Update README.md

README.md

@@ -9,107 +9,131 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: google/embeddinggemma-300m
 widget:
-- source_sentence: 'How can training influence nurses'' awareness of medication errors?
-
-    '
+- 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?
-
-    '
+  - >-
+    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?
-
-    '
+  - >-
+    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?
+  - >-
+    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?
+  - >-
+    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.
+  - >-
+    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
 ---
 
 # SentenceTransformer based on google/embeddinggemma-300m