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Constructing Transformers For Longer Sequences with Sparse Attention Methods

"We show that carefully designed sparse attention can be as expressive and flexible as the original full attention model. Along with theoretical guarantees, we provide a very efficient implementation which allows us to scale to much longer inputs. As a consequence, we achieve state-of-the-art results...
Source: googleblog.com

World's wealthiest (and 'business as usual') 'at heart of climate problem'

"These [polluter elite] are people who fly most, drive the biggest cars most and live in the biggest homes which they can easily afford to heat, so they tend not to worry if they’re well insulated or not. … They’re also the sort of people who could really afford good insulation and solar panels...
Source: bbc.com

Using Markov chain model to evaluate medical students’ trajectory on progress tests and predict USMLE step 1 scores---a

Background Medical students must meet curricular expectations and pass national licensing examinations to become physicians. However, no previous studies explicitly modeled stages of medical students acquiring basic science knowledge. In this study, we employed an innovative statistical model to characterize...
Source: biomedcentral.com

Effectiveness of a serious game addressing guideline adherence: cohort study with 1.5-year follow-up Tobias Raupach. Insa

Background Patients presenting with acute shortness of breath and chest pain should be managed according to guideline recommendations. Serious games can be used to train clinical reasoning. However, only few studies have used outcomes beyond student satisfaction, and most of the published evidence is...
Source: biomedcentral.com

Can ultrasound novices develop image acquisition skills after reviewing online ultrasound modules? Elaine Situ-LaCasse.

Background Point-of-care ultrasound is becoming a ubiquitous diagnostic tool, and there has been increasing interest to teach novice practitioners. One of the challenges is the scarcity of qualified instructors, and with COVID-19, another challenge is the difficulty with social distancing between learners...
Source: biomedcentral.com

Raise benefits to curb UK crisis in mental health, expert urges

Sir Michael Marmot says ‘uncaring’ system must be made more generous to bridge growing gap in health inequality
Source: theguardian.com

Using GPT-2 to generate Tweets

blog post image Last summer I blogged about using a Deep Neural Network to generate tweets but only used 3200 of my tweets. Since then I've used Twitter's archive mechanism to retrieve ALL my tweets (just over 30,000) to train a network. Not any old network - the GPT-2 model from OpenAI. This 'finetuning' of an existing...

Cornwall: Home care issues for people in rural areas

More than 80 people in Cornwall currently have no council-funded care despite being eligible.
Source: bbc.com

UK PM pledges 3 billion pounds for England's bus network

British Prime Minister Boris Johnson will invest 3 billion pounds ($4.17 billion) in England's bus network, aiming to provide more frequent, cheaper services to encourage people to catch the bus instead of using the car.
Source: reuters.com

US adult life expectancy falling for those without a college degree - Healthcare Economist


Source: healthcare-economist.com

A.I. In Healthcare, 2021: 8 Exciting Insights From The E-Book - The Medical Futurist

We strongly believe that only digital health can bring healthcare into the 21st century and make patients the point-of-care.
Source: medicalfuturist.com

Over 27,000 students share how colleges and universities could improve digital learning

"A Jisc survey of 27,069 higher and further education students reveals that most are pleased with their digital learning, but areas such as wellbeing, mental health and staff digital skills need more attention." Get the basics right (like college WiFi)Make learning sessions more interactive Record lessons...
Source: jisc.ac.uk

WHO's Ryan says some countries didn't hear early COVID-19 warning

Some countries should have listened more carefully when the World Health Organisation declared a global health emergency in January 2020, Mike Ryan, the WHO's top emergency expert, said on Monday.
Source: reuters.com

COVID-19 has transformed education – here are the 5 innovations we should keep

"Five changes made to higher education during COVID-19 will be beneficial afterwards, according to an expert, including more creative assessment methods." Whilst this is written from the perspective of university education this authentic, rich, and active learning approach can and should be applied to...
Source: weforum.org

IEA says global CO2 emissions rising again after nearly 6% fall last year

"Global carbon dioxide emissions dropped by 5.8% in 2020 as the COVID-19 pandemic slowed economic activity, but they rebounded at the end of the year and are on course to rise further, the International Energy Agency said on Tuesday." Whilst economic growth is sought to reduce national deficits following...
Source: reuters.com

Betting on death of petrol cars, Volvo to go all electric by 2030

"Volvo's entire car lineup will be fully electric by 2030, the Chinese-owned company said on Tuesday, joining a growing number of carmakers planning to phase out fossil-fuel engines by the end of this decade." Maybe the transition to all electric cars is going to go faster than it appeared only a few...
Source: reuters.com

Volvo Cars to go fully electric by 2030

"The Swedish firm is to phase out all models with internal combustion engines over the next few years."
Source: bbc.com

The Namib Desert bears a scar from a meteorite impact.

"In the vastness of one of the world’s oldest deserts lies a relatively recent geologic feature: the Roter Kamm crater (“red comb” or “red crest/ridge” in German). An astronaut onboard the International Space Station photographed the crater while orbiting over the Namib Desert. It is approximately...
Source: nasa.gov

Is the UK destined to be the next life science hub?

Jason Shafrin explores the question in The Economist about the role of British science in the pandemic and the future of the UK life sciences activity. "With good data, efficient regulation, an international collection of talent, R&D funds focused on the health care, the UK could see big gains...
Source: healthcare-economist.com

Private equity investment in nursing home increase mortality.

Does Private Equity Investment in Healthcare Benefit Patients? Evidence from Nursing Homes Atul Gupta. Sabrina T. Howell. Constantine Yannelis. Abhinav Gupta.
Source: nber.org