Exploring the limits of transfer learning with a unified text-to-text transformer
Transfer learning, where a model is first pre-trained on a data-rich task before being fine-tuned
on a downstream task, has emerged as a powerful technique in natural language …
on a downstream task, has emerged as a powerful technique in natural language …
[HTML][HTML] Outcome of heart failure with preserved ejection fraction in a population-based study
Background The importance of heart failure with preserved ejection fraction is increasingly
recognized. We conducted a study to evaluate the epidemiologic features and outcomes of …
recognized. We conducted a study to evaluate the epidemiologic features and outcomes of …
Get to the point: Summarization with pointer-generator networks
Neural sequence-to-sequence models have provided a viable new approach for abstractive
text summarization (meaning they are not restricted to simply selecting and rearranging …
text summarization (meaning they are not restricted to simply selecting and rearranging …
Caspase-11 cleaves gasdermin D for non-canonical inflammasome signalling
Intracellular lipopolysaccharide from Gram-negative bacteria including Escherichia coli,
Salmonella typhimurium, Shigella flexneri, and Burkholderia thailandensis activates mouse …
Salmonella typhimurium, Shigella flexneri, and Burkholderia thailandensis activates mouse …
[HTML][HTML] Scalable and accurate deep learning with electronic health records
Predictive modeling with electronic health record (EHR) data is anticipated to drive personalized
medicine and improve healthcare quality. Constructing predictive statistical models …
medicine and improve healthcare quality. Constructing predictive statistical models …
Cardiovascular magnetic resonance in myocarditis: a JACC white paper
…, NG Filipchuk, A Kumar, M Pauschinger, P Liu… - Journal of the American …, 2009 - jacc.org
Cardiovascular magnetic resonance (CMR) has become the primary tool for noninvasive
assessment of myocardial inflammation in patients with suspected myocarditis. The …
assessment of myocardial inflammation in patients with suspected myocarditis. The …
Predicting mortality among patients hospitalized for heart failure: derivation and validation of a clinical model
ContextA predictive model of mortality in heart failure may be useful for clinicians to improve
communication with and care of hospitalized patients.ObjectivesTo identify predictors of …
communication with and care of hospitalized patients.ObjectivesTo identify predictors of …
The science underlying COVID-19: implications for the cardiovascular system
The coronavirus disease 2019 (COVID-19) pandemic has affected health and economy
worldwide on an unprecedented scale. Patients have diverse clinical outcomes, but those with …
worldwide on an unprecedented scale. Patients have diverse clinical outcomes, but those with …
Association of inpatient use of angiotensin-converting enzyme inhibitors and angiotensin II receptor blockers with mortality among patients with hypertension …
…, P Ye, B Xiao, W Mao, L Liu, Y Yan, M Liu… - Circulation …, 2020 - Am Heart Assoc
Rationale: Use of ACEIs (angiotensin-converting enzyme inhibitors) and ARBs (angiotensin
II receptor blockers) is a major concern for clinicians treating coronavirus disease 2019 (…
II receptor blockers) is a major concern for clinicians treating coronavirus disease 2019 (…
Pegasus: Pre-training with extracted gap-sentences for abstractive summarization
Recent work pre-training Transformers with self-supervised objectives on large text corpora
has shown great success when fine-tuned on downstream NLP tasks including text …
has shown great success when fine-tuned on downstream NLP tasks including text …