{"id":"W4388976618","doi":"10.1007/s10741-023-10371-w","title":"Large animal models to study effectiveness of therapy devices in the treatment of heart failure with preserved ejection fraction (HFpEF)","year":2023,"lang":"en","type":"review","venue":"Heart Failure Reviews","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"Enterprise Ireland","keywords":"Heart failure with preserved ejection fraction; Medicine; Heart failure; Cardiology; Intensive care medicine; Internal medicine; 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"],"consensus_categories":[],"category_scores_codex":[0.00281535,0.0006071758,0.004704212,0.000461003,0.00008663788,0.00002427325,0.0001329985,0.0002753583,0.00004918372],"category_scores_gemma":[0.00005339093,0.0002963764,0.001732877,0.00173564,0.00003080891,0.000124379,0.00002613896,0.0003842092,0.00006598914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000220602,"about_ca_system_score_gemma":0.0001884797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004740115,"about_ca_topic_score_gemma":0.0009517138,"domain_scores_codex":[0.9938829,0.003372191,0.001113996,0.0006625051,0.000652182,0.0003162259],"domain_scores_gemma":[0.9978856,0.0004310675,0.0004033404,0.001002563,0.0001699703,0.0001074945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004749681,0.0275274,0.1084598,0.2618237,0.01673424,0.0001434714,0.005665919,0.0001704387,0.0002044499,0.00006124837,0.009293295,0.5651663],"study_design_scores_gemma":[0.001752572,0.004125839,0.007244086,0.01600444,0.001869006,0.00006318958,0.0006479138,0.000006611299,0.00001512496,0.000001338247,0.9680305,0.0002393985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01171337,0.9702758,0.0001591365,0.0001171187,0.0001109909,0.0175346,0.00002492638,0.00005127897,0.00001282102],"genre_scores_gemma":[0.004906772,0.9921395,0.000252986,0.00003002903,0.0001622707,0.002291334,0.0001036054,0.00008779335,0.00002574929],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9587372,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013974844380071,"score_gpt":0.3720653000664464,"score_spread":0.2706678156284393,"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."}}