold_uncertainty_score":0.9997203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.192386793133751,"score_gpt":0.5493094739484884,"score_spread":0.3569226808147373,"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."}}