Model: yasserrmd/cardio-gemma-300m-emb
Author: yasserrmd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget: source_sentence: What is the importance of careful management of intravascular volume and hypertension in preventing acute pulmonary edema in post-MI parturients during the immediate postpartum period?

sentences: True resistant hypertension is defined as office blood pressure (BP) ≥140/90 mm Hg despite being treated with at least 3 antihypertensive drugs including a diuretic. It is confirmed by initial 24-hour ambulatory blood pressure monitoring (≥130/80 mm Hg), which excludes the white coat effect., Careful management of intravascular volume and hypertension is essential in preventing acute pulmonary edema in post-MI parturients during the immediate postpartum period. By controlling intravascular volume and lowering systolic pressure, the left ventricle can eject to a smaller end-systolic volume, reducing pulmonary congestion caused by diastolic dysfunction. Strict control of hypertension is particularly important as it is associated with a better short-term prognosis than hypotension in patients with pulmonary edema and reversible/transient diastolic dysfunction. Proper management can help prevent complications and improve outcomes in these patients., Non-HDL-C is selected as a superior lipid component for assessing cardiovascular health because it has been found to have higher prediction of cardiovascular disease compared to total cholesterol. It represents cholesterol contained in atherogenic lipoprotein particles and is recommended for screening followed by a fasting lipid profile when the non-HDL-C is above a certain threshold. It is also associated with obesity and can be used to grade the lipid metric., source_sentence: What diagnostic tests can be used to assess the severity and type of regurgitation following prosthetic valve replacement?

sentences: The major complications associated with the Hancock II bioprosthesis in the aortic position include thromboembolism, prosthetic valve endocarditis, major bleeding, and non-structural valve failure., Anticoagulant therapy is generally recommended for patients with valvular heart disease, particularly when associated with atrial fibrillation. This is because the frequency and consequences of thromboembolic events are usually greater than the risk of bleeding. However, the risks of thromboembolism and bleeding must be balanced, as anticoagulant therapy carries a hemorrhagic risk. , Echocardiography is the diagnostic test of choice for assessing prosthetic valve function and determining the severity and type of regurgitation. However, other imaging modalities, such as angiography, can also be used to assess the spatial and anatomic dimensions of paravalvular leakage (PVL) in surgical prosthetic valves. These tests help determine whether the regurgitation is functional or abnormal, and if abnormal, whether it is central or paravalvular., source_sentence: What are the treatment strategies used for patients with PLE following the Fontan operation?

sentences: The potential obstacles in targeting SERCA2a for heart failure treatment include the choice of AAV vectors, which have advantages but are limited by the usage of neutralizing antibodies against AAV and relatively low transduction efficiency. Additionally, long-term effects need to be studied in larger groups of patients. Alternative approaches, such as transplantation of induced pluripotent stem cells or deriving de novo cardiomyocytes, may enhance the long-term benefits of the therapy., The rate of sudden cardiac death can be decreased through the identification and treatment of at-risk patients using evidence-based pharmacotherapy and interventional strategies. Primary prevention involves using medications such as beta-blockers, aspirin, statins, and angiotensin-converting enzyme inhibitors, as well as revascularization. Secondary prevention focuses on patients who have already experienced an acute myocardial infarction and aims to prevent further episodes of sudden cardiac death., Treatment strategies for patients with PLE following the Fontan operation include medical therapy, such as controlled-release budesonide and sildenafil, as well as interventional and surgical therapies, such as Fontan revision and Fontan fenestration creation. However, limited studies have reported improved survival for patients with PLE following the Fontan operation., source_sentence: How can positron emission tomography (PET) contribute to the diagnostic armamentarium for assessing myocardial viability?
sentences: The indications for intervention in cases of coronary artery fistulas include the presence of significant left-to-right shunt, left ventricular volume overload, myocardial ischemia, left ventricular dysfunction, congestive cardiac failure, and prevention of endocarditis/endarteritis. Interventions can be percutaneous or surgical, with options such as surgical closure of the fistula or percutaneous intervention using occlusion coils, vascular plugs, covered stents, or umbrella devices., Positron emission tomography (PET) is considered the gold standard for detecting viable myocardium. It can accurately differentiate between viable myocardium and scar tissue (fibrosis) based on the presence or absence of metabolism and normal perfusion/metabolism ratio. PET studies have shown positive predictive values ranging from 75 to 80% and negative predictive values from 78 to 92% in differentiating viable myocardium from fibrosis. However, defining the viability of myocardial areas is challenging due to the mixture of vital myocardium, scar tissue, and hibernating areas within the three-dimensional organ., Semi-quantitative scoring systems that include comorbidities and measures of functional capacity have been developed to estimate mortality in patients with severe aortic stenosis. These scores have good predictive accuracy and can help evaluate the life expectancy of patients in different age groups., source_sentence: What are the limitations of current alternative technologies, such as drug-eluting stents and coated balloons, in the treatment of arterial lesions?
sentences: Apart from oxygen supply-demand imbalance and lactic acidosis, factors such as the buffering capacity of H' and volume changes of the exercising muscle cells may play a role in muscle fatigue. The decrease in pH and increase in intracellular osmolality when lactate accumulates without a simultaneous loss of an intracellular anion can contribute to muscle fatigue. Additionally, intracellular acidosis accompanying the increase in lactate may block excitation-contraction coupling, further contributing to fatigue., MSCT (Multi-Slice Computed Tomography) and 3D TEE (Transesophageal Echocardiography) have a role in VIV procedures when the size of the SHV (Surgical Heart Valve) is not known. These imaging techniques can provide valuable information about the size and design of the SHV, which is important for selecting the appropriate THV (Transcatheter Heart Valve) valve type and sizes. By using MSCT or 3D TEE, healthcare professionals can gather the necessary information to ensure the proper placement of the THV during a VIV/VIR procedure., Current studies on alternative technologies are limited to evaluating their use in non-complex and minimally calcified lesions. These technologies have theoretical advantages in inhibiting intimal hyperplasia and intra-stent stenosis, but their effectiveness in more complex lesions is still under evaluation.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 29
Created: 2025-09-17 16:52:59