{"id":"W3199467854","doi":"10.1183/23120541.00307-2021","title":"Computed tomography total airway count predicts progression to COPD in at-risk smokers","year":2021,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Toronto Metropolitan University; Royal Victoria Hospital; St. Paul's Hospital","funders":"Canada Research Chairs; McGill University; University of Toronto; Dalhousie University; University of Ottawa; Queen's University; Johns Hopkins University","keywords":"Medicine; COPD; Spirometry; Airway; Vital capacity; Odds ratio; Internal medicine; Logistic regression; Cohort; Population; Cardiology; Lung; Surgery; Asthma; Lung function; Diffusing capacity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003014172,0.0003098397,0.0006351569,0.0008806546,0.0004914457,0.0002969448,0.0008942412,0.0002185794,0.003008593],"category_scores_gemma":[0.001049201,0.0002829352,0.0001697446,0.003924523,0.0004675966,0.0002865877,0.004120013,0.001587851,0.000670653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001721708,"about_ca_system_score_gemma":0.002334015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214094,"about_ca_topic_score_gemma":0.000606827,"domain_scores_codex":[0.9921751,0.001214079,0.00054804,0.001348222,0.00313419,0.001580384],"domain_scores_gemma":[0.9954584,0.0004960475,0.00007059319,0.001318136,0.001330719,0.001326163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006745681,0.002780283,0.8104926,0.0009634432,0.00030581,0.007744301,0.001137214,0.0001713187,0.006605805,0.000405543,0.09755164,0.06509631],"study_design_scores_gemma":[0.005875904,0.0007402021,0.9545081,0.001108733,0.00002689413,0.0001402208,0.001001494,0.00284729,0.006127992,0.0001453353,0.02713872,0.0003390641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958571,0.002703661,0.00002270762,0.004989728,0.0002265413,0.005599164,0.0002357005,0.00007228043,0.02757922],"genre_scores_gemma":[0.9855744,0.0001357802,0.001888945,0.0002258557,0.0002728254,0.0008114979,0.0004055482,0.00009556273,0.01058954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1440155,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04838908227575602,"score_gpt":0.3955195355050976,"score_spread":0.3471304532293416,"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."}}