{"id":"W3105374168","doi":"10.1186/s12890-020-01344-y","title":"Chronic obstructive pulmonary disease prevalence and prediction in a high-risk lung cancer screening population","year":2020,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University Health Network; Ottawa Hospital; Health Sciences Centre; Université Laval; Memorial University of Newfoundland; Juravinski Cancer Centre; Institut universitaire de cardiologie et de pneumologie de Québec; University of Ottawa; Dalhousie University; Princess Margaret Cancer Centre; University of Calgary; Brock University; McMaster University","funders":"Partenariat Canadien Contre Le Cancer; Terry Fox Research Institute","keywords":"Medicine; Pulmonary disease; Lung cancer; Disease; Population; Internal medicine; Cancer; Lung; Intensive care medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002043559,0.0003939459,0.0003868717,0.0009119632,0.0005476731,0.0009010839,0.0004600857,0.0008938743,0.001350731],"category_scores_gemma":[0.007457194,0.0002995738,0.0005514199,0.0005346452,0.0004299997,0.0004641781,0.0006827003,0.0009318059,0.0003269098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005185864,"about_ca_system_score_gemma":0.0006232029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01577446,"about_ca_topic_score_gemma":0.01147669,"domain_scores_codex":[0.9991859,0.000331728,0.00005058192,0.0001541383,0.0001568866,0.0001207367],"domain_scores_gemma":[0.9975135,0.001045525,0.0005102777,0.0001302972,0.0002583021,0.0005421584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003611689,0.00002973006,0.9992881,0.000002089307,0.0000142484,0.00002919988,0.00002056252,0.00008264346,0.00002829313,0.000008480398,0.00003869344,0.0004218352],"study_design_scores_gemma":[0.000008836845,0.00008794729,0.9968873,0.000005095975,0.0000242631,0.0001927467,0.00009621932,0.002568244,0.00001879431,0.00005361124,0.00005330062,0.000003536618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994331,0.00007387609,0.0001082563,0.00007521457,0.000004435039,0.000009913842,0.00007595978,0.000003874967,0.0002154195],"genre_scores_gemma":[0.9997166,0.00002688935,0.00006313581,0.00001273946,0.000006483647,0.000004796836,0.0001273646,6.525267e-7,0.00004148563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01577446,"threshold_uncertainty_score":0.03136528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773892542904793,"score_gpt":0.2843726332972678,"score_spread":0.2666337078682199,"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."}}