Model: yasserrmd/pharma-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, dataset:miriad/miriad-4.4M, 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: How can training influence nurses' awareness of medication errors?

sentences: Treatment with obeticholic acid resulted in significant reductions in serum alanine aminotransferase (ALT) and aspartate aminotransferase (AST) concentrations over the first 36 weeks of treatment, and these reductions were sustained for the duration of treatment. However, serum alkaline phosphatase concentrations increased with obeticholic acid treatment, although γ-glutamyl transpeptidase concentrations (another indicator of cholestasis) decreased. These changes in liver enzyme concentrations reversed after obeticholic acid was stopped, and at 24 weeks after treatment discontinuation, there were no significant differences between the obeticholic acid group and the placebo group., Training can increase nurses' awareness of medication errors by providing them with the knowledge and skills necessary to identify and prevent errors. Through training, nurses can learn about medication safety protocols, proper medication administration techniques, and the importance of error reporting. This increased awareness can help nurses recognize potential errors and take appropriate actions to prevent harm to patients., ML171, also known as 2-acetylphenothiazine, has been identified as a specific NOX1 oxidase inhibitor at nanomolar concentrations. It shows minimal activity on other cellular ROS-producing sources, including xanthine oxidase and other NADPH oxidases. ML171 targets the NOX1 catalytic subunit without affecting its cytosolic regulators, such as the NOXO1, NOXA1, or RAC1 subunits. It effectively blocks NOX1 oxidase-dependent ROS-mediated formation of extracellular matrix-degrading invadopodia in colon cancer cells., source_sentence: What are the potential adverse effects of benzodiazepines?

sentences: The peak concentration (C max ) of perindopril refers to the highest concentration of the drug in the plasma. The time to reach the C max (T max ) indicates how long it takes for the drug to reach its maximum concentration. These parameters are important in understanding the absorption and distribution of perindopril in the body., The Multi-drug Therapy (MDT) for leprosy uses a combination of three drugs: Rifampicine, Dapsone, and Clofazimine., Benzodiazepines can induce adverse effects such as oversedation, cognitive impairment, motor impairment, and withdrawal. These effects may be associated with the elimination half-life of the compounds, where long-term use of compounds with a short elimination rate may induce withdrawal syndromes, and accumulation-related effects of a long elimination rate may include oversedation, cognitive dysfunction, and motor impairment., source_sentence: What is the role of resveratrol as an additive to paclitaxel in drug coatings?

sentences: Traditional opioids are effective against severe pain but have problematic side effects and limited efficacy against neuropathic pain. In contrast, IBNtxA, a novel opioid analgesic, is a potent analgesic against thermal, inflammatory, and neuropathic pain without causing side effects such as respiratory depression, physical dependence, or reward behavior., TXA is contraindicated in patients with severe kidney dysfunction due to the risk of accumulation. However, dosages do not need to be modified in patients with impaired liver function and elderly patients with no kidney dysfunction., Resveratrol is an additive to paclitaxel in drug coatings that helps modulate adherence and release of the drug. It has been found to reduce drug loss during passage through the hemostatic valve and sheath and during floating in blood. Resveratrol has lower water-solubility compared to other additives, which may contribute to its diminished drug loss. Previous experiments and published data suggest that resveratrol is a useful coating additive in drug delivery systems., source_sentence: What are the most common nonhematologic toxicities associated with OXi4503 infusion?
sentences: The concentration of tetracycline taken up by mineralizing cell systems, such as enamel, bone, or dentin, may be influenced by the distinctive protein produced by these systems and the cofactors required, as well as the availability of calcium or other ions for chelating tetracycline. The amount of tetracycline available and the fluorescence observed in tissues may vary depending on the particular hard tissue system and the specific mineralizing cell system. However, the absence of fluorescence should not be taken as an assured absence of tetracycline, as fluorescence alone is not sufficient to establish a quantitative assay for tetracycline., The most common nonhematologic toxicities associated with OXi4503 infusion are tumor pain, nausea and/or vomiting, cardiac symptoms (hypertension, tachycardia, and QTc prolongation), and neurologic symptoms., The recommended categories for stocking antidotes in hospitals are divided into two. Firstly, 12 antidotes should be available in the hospital emergency department for immediate use upon poisoned patient arrival. Secondly, nine antidotes should be available in the pharmacy to be administered within an hour of when the antidote is deemed necessary. Three additional antidotes are recommended to be stocked by the hospital, although they are not usually needed within the first hour of treatment., source_sentence: What is the purpose of dabigatran and why was it prescribed to the 71-year-old female?
sentences: Melatonin agonists may have side effects such as nausea, headache, elevated liver enzyme levels, rebound insomnia, withdrawal symptoms, and addiction. Contraindications include liver failure, renal failure, alcohol addiction, and high lipid levels., G-protein coupled receptors, like OXTR and MOR, can form homo- or hetero-dimers, which means they can associate with another molecule of the same receptor or with receptors from other families. This physical association has been shown to modulate receptor binding and function. For example, in MOR-alpha2A-adrenergic receptor dimers, the activation of MOR by morphine inhibits the adjacent alpha2A-receptor by blocking its ability to activate the G-proteins, even in the presence of noradrenaline., Dabigatran is prescribed for stroke prevention in patients with atrial fibrillation. Atrial fibrillation increases the risk of blood clots forming in the heart, which can then travel to the brain and cause a stroke. Dabigatran is an anticoagulant that helps prevent the formation of blood clots, reducing the risk of stroke in patients with atrial fibrillation.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
datasets: miriad/miriad-4.4M
Likes: 1 | All-time downloads: 36
Created: 2025-09-14 12:03:31