{"id":"W4408089685","doi":"10.1002/ehf2.15228","title":"Sex-Related Pathophysiological Mechanisms May Be Present Before Symptoms of HFpEF Develop","year":2025,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Heart failure; Pathophysiology; Internal medicine; Cardiology; Intensive care 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":[0.000737534,0.0002931413,0.0005139078,0.0002892579,0.0002074855,0.0006033182,0.0001853404,0.0003491875,0.006177599],"category_scores_gemma":[0.001595173,0.0001538155,0.0004203359,0.0002506163,0.0002214014,0.0004414378,0.0002026414,0.0004794115,0.0004444367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009157535,"about_ca_system_score_gemma":0.0001944559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00034487,"about_ca_topic_score_gemma":0.0005573964,"domain_scores_codex":[0.9997161,0.00008162759,0.00003135365,0.00006955407,0.00004324184,0.00005804122],"domain_scores_gemma":[0.9993522,0.0002106902,0.0002720259,0.00005344103,0.0000430524,0.00006869814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002260657,0.0001827357,0.9469333,0.0001650775,0.0004543233,0.000784374,0.0002270403,0.00008600064,0.005958718,0.001022637,0.0009374558,0.04098755],"study_design_scores_gemma":[0.00007245148,0.0005801828,0.9945327,0.00005428405,0.0001020481,0.001318012,0.0001305805,0.0001365659,0.0005581757,0.0007174326,0.001788736,0.000008931214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770834,0.0130425,0.001466158,0.0008665163,0.0002240891,0.00005418171,0.001036352,0.00003395798,0.006192783],"genre_scores_gemma":[0.9963382,0.001236918,0.0002961213,0.00027347,0.0001769235,0.0000249427,0.0004242693,0.000006828119,0.001222348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006177599,"threshold_uncertainty_score":0.02066612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008673373219572397,"score_gpt":0.2490111447801382,"score_spread":0.2403377715605658,"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."}}