{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002012957,0.0001486733,0.0004228594,0.00004883442,0.00008975366,0.00007075003,0.0001780006,0.00006752711,0.0004829675],"category_scores_gemma":[0.00003835134,0.0001191448,0.00004753895,0.0004313627,0.0000374395,0.0001372356,0.0003292567,0.0001027869,0.000001805537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407293,"about_ca_system_score_gemma":0.000199525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01462566,"about_ca_topic_score_gemma":0.003611872,"domain_scores_codex":[0.9989818,0.00003940561,0.0002482884,0.0003343524,0.0001341163,0.0002620068],"domain_scores_gemma":[0.9992028,0.0001981747,0.00008768867,0.0002316842,0.0001465341,0.0001331459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002860694,0.00005902009,0.7273716,0.0001137766,0.0003845213,0.000007509411,0.0002210529,0.000437762,0.00000395352,0.0001740896,0.1456218,0.1253189],"study_design_scores_gemma":[0.002495286,0.0002553865,0.9531263,0.006188882,0.0004521543,7.530587e-7,0.0001209059,0.0004065417,0.001252259,0.00004481084,0.03552205,0.0001346972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156557,0.05207603,0.00009875626,0.02484087,0.0004551475,0.002256494,0.0001903474,0.00002637798,0.004400224],"genre_scores_gemma":[0.9798967,0.008741803,0.001614023,0.003823214,0.0003116639,0.00354806,0.00001119213,0.00001679769,0.002036577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2257547,"threshold_uncertainty_score":0.991936,"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."}}