Model: FareedKhan/mixedbread-ai_deepset-mxbai-embed-de-large-v1_FareedKhan_prime_synthetic_data_2k_3_8
Author: FareedKhan
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1814, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:mixedbread-ai/deepset-mxbai-embed-de-large-v1, base_model:finetune:mixedbread-ai/deepset-mxbai-embed-de-large-v1, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: mixedbread-ai/deepset-mxbai-embed-de-large-v1
Card metadata: base_model: mixedbread-ai/deepset-mxbai-embed-de-large-v1
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1814, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: 
The document you provided seems to be a list of compounds, some of which are well-known drugs or drugs used in experimental contexts, and others that don't appear to have recognized applications in medicine or science. The list includes substances like cortisol, a hormone, and filopram, which is related to anesthetics or possibly a misprint or misclassification. The side effects listed are also a mix, with some being plausible reactions to certain medication (like Edema, dysphagia) and others being quite unusual for commonly recognized drug interactions (like retinal vein occlusion, which is not a typical side effect of most medications).

It would be useful to have labels or references indicating which of these compounds are actually drugs and which are other chemical substances. For instance, cortisol, if given its correct context, would typically have side effects associated with cortisol therapy such as fluid retention or electrolyte imbalances.

If you need detailed information on how these substances work or what their possible side effects might be, you'll likely need to refer to a medical compendium or a pharmacology resource for accurate data. It's also important to clarify the intended use for this list, whether for educational purposes, research, or another context; the provided list appears to be a jumbled amalgamation, which might not have clear clinical relevance without additional detail.
sentences: Can you suggest medications targeting the GC gene/protein with a proven synergy with AVE9633?, Could you help identify the gene or protein that facilitates sodium-dependent transportation and elimination of organic anions, with a particular emphasis on those implicated in the cellular efflux of potentially hazardous organic anions? Additionally, I'm interested in understanding if this gene or protein also mediates the transport of drugs known to exhibit synergistic pharmacological interactions with Ractopamine., Can you list the medications suitable for benign prostatic hyperplasia and tell me if any are linked to dysphagia as a side effect?, source_sentence: 

The provided information describes a gene that plays a role in multiple biological processes and is linked with certain diseases. Here
sentences: Which genes or proteins interact with the "Regulation of HSF1-mediated heat shock response" pathway and also engage in protein-protein interactions with PRNP?, Which anatomical parts lack the expression of genes or proteins involved in the L-alanine degradation pathway?, What is the name of a disease classified as a variant or subtype of sinoatrial node disease in the latest medical disease taxonomy?, source_sentence: 
The list you've provided contains a variety of medications, including antidepressants, antihistamines, anxiolytics, and more. Here's a breakdown by category:

### Antidepressants
- **Amphetamine**
- **Cevimeline**
- **Esmolol**
- **Bortezomib**
- **
sentences: What are some related conditions to triple-negative breast cancer that could be causing persistent fatigue?, Which medication is effective against simple Plasmodium falciparum infections and functions by engaging with genes or proteins that interact with the minor groove of DNA rich in adenine and thymine?, Which diseases associated with SRSF2 gene mutations are primarily found in adults and the elderly?, source_sentence: 

The drug mentioned in the query is "Dabigatran". It belongs to the class of drugs known as direct thrombin inhibitors. This class of drugs is used primarily for the prevention and treatment of thromboembolic disorders.

Regarding potential side effects, they include:
1. Inflammatory abnormality of the skin (Erythema)
2. Hemolytic anemia (a type of anemia where red blood cells are destroyed prematurely)
3. Thrombocytopenia (low platelet count)
4. Pancytopenia (a decrease in the number of all types of blood cells - red, white, and platelet cells)
5. Fever
6. Pain
7. Seizure
8. Headache
9. Vomiting
10. Abdominal pain
11. Hyperactivity
12. Erythroderma (a type of skin flare characterized by a redness over the trunk and limbs)
13. Vertigo (a sensation of spinning or motion)
14. Granulocytopenia (low neutrophil count)
15. Pruritus (severe itching)
16. Confusion
17. Eosinophilia (a condition characterized by an increased number of eosinophils, a type of white blood cell)
18. Anaphylactic shock (a serious allergic reaction)
19. Hyperkinetic movements
20. Nausea
21. Acute sinusitis (inflammation of the sinus cavities)
22. Agitation
23. Excessive daytime somnolence (excessively sleepy during the day)
24. Aplastic anemia (a condition where the bone marrow fails to produce enough new blood cells)
25. Increased blood urea nitrogen (BUN) (a marker of kidney function, indicating the kidneys are not working properly)
26. Prolonged prothrombin time (an indication of an increased risk of bleeding, due to a reduction in clotting protein)
27. Recurrent tonsillitis (repeated inflammation of the tonsils)

Dabigatran works by inhibiting thrombin (Factor IIa), an enzyme involved in the clotting process. If any of these side effects are experienced, it is important to seek medical attention or consult with a healthcare provider.
sentences: What are the clinical manifestations or phenotypic characteristics associated with the subtype of myocardial infarction known as posteroinferior?, Could you supply a list of drugs prescribed for respiratory infections that may also lead to side effects like hemolytic anemia and nausea?, Which diseases are associated with the FAM111A gene that present with both skeletal and endocrine system abnormalities?, source_sentence: 
The list you provided seems to be a mix of various chemical substances, some of which appear to be medications, others are chemical compounds, and a few could be substances from other fields (e.g., water treatment, food additives). To be more precise, it would be helpful to categorize them properly based on their common usage:

### Medications and Drugs:
- **Antibiotics**: Cefoxitin, Tobramycin, Amikacin
- ** pain and inflammation relievers**: Benoxaprofen, Daptomycin, Ceftolozane, Salicylates (Benzydamine, Dexamethasone sodium phosphate)
- **Intravenous fluids**: Magnesium trisilicate
- **Antivirals**: Ribavirin, Inotersen
- **Antibacterial agents**: Epirizole, Floctafenine, Flunixin
- **Vaccines**: Vaborbactam, Brincidofovir, Adefovir
- **Neuromodulators**: Cefatrizine, Bumadizone, Alminoprofen
- **Cancer treatments**: Colistin, Nitrofurantoin, Sisomicin

### Chemical Compounds:
- **Salts and salts of acidity**: Fosfomycin, Azosemide, Mofebutazone
- **Amino acids**: Phenylalanine, Nitrosalicylic
sentences: Is there a regulatory function associated with the epidermal growth factor receptor or its interacting proteins in the control of genes or proteins that participate in the inactivation of fast sodium channels during Phase 1 of cardiac action potential propagation?, Which diseases, either as subtypes or complications, should be considered when a patient shows symptoms suggesting neoplastic syndromes?, Which drugs interact with the SERPINA1 gene/protein as carriers?
model-index: name: SentenceTransformer based on mixedbread-ai/deepset-mxbai-embed-de-large-v1
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.3910891089108911
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4752475247524752
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.49504950495049505
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5544554455445545
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3910891089108911
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.15841584158415842
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09900990099009901
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05544554455445544
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3910891089108911
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4752475247524752
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.49504950495049505
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5544554455445545
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4669635292605997
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.439788621719315
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.44615433269461197
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 4
Created: 2024-09-30 13:08:35