{"id":"W2785424195","doi":"10.1016/j.chest.2018.01.038","title":"Health Services Burden of Undiagnosed and Overdiagnosed COPD","year":2018,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of Ottawa; Ottawa Hospital; Toronto Western Hospital; University of Toronto; McGill University Health Centre; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; Health Sciences Centre; University of British Columbia; Hospital for Sick Children","funders":"","keywords":"Medicine; COPD; Cohort; Population; Spirometry; Ambulatory; Pediatrics; Disease; Emergency medicine; Internal medicine; Environmental health; Asthma","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004294819,0.0002332646,0.0004856604,0.001382693,0.0004022056,0.001172947,0.0004702684,0.0007966161,0.003801683],"category_scores_gemma":[0.003266772,0.0002808834,0.0009090105,0.00241682,0.0003533426,0.0009727409,0.001252506,0.001143128,0.0003117135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736419,"about_ca_system_score_gemma":0.0018481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09468722,"about_ca_topic_score_gemma":0.1015926,"domain_scores_codex":[0.9987788,0.0003203464,0.0001492141,0.0001665642,0.0002148748,0.0003702845],"domain_scores_gemma":[0.9980174,0.0002596215,0.0008723997,0.00006030636,0.0002650119,0.0005252762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002033834,0.00006581141,0.9874378,0.0001042611,0.0001923283,0.0002000453,0.0002606483,0.0002434294,0.000186784,0.0004416846,0.002142133,0.008521805],"study_design_scores_gemma":[0.000008089281,0.00003230249,0.9977435,0.00005786347,0.000058025,0.0002251743,0.0005669518,0.0004083966,0.00002158737,0.0001281051,0.0007436512,0.000006435857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701698,0.00662733,0.0001027307,0.003548873,0.0001494898,0.00002077895,0.01475113,0.00001607911,0.004613772],"genre_scores_gemma":[0.993958,0.001971024,0.00005772315,0.0002748552,0.0001559603,0.000008579706,0.003168019,0.000003357264,0.0004025266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09468722,"threshold_uncertainty_score":0.1882722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792863295967133,"score_gpt":0.3232316825056427,"score_spread":0.3053030495459713,"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."}}