{"id":"W3199276620","doi":"10.1016/j.rmed.2021.106610","title":"Stratification and management of patients ineligible for lung cancer screening","year":2021,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; Princess Margaret Cancer Centre; University Health Network; Canada Research Chairs; University of Toronto","funders":"Department of Medicine, University of Toronto; University of Toronto; Princess Margaret Cancer Foundation; Cancer Care Ontario","keywords":"Medicine; Lung cancer; COPD; Lung cancer screening; Internal medicine; Cohort; Cohort study; Smoking cessation; Colorectal cancer; Lung; Physical therapy; Cancer; Oncology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008785625,0.0002451347,0.0005873904,0.0008640581,0.0008535336,0.00109429,0.0005184287,0.001072001,0.001481098],"category_scores_gemma":[0.003878069,0.0001286402,0.0005006476,0.0006563478,0.0003633467,0.0007505678,0.0005811127,0.001273688,0.000238536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005543383,"about_ca_system_score_gemma":0.001051773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002101838,"about_ca_topic_score_gemma":0.004064583,"domain_scores_codex":[0.9993205,0.0002446004,0.00009055769,0.00006831326,0.000115417,0.000160647],"domain_scores_gemma":[0.9991891,0.000211694,0.000221695,0.00002676906,0.00007500083,0.0002757728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007976271,0.0003300561,0.9717553,0.00004621005,0.00003424885,0.0006184452,0.0002181952,0.0001905513,0.0002418388,0.0002955648,0.001905232,0.02356663],"study_design_scores_gemma":[0.0001710211,0.001574629,0.9833008,0.0003710053,0.0001874654,0.002049956,0.002091489,0.002340054,0.0003475749,0.00300007,0.004536045,0.00002992435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752657,0.007490025,0.0005158141,0.01048897,0.0002312864,0.0000907928,0.0004270935,0.00001271637,0.005477585],"genre_scores_gemma":[0.9959991,0.001278007,0.0004036605,0.001154958,0.0002155442,0.00004338952,0.0004522881,0.000003539072,0.0004496144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002101838,"threshold_uncertainty_score":0.004954755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345161629201619,"score_gpt":0.3675801919302726,"score_spread":0.3241285756382564,"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."}}