{"id":"W4408575042","doi":"10.1001/jamanetworkopen.2025.0942","title":"Adherence to Annual Lung Cancer Screening and Rates of Cancer Diagnosis","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; National Cancer Institute","keywords":"Medicine; Lung cancer; Lung cancer screening; Cancer; Cohort; Population; Retrospective cohort study; Internal medicine; Environmental health","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":[0.002626999,0.0001788106,0.0002473934,0.000822545,0.0003682145,0.0006887498,0.0006396275,0.0004725377,0.001566138],"category_scores_gemma":[0.01025086,0.0001653496,0.0004370871,0.001423154,0.0002697239,0.000466735,0.0005802783,0.0007489641,0.0002220987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006236352,"about_ca_system_score_gemma":0.0008489895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02635259,"about_ca_topic_score_gemma":0.02701834,"domain_scores_codex":[0.9976913,0.0006117891,0.000407083,0.0004270673,0.0006049667,0.000257772],"domain_scores_gemma":[0.9896845,0.0009802725,0.007487173,0.0004749427,0.0006887709,0.000684393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001986714,0.00002310668,0.9986558,0.000009278674,0.00004212325,0.000005622607,0.00003229921,0.0000551792,0.0000171914,0.0000153867,0.0001266964,0.0009974606],"study_design_scores_gemma":[0.000001938993,0.00002864397,0.9995269,0.000009163556,0.00001347216,0.00003174716,0.00003671307,0.0001654287,0.00002122256,0.00001667706,0.0001463744,0.000001941591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946139,0.0004820243,0.0003751328,0.0003919323,0.00001682132,0.00004019407,0.002509552,0.00001807182,0.001552297],"genre_scores_gemma":[0.9981509,0.00008905728,0.0002413997,0.00006209022,0.00002219411,0.00002969379,0.001112246,0.00000216388,0.0002901632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02635259,"threshold_uncertainty_score":0.05239838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694962965683158,"score_gpt":0.3941292883840882,"score_spread":0.3671796587272566,"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."}}