Model: novacardsai/qwen3-medical
Author: novacardsai
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, qwen3, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:65724, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:Qwen/Qwen3-Embedding-4B, base_model:finetune:Qwen/Qwen3-Embedding-4B, model-index, endpoints_compatible, region:us
Base models (finetune): id: Qwen/Qwen3-Embedding-4B
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:65724, loss:MultipleNegativesRankingLoss
base_model: Qwen/Qwen3-Embedding-4B
widget: source_sentence: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: electrolyte abnormalities, such as hypokalemia and hypomagnesemia, can result from amphotericin b use
sentences: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: lauren's classification is utilized for the categorization of gastric carcinoma., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: ischemia arises from an insufficient blood flow to satisfy the requirements of the tissues., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: among various risk factors for endometrial carcinoma, cowden syndrome is ranked as the second highest., source_sentence: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: nocardia causes cutaneous infections after trauma in the immunocompetent
sentences: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: in individuals with autosomal dominant alport syndrome, a mild form of the disease affects both genders., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: herpangina is characterized by the formation of lesions primarily located on the posterior part of the oropharynx and the tonsillar pillars. initially presenting as small gray vesicles about 1 millimeter in diameter, these lesions evolve into ulcers covered by a fibrin coating., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: age < 45 with abnormal uterine bleeding and failed ocps is managed with endometrial biopsy (next step), source_sentence: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: the mitral valve is most commonly affected in cases of infective endocarditis. however, intravenous drug users are an exception, as they are more likely to experience infective endocarditis involving the tricuspid valve.
sentences: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: if lmp is on 6th march and cycle length is 25 daysedd is on 10th december, Instruct: Classify this medical flashcard into one or more relevant categories.
Query: which selective serotonin reuptake inhibitor/serotonin-norepinephrine reuptake inhibitor is typically avoided in patients with hypertension? venlafaxine., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: the management of acute bronchitis involves symptomatic treatments such as hydration, cough suppressants, fever reducers, and pain relievers., source_sentence: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: heller syndrome is characterized by the regression of developmental milestones and autism spectrum disorder.
sentences: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: gestational trophoblastic neoplasia frequently metastasizes to the vagina, making it the second most prevalent site for such spread., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: mcburney's point tenderness refers to pain felt one-third the distance between the anterior superior iliac spine (asis) and the navel., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: are nonsteroidal anti-inflammatory drugs (nsaids) effective as antipyretics and analgesics? yes., source_sentence: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: picture frame vertebra in mixed phase of pagets disease
sentences: Instruct: Classify this medical flashcard into one or more relevant categories.
Query: do patients with radial head subluxation experience sensory loss over the dorsal side of the hand or wrist? no., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: diseases such as minimal change disease, focal segmental glomerulosclerosis, and membranous nephropathy fall under the category of podocytopathies, which affect the podocytes of the kidney., Instruct: Classify this medical flashcard into one or more relevant categories.
Query: bronchiolitis obliterans (constrictive) is a patchy chronic inflammation & fibrosis of the bronchioles, which leads to collapse/obliteration of the bronchioles
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on Qwen/Qwen3-Embedding-4B
results: task: type: triplet
name: Triplet
dataset: name: med flashcard val
type: med_flashcard_val
metrics: type: cosine_accuracy
value: 0.9620000123977661
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 39
Created: 2025-12-09 08:58:09