{"id":"W4410482891","doi":"10.1093/eurjpc/zwaf236.446","title":"Major cardiovascular events associated to exacerbations of chronic obstructive pulmonary disease and related health resource use: a retrospective observational study using italian administrative data","year":2025,"lang":"en","type":"article","venue":"European Journal of Preventive Cardiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"AstraZeneca","keywords":"Medicine; Observational study; Pulmonary disease; Retrospective cohort study; Intensive care medicine; Emergency medicine; Disease; Medical emergency; Internal medicine","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":[0.002945374,0.0005132168,0.0007716921,0.00244849,0.000474979,0.001059385,0.0008259467,0.0005713803,0.0009695229],"category_scores_gemma":[0.0068476,0.0005784117,0.001055012,0.003761016,0.0004905559,0.0004825063,0.001027472,0.0006441259,0.0002739083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009339067,"about_ca_system_score_gemma":0.001010015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0186412,"about_ca_topic_score_gemma":0.0126471,"domain_scores_codex":[0.9963276,0.001475311,0.0004964781,0.0007529638,0.0005848748,0.0003628096],"domain_scores_gemma":[0.9919654,0.001183459,0.004695715,0.001101999,0.0005316108,0.0005217505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001136274,0.00003775823,0.9988449,0.0000314233,0.0001284085,0.00006518463,0.00006586037,0.0000517529,0.00005337026,0.00001617807,0.0001777393,0.0004138385],"study_design_scores_gemma":[0.00001348506,0.00005770175,0.9992579,0.00001400699,0.00004839685,0.0001644499,0.00007454205,0.0001692851,0.00001610299,0.000008612205,0.0001705873,0.000004842499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952652,0.0005499215,0.0002131142,0.00006197902,0.000007960111,0.00008886022,0.003239011,0.000007189627,0.0005668238],"genre_scores_gemma":[0.9957803,0.0002747269,0.0001956299,0.00005686687,0.00002691948,0.000107532,0.00348534,0.000004359971,0.00006830764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0186412,"threshold_uncertainty_score":0.03706539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09531531488813041,"score_gpt":0.3641076845633866,"score_spread":0.2687923696752562,"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."}}