{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003059969,0.0003093869,0.001256663,0.0005055409,0.0002367403,0.00002229098,0.0004640673,0.00005812155,0.00003057709],"category_scores_gemma":[0.002710951,0.0002998666,0.0004548527,0.0009067731,0.0003326556,0.0003720314,0.000722368,0.0006508206,0.00000265899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578479,"about_ca_system_score_gemma":0.002037954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000333287,"about_ca_topic_score_gemma":0.000005398661,"domain_scores_codex":[0.991959,0.004986308,0.001157384,0.0007429199,0.0007335641,0.0004208513],"domain_scores_gemma":[0.9963923,0.000284842,0.0007066979,0.0009155332,0.00121448,0.0004862033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002198348,0.001312618,0.9619746,0.0003624015,0.01936017,0.004019825,0.001172747,0.001406179,0.0006689914,0.0001984162,0.0009887521,0.006336919],"study_design_scores_gemma":[0.002698233,0.0009595662,0.990573,0.0007061175,0.001684461,0.0002579867,0.001698156,0.0003160007,0.000008364475,0.0002805103,0.0006392623,0.000178321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860068,0.007336972,0.001580054,0.000620882,0.0002922406,0.002158234,0.0009698357,0.00001906529,0.001015948],"genre_scores_gemma":[0.9982596,0.00009252269,0.0004158121,0.00005190608,0.000183135,0.000009938623,0.0002132314,0.00004772167,0.0007261164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02859838,"threshold_uncertainty_score":0.9999453,"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."}}