{"id":"W2313798400","doi":"10.1155/2005/567975","title":"The Validity of Diagnosing Chronic Obstructive Pulmonary Disease from a Large Administrative Database","year":2005,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; Cegep de Sainte Foy","funders":"","keywords":"COPD; Medicine; Asthma; Diagnosis code; Medical prescription; Medical diagnosis; Database; Pulmonary disease; Epidemiology; Population; Intensive care medicine; Pediatrics; Internal medicine; Pathology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.09727605,0.0004610858,0.0009567222,0.007929914,0.001323287,0.004967095,0.002458852,0.001449197,0.0007630479],"category_scores_gemma":[0.4254701,0.0006597649,0.001075928,0.01075326,0.001675971,0.003001662,0.004129328,0.0009428468,0.000400502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144565,"about_ca_system_score_gemma":0.004514974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02467873,"about_ca_topic_score_gemma":0.01905991,"domain_scores_codex":[0.8403816,0.1005753,0.0193011,0.006697128,0.03103012,0.002014841],"domain_scores_gemma":[0.4183113,0.4257536,0.07178453,0.04130288,0.03937984,0.003467823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002068096,0.00005051744,0.9827352,0.0001778716,0.0003152457,0.00006808245,0.0004955148,0.0004089346,0.0001084107,0.0004159529,0.000946597,0.01407085],"study_design_scores_gemma":[0.00008373262,0.0001392476,0.9825684,0.0007562354,0.0003208768,0.0004376845,0.001086843,0.007653745,0.0004905926,0.001429855,0.004991882,0.00004078896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587742,0.003165085,0.01142919,0.002968164,0.00021132,0.001107424,0.01266975,0.0001079509,0.009566888],"genre_scores_gemma":[0.9791834,0.0006640005,0.00742281,0.0005760508,0.000169834,0.0003843537,0.0113973,0.00001972576,0.0001825075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09727605,"threshold_uncertainty_score":0.514451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149292650138541,"score_gpt":0.326900785355614,"score_spread":0.2754078588542285,"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."}}