{"id":"W4388420079","doi":"10.1161/circ.148.suppl_1.13828","title":"Abstract 13828: Aptamer Proteomics for Biomarker Discovery in Heart Failure With Preserved Ejection Fraction: The PARADIGM-HF Proteomic Sub-Study","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Heart failure with preserved ejection fraction; Internal medicine; Heart failure; Cardiology; Ejection fraction; Biomarker; GDF15; Population; Troponin; Myocardial infarction","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":[0.004446726,0.0008414504,0.0009236315,0.0003484562,0.0002036387,0.0007820678,0.0003964327,0.0004584069,0.002370059],"category_scores_gemma":[0.002096145,0.0001585815,0.0006170709,0.0002839973,0.0002855043,0.0004874725,0.000654851,0.0005587507,0.0004128225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002647629,"about_ca_system_score_gemma":0.0007187606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000418578,"about_ca_topic_score_gemma":0.0004355027,"domain_scores_codex":[0.9992983,0.0003277338,0.00005437454,0.000129415,0.0001390741,0.00005121312],"domain_scores_gemma":[0.9988729,0.0003020313,0.0002524863,0.000152603,0.0002328166,0.0001871963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09503175,0.005150826,0.364284,0.002818286,0.009113373,0.0007353796,0.0002827408,0.002333802,0.1569241,0.00121274,0.0192965,0.3428165],"study_design_scores_gemma":[0.02168957,0.06420749,0.7634996,0.0003693349,0.008382555,0.004790016,0.0003219665,0.01103216,0.0839763,0.002238726,0.03936864,0.0001236036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769632,0.01294092,0.00310283,0.00124643,0.0002082775,0.0004719797,0.001933508,0.00007530588,0.003057508],"genre_scores_gemma":[0.9774128,0.004226447,0.008094762,0.001431613,0.0007742485,0.0007159784,0.004874247,0.00004550682,0.002424442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004446726,"threshold_uncertainty_score":0.02351683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271369389927293,"score_gpt":0.2744699681615526,"score_spread":0.2517562742622797,"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."}}