{"id":"W2098208869","doi":"10.1136/thoraxjnl-2013-205048","title":"Exacerbation-like respiratory symptoms in individuals without chronic obstructive pulmonary disease: results from a population-based study","year":2014,"lang":"en","type":"article","venue":"Thorax","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; University of Saskatchewan; Ottawa Hospital; University Health Network; Health Sciences Centre; University of Calgary; University of Ottawa; McGill University; University of British Columbia; University of Toronto; Dalhousie University; Queen's University; St. Paul's Hospital","funders":"Canadian Institutes of Health Research; Pfizer Canada; Novartis Pharma; GlaxoSmithKline; Pfizer","keywords":"Medicine; COPD; Exacerbation; Bronchodilator; Population; Asthma; Internal medicine; Cohort; Physical therapy; Environmental health","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":[0.001785996,0.000471905,0.0007551102,0.001024446,0.000856107,0.001011852,0.0005094296,0.001083275,0.001197647],"category_scores_gemma":[0.003978737,0.0005145901,0.001063791,0.001602405,0.0003993374,0.0008488072,0.0008219104,0.0009602061,0.0004079622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730746,"about_ca_system_score_gemma":0.0004021353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007949263,"about_ca_topic_score_gemma":0.009857584,"domain_scores_codex":[0.9987304,0.0004003506,0.000146526,0.0003548489,0.0002295955,0.0001383277],"domain_scores_gemma":[0.9981833,0.0003758922,0.0005345053,0.0001926226,0.0002893406,0.000424281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001845708,0.00008923576,0.9985654,0.00002154955,0.0001397733,0.00009326541,0.0001573847,0.00001450276,0.0001155778,0.000005686145,0.00008105018,0.000532012],"study_design_scores_gemma":[0.00001973698,0.0001448525,0.999341,0.000006059814,0.00005624858,0.0001327703,0.0001639627,0.00003091972,0.00001051272,0.000007117457,0.00008318021,0.000003740927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985222,0.0003216268,0.00008046775,0.00004636509,0.00001123471,0.00003663953,0.0006488828,0.000002451981,0.0003301941],"genre_scores_gemma":[0.998412,0.0001875728,0.00009128032,0.00008498725,0.00002302191,0.00004401203,0.000999998,0.000002586137,0.0001545377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007949263,"threshold_uncertainty_score":0.01580596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02158319183236981,"score_gpt":0.3098456712994742,"score_spread":0.2882624794671044,"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."}}