{"id":"W3112741526","doi":"10.1002/ehf2.13159","title":"Implications of Peripheral Oedema in Heart Failure with Preserved Ejection Fraction: A Heart Failure Network Analysis","year":2020,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Heart failure; Medicine; Ejection fraction; Cardiology; Peripheral edema; Internal medicine; Peripheral; Heart failure with preserved ejection fraction","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003748563,0.0003715863,0.001214813,0.0003168557,0.0002201438,0.00006258985,0.0001165501,0.0003557603,0.001766888],"category_scores_gemma":[0.0001144956,0.0003132202,0.0009688282,0.0036276,0.0001161803,0.0003004646,0.00005975987,0.0008028288,0.00008056775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668902,"about_ca_system_score_gemma":0.0002465726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005392866,"about_ca_topic_score_gemma":0.002928346,"domain_scores_codex":[0.9971782,0.0002842004,0.00062859,0.0007572373,0.0006345944,0.0005172091],"domain_scores_gemma":[0.9981589,0.0000837088,0.0001413509,0.0008274734,0.0003296184,0.0004588929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002607718,0.0001254443,0.8166111,0.00009045715,0.001012879,0.000005224855,0.0001759743,0.007161091,0.003155857,0.00003294037,0.1713282,0.00004012912],"study_design_scores_gemma":[0.001388704,0.0003273577,0.498456,0.00007492779,0.000734882,0.00007526413,0.0009380424,0.0006963101,0.0004708959,0.000009063921,0.4965778,0.0002507191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7454624,0.0005025072,0.008356844,0.2425875,0.0002268561,0.002008966,0.00005385886,0.0004515997,0.0003494929],"genre_scores_gemma":[0.9832925,0.00001551711,0.01321918,0.002082829,0.0008273213,0.0001074187,0.000196179,0.00006015129,0.0001988564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252497,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143196523395522,"score_gpt":0.2535797016380236,"score_spread":0.2392600492984714,"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."}}