Model: pankajrajdeo/BioForge-bioformer-16L-umls-integration
Author: pankajrajdeo
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2945832, loss:MultipleNegativesSymmetricMarginLoss, arxiv:1908.10084, model-index, text-embeddings-inference, endpoints_compatible, region:us
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2945832, loss:MultipleNegativesSymmetricMarginLoss
widget: source_sentence: Progesterone 40 mg/g vaginal gel
sentences: Supernumary dentition, A measurement of the number of implantations in the uterus., progesterone 4% vaginal gel, source_sentence: open fracture of four ribs
sentences: open fracture of four ribs (diagnosis), Counselling about nutrition using social support strategy, Columbia-Suicidality Severity Rating Scale Baseline/Screening Version (C-SSRS Baseline/Screening Version) When you have the thoughts, how long do they last? (Lifetime)., source_sentence: magnetic resonance imaging of thoracic spine: mass of lateral aspect of T12 vertebra with isointense T1 signal
sentences: Medical and Surgical @ Endocrine System @ Repair @ Paraganglion Extremity @ Open @ No Device @ No Qualifier, nodule of right lateral cheek (physical finding), spine magnetic resonance imaging T1-weighted thoracic osseous mass isointense signal T12 lateral, source_sentence: Injury to spleen without mention of open wound into cavity, capsular tears, without major disruption of parenchyma
sentences: Capsular tears to spleen, without major disruption of parenchyma, without mention of open wound into cavity, Bleeding grade IV internal haemorrhoid, In 1948, G. Q. Chance described a traumatic spinal injury as a "horizontal splitting of the spine," which has since come to be known as the Chance fracture. In 1965, the first such fracture was described by Howland et al. in a passenger as a result of a lap seatbelt during a motor vehicle accident. Until 1980, there were 36 such injuries reported, but the number of reports has since risen with the advent of mandatory seatbelt laws. We report three cases occurring in a single accident when a popular 4-wheel drive vehicle moving at only approximately 25 mph struck a tree, causing flexion-distraction fractures in all three children wearing lapbelts while seated in the rear seat. All three had a different Chance fracture variant and associated intraabdominal injuries. One child was rendered paraplegic. The purpose of this report is to promote awareness of the associated injuries, and to encourage appropriate use and development of passenger restraints for children., source_sentence: Congenital fibrinogen abnormality
sentences: Any process that activates or increases the frequency, rate or extent of oogenesis. [GO_REF:0000058, GOC:TermGenie, PMID:26434723], Congenital disease, An application of magnetic resonance imaging that uses spin refocusing and spin echo generation, resulting in shorter repetition times and faster imaging.
pipeline_tag: sentence-similarity
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
model-index: name: SentenceTransformer
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: umls sota eval
type: umls_sota_eval
metrics: type: cosine_accuracy@1
value: 0.957925925925926
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9791604938271605
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9829135802469136
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.988641975308642
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.957925925925926
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5356378600823045
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.36578765432098764
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20597530864197536
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6670666060648346
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8832696443601331
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9236085767441008
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9552723269719597
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9524544555838974
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9691797374093671
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9382568542682103
name: Cosine Map@100
verified: no
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Created: 2025-08-05 01:50:51