{"id":"W4388871704","doi":"10.2147/copd.s413947","title":"Risk Factors Associated with a First Exacerbation Among Patients with COPD Classified as GOLD A and B in Routine Clinical Practice in the UK","year":2023,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"European Respiratory Society","keywords":"Medicine; Exacerbation; COPD; Cohort; Internal medicine; Cohort study; Obstructive lung disease; Retrospective cohort study; Medical record; Risk factor; Severity of illness; Physical therapy","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":[0.0006565796,0.0002726767,0.0005595125,0.0009044287,0.0004872521,0.0008346658,0.0004506862,0.0007693765,0.001678269],"category_scores_gemma":[0.004186735,0.0004296698,0.0004185646,0.001160842,0.000372825,0.0006838826,0.0009227348,0.000711709,0.000266931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008502456,"about_ca_system_score_gemma":0.0007102844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0233187,"about_ca_topic_score_gemma":0.02750356,"domain_scores_codex":[0.9984885,0.0003303408,0.0002648888,0.0003284444,0.000340051,0.0002476837],"domain_scores_gemma":[0.9960222,0.0004125198,0.002588965,0.0001254557,0.0002829145,0.0005679518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004742885,0.0000130894,0.9989668,0.00001306903,0.00001487665,0.00009548174,0.00009081834,0.000007623673,0.0000661032,0.000005437701,0.00009254397,0.0005867586],"study_design_scores_gemma":[0.000006508448,0.00004105772,0.9993461,0.0000215245,0.000007323467,0.0002870913,0.0001659582,0.00003443573,0.00001031948,0.000006257627,0.00007058958,0.000002771231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984268,0.0007380284,0.00003211355,0.0001261335,0.00001061536,0.00001720384,0.0002507193,0.000002092344,0.000396313],"genre_scores_gemma":[0.9992793,0.000250745,0.00004615443,0.00007604645,0.00001162835,0.00001269726,0.0002168489,8.743081e-7,0.0001056253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0233187,"threshold_uncertainty_score":0.04636598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978342477556588,"score_gpt":0.3459408610271178,"score_spread":0.3161574362515519,"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."}}