{"id":"W4390645940","doi":"10.1136/heartjnl-2023-323487","title":"Heightened long-term cardiovascular risks after exacerbation of chronic obstructive pulmonary disease","year":2024,"lang":"en","type":"article","venue":"Heart","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada); University of British Columbia","funders":"AstraZeneca UK","keywords":"Medicine; Exacerbation; COPD; Decompensation; Internal medicine; Proportional hazards model; Heart failure; Incidence (geometry); Retrospective cohort study; Cohort; Cardiology","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":[0.0006134377,0.0002599586,0.0002430388,0.0004763245,0.0004569166,0.0008048168,0.000441156,0.0005847184,0.001271896],"category_scores_gemma":[0.002570352,0.0001962837,0.0004087042,0.0007401045,0.0002852034,0.0003282386,0.0006397268,0.0007540999,0.0001627257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008565492,"about_ca_system_score_gemma":0.001140562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06892303,"about_ca_topic_score_gemma":0.1088804,"domain_scores_codex":[0.9993729,0.0001078831,0.00004682702,0.0001225195,0.0001872425,0.0001626377],"domain_scores_gemma":[0.9982186,0.0001398638,0.001017559,0.00008847049,0.0002355699,0.0002999101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005349232,0.0000120898,0.9990883,0.000006823661,0.00003432898,0.00005285798,0.0000265514,0.00003328098,0.00007688539,0.00001095906,0.00005305176,0.0005514443],"study_design_scores_gemma":[9.475866e-7,0.00001588983,0.999715,0.000004753302,0.000008208593,0.0001011804,0.00002856072,0.00004548643,0.00001012218,0.000006939217,0.00006141386,0.000001361865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977826,0.000823725,0.00007687445,0.0001157483,0.000009704001,0.000007730936,0.0006215472,0.000003540405,0.0005583899],"genre_scores_gemma":[0.9990296,0.0002273357,0.00005953746,0.00002712847,0.00002008015,0.000003192796,0.000463778,9.261222e-7,0.0001683402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06892303,"threshold_uncertainty_score":0.1370437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398166773225337,"score_gpt":0.3040389506192521,"score_spread":0.2800572828869987,"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."}}