Model: StephKeddy/sbert-IR-covid-search
Author: StephKeddy
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:10836, loss:TripletLoss, arxiv:1908.10084, arxiv:1703.07737, base_model:sentence-transformers/all-mpnet-base-v2, base_model:finetune:sentence-transformers/all-mpnet-base-v2, model-index, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-mpnet-base-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:10836, loss:TripletLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget: source_sentence: how has lack of testing availability led to underreporting of true incidence of Covid-19?
sentences: can an effective sars-cov-2 vaccine be developed for the older population [SEP] the emergence of sars-cov-2 and its inordinately rapid spread is posing severe challenges to the wellbeing of millions of people worldwide, health care systems and the global economy. we aim to provide a platform exclusively for discussions of individual and age differences in susceptibility and immune responses to covid caused by sars-cov-2 infection and how to prevent or reduce severity of disease in older adults., the impact of changes in diagnostic testing practices on estimates of covid-19 transmission in the united states [SEP] estimates of the reproductive number for novel pathogens such as sars-cov-2 are essential for understanding the potential trajectory of the epidemic and the level of intervention that is needed to bring the epidemic under control. however, most methods for estimating the basic reproductive number (r(0)) and time-varying effective reproductive number (r(t)) assume that the fraction of cases detected and reported is constant through time., nan, source_sentence: will SARS-CoV2 infected people develop immunity? Is cross protection possible?
sentences: nan, medical ethics in disasters [SEP] disasters frequently create demands that outstrip available existing medical and societal resources. disaster may, for example, not only strike care providers and hospital facilities directly; they may decimate communities capacities to provide food to the population and carry out critical waste disposal services., sars coronavirus pathogenesis: host innate immune responses and viral antagonism of interferon [SEP] sars-cov is a pathogenic coronavirus that emerged from a zoonotic reservoir, leading to global dissemination of the virus. the association sars-cov with aberrant cytokine, chemokine, and interferon stimulated gene (isg) responses in patients provided evidence that sars-cov pathogenesis is at least partially controlled by innate immune signaling., source_sentence: what kinds of complications related to COVID-19 are associated with diabetes
sentences: recommendation to optimize safety of elective surgical care while limiting the spread of covid-19: primum non nocere [SEP] covid-19 has drastically altered our lives in an unprecedented manner, shuttering industries, and leaving most of the country in isolation as we adapt to the evolving crisis. the optimal solution of how to effectively balance the resumption of standard surgical care while doing everything possible to limit the spread of covid-19 is undetermined, and could include strategies such as social distancing, screening forms and tests including temperature screening, segregation of inpatient and outpatient teams, proper use of protective gear, and the use of ambulatory surgery centers (ascs) to provide elective, yet ultimately essential, surgical care while conserving resources and protecting the health of patients and health-care providers., upper airway symptoms in coronavirus disease 2019 (covid-19) [SEP] upper airway symptoms in coronavirus disease 2019 (covid-19), diabetes mellitus is associated with increased mortality and severity of disease in covid-19 pneumonia a systematic review, meta-analysis, and meta-regression [SEP] background and aims diabetes mellitus (dm) is chronic conditions with devastating multi-systemic complication and may be associated with severe form of coronavirus disease 2019 (covid-19). subgroup analysis showed that the association was weaker in studies with median age 55 years-old (rr 1.92) compared to 55 years-old (rr 3.48), and in prevalence of hypertension 25 (rr 1.93) compared to 25 (rr 3.06)., source_sentence: coronavirus early symptoms
sentences: the common cold in frail older persons: impact of rhinovirus and coronavirus in a senior daycare center [SEP] objective: to evaluate the incidence and impact of rhinovirus and coronavirus infections in older persons attending daycare. patients: frail older persons and staff members of the daycare centers who developed signs or symptoms of an acute respiratory illness measurements: demographic, medical, and physical findings were recorded on subjects at baseline and during respiratory illness., epidemiology, clinical course, and outcomes of critically ill adults with covid-19 in new york city: a prospective cohort study [SEP] background: nearly 30,000 patients with coronavirus disease-2019 (covid-19) have been hospitalized in new york city as of april 14th, 2020. results: of 1,150 adults hospitalized with covid-19 during the study period, 257 (22) were critically ill., coronavirus disease (covid-19): a primer for emergency physicians [SEP] introduction: rapid worldwide spread of coronavirus disease 2019 (covid-19) has resulted in a global pandemic. discussion: severe acute respiratory syndrome coronavirus 2 (sars-cov-2), the virus responsible for causing covid-19, is primarily transmitted from person-to-person through close contact (approximately 6 ft) by respiratory droplets., source_sentence: what types of rapid testing for Covid-19 have been developed?
sentences: on the assessment of more reliable covid-19 infected number: the italian case. [SEP] covid-19 (sars-cov-2) is the most recent pandemic disease the world is currently managing. patients affected by covid-19 are identified employing medical swabs applied mainly to (i) citizens with covid-19 symptoms such as flu or high temperature, or (ii) citizens that had contacts with covid-19 patients., lack of antiviral activity of darunavir against sars-cov-2 [SEP] given the high need and the absence of specific antivirals for treatment of covid-19 (the disease caused by severe acute respiratory syndrome-associated coronavirus-2 sars-cov-2), human immunodeficiency virus (hiv) protease inhibitors are being considered as therapeutic alternatives. overall, the data do not support the use of drv for treatment of covid-19., the covid-19 pandemic: important considerations for contact lens practitioners [SEP] a novel coronavirus (cov), the severe acute respiratory syndrome coronavirus - 2 (sars-cov-2), results in the coronavirus disease 2019 (covid-19). thus, it is imperative cl wearers are reminded of the steps they should follow to minimise their risk of complications, to reduce their need to leave isolation and seek care.
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 based on sentence-transformers/all-mpnet-base-v2
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: val
type: val
metrics: type: cosine_accuracy@1
value: 0.6
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9333333333333333
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9333333333333333
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5777777777777778
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5733333333333334
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.48666666666666664
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0037118073861730316
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.011399309808564868
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.019975486198167695
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.033174913852812835
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5158660061527193
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7155555555555556
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.18187688764934176
name: Cosine Map@100
verified: no
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Created: 2025-04-13 12:47:12