{"id":"W4413642940","doi":"10.1002/ehf2.15401","title":"Phenotype Characterization of Heart Failure with Preserved Ejection Fraction in Medical Device and Surgical Trials","year":2025,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Clinical trial; Heart failure; Heart failure with preserved ejection fraction; Ejection fraction; Atrial fibrillation; Internal medicine; Cardiology; Randomized controlled trial; Cardiac resynchronization 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236296,0.0002090613,0.0008085538,0.0003335705,0.00006918661,0.00002921953,0.00004759529,0.000268395,0.0005749865],"category_scores_gemma":[0.0002710595,0.0001574668,0.00009026346,0.0006242185,0.00007060746,0.0002239772,0.00004926894,0.000312562,0.00002171244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008221242,"about_ca_system_score_gemma":0.0002154804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002006202,"about_ca_topic_score_gemma":0.0005023979,"domain_scores_codex":[0.997928,0.0003579136,0.0005957432,0.000380534,0.0004798924,0.0002579556],"domain_scores_gemma":[0.9991078,0.0002359597,0.0001056808,0.0002688236,0.0001259743,0.0001557307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00343924,0.001472222,0.8860736,0.001387191,0.000583601,0.0001359439,0.0002325054,0.000006781414,0.05682326,0.001320797,0.04255524,0.005969621],"study_design_scores_gemma":[0.006573101,0.0004999287,0.2186538,0.0009765539,0.0002347744,0.00004309052,0.0002351645,0.0003677894,0.005897662,0.00003506604,0.7662998,0.0001832708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973135,0.00009941791,0.0004837473,0.1001841,0.0001114796,0.00138795,0.000005445569,0.00008525176,0.0003291024],"genre_scores_gemma":[0.9944575,0.00004926027,0.003803148,0.0005613049,0.0001727255,0.00009456923,0.0001417294,0.00002017163,0.000699623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7237446,"threshold_uncertainty_score":0.6421308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002727873223239,"score_gpt":0.3057750616162373,"score_spread":0.2857477828840049,"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."}}