{"id":"W4394981564","doi":"10.1038/s41591-024-02904-z","title":"Risk-based lung cancer screening performance in a universal healthcare setting","year":2024,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Cancer Care Ontario; Brock University","funders":"","keywords":"Lung cancer; Lung cancer screening; Medicine; National Lung Screening Trial; Cancer; Lung; Stage (stratigraphy); Internal medicine; Cancer screening; Intensive care medicine; Oncology","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":[0.0003373235,0.0001986833,0.0003438731,0.00031784,0.0000739279,0.000009934281,0.00006723229,0.0002180783,0.0002020149],"category_scores_gemma":[0.00007471915,0.0001365895,0.00006366023,0.0006573049,0.00005878494,0.00007272261,0.00001779744,0.001240309,0.000004040553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008287311,"about_ca_system_score_gemma":0.0003608301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282155,"about_ca_topic_score_gemma":0.0005002166,"domain_scores_codex":[0.9985811,0.00004449573,0.0002369984,0.0003986883,0.0004137529,0.0003250091],"domain_scores_gemma":[0.999344,0.0001447601,0.00005809564,0.0002125899,0.00008154524,0.0001590388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002289714,0.00005498843,0.9090559,0.001869046,0.0001616201,0.0005988305,0.0008497434,0.0002070063,0.00004769993,0.0001765826,0.0100217,0.07672788],"study_design_scores_gemma":[0.007544773,0.0008779095,0.8124861,0.0277979,0.0008318263,0.00004725436,0.0003556479,0.08547125,0.001145145,0.00001502226,0.0631194,0.0003077591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7481252,0.1251412,0.0001538695,0.122808,0.00126361,0.000781288,0.00004005266,0.0002341,0.001452677],"genre_scores_gemma":[0.9930537,0.002378711,0.0004929909,0.002762629,0.0008606533,0.00006860754,0.00006488607,0.00003406984,0.0002837595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2449285,"threshold_uncertainty_score":0.5569959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008001875816396725,"score_gpt":0.3320362649575815,"score_spread":0.3240343891411848,"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."}}