I was surprised myself recently when we had a child in the consultation room and I thought'This looks like a bacterial infection,'

Editor's Note: This article is part of a series on external trends. In Part 3, we study technology trends that will impact business in 2021 and beyond. One learning from the pandemic is the need for a new construct and mental model for technology. In almost every industry, some form of technology will become the product or an enabler to it. Those who cannot participate in digital transformation will be left behind.

SCI COMMUN### COVID-19 At least a dozen countries across Africa are facing a steep rise in coronavirus infections, pushing hospitals in several countries to their limits. The highly infectious Delta variant of SARS-CoV-2 is largely driving the increase; it has been documented in at least 14 African countries. Liberia, Rwanda, Namibia, and the Democratic Republic of the Congo all reported record numbers of new COVID-19 cases this week, as countries across the continent were reporting more than 30,000 new cases each day, racing toward the previous peak from early January. At the same time, the continent is facing an acute shortage of vaccines, with less than 1% of the population vaccinated. Officials at the World Health Organization said 18 African countries had used more than 80% of their vaccine stocks, and eight countries had exhausted their supplies. > “It is impossible to look at these findings and not see a reflection of the systemic racism in the U.S.” > > Duke University health services researcher Lesley Curtis , to NPR, on life expectancy declines from 2018 to 2020: 3.9 years for Hispanic Americans, 3.3 for Black Americans, and 1.4 for white Americans. ### Archaeology Merchants of the Bronze Age faced a problem still familiar today: how to know you're getting what you pay for. Historians have long assumed that standard weights—used to measure and trade goods of equivalent value—were handed down from on high, first created by a king or religious authority to collect taxes or tribute. But a new study suggests that more than 3000 years ago, informal networks of merchants established a standardized weight system that started in Mesopotamia and spread across Europe. Researchers analyzed weights from previously excavated sites spanning nearly 5000 kilometers. More than 2000 of the weights—crafted over 2000 years—weighed nearly the same amount: between 8 and 10.5 grams, they report this week in the Proceedings of the National Academy of Sciences . They propose that as traders compared weights at each meeting, a standard emerged, forming the first known common Eurasian market. ### Astronomy Representatives from seven member nations this week gave the go-ahead to start construction later this year on the world's biggest scientific instrument: the twin telescope networks of the Square Kilometre Array (SKA). Once complete in 2028, the nearly €2 billion SKA will comprise hundreds of radio dishes scattered across South Africa and thousands of wire antennas in Western Australia. Combining the signals from this vast array of detectors will give astronomers unprecedented sensitivity and resolution as they search for the universe's first stars and galaxies and seek to understand gravity and cosmic magnetism. The green light means the U.K.-based SKA Observatory can begin to award industrial contracts. ### Astrophysics Gravitational wave astronomers have twice spotted a black hole consuming a neutron star, researchers with the Laser Interferometer Gravitational-Wave Observatory (LIGO) in the United States and the Virgo Observatory in Italy announced this week. LIGO and Virgo had previously spotted dozens of pairs of black holes spiraling together and two pairs of merging neutron stars—including one that set off a spectacular explosion seen by telescopes of all kinds in 2017. Astronomers saw no similar explosions from the newly detected black hole-neutron star mergers, either because they were too far away or because the black holes swallowed the neutron stars whole, a possibility that could put a damper on hopes that such a collision might someday lay bare the innards of a neutron star. ### Research integrity Although researchers have valid reasons to reuse their text across papers—in literature reviews or methods descriptions, for example—peers often frown on this practice as “self-plagiarism.” Some oversight bodies, including the Committee on Publication Ethics, have considered the practice acceptable in some circumstances. This week, the Text Recycling Research Project, based at Duke University and funded by the U.S. National Science Foundation, released new guidance on the finer points, drawing on advice from journal publishers and other specialists. The document describes when the practice is both ethical and legal and how to present reused text transparently. One aim is to ease the workload of authors who are currently forced to reword passages unnecessarily, purely to avoid the appearance of self-plagiarism, says project leader Cary Moskovitz. ### Scientific community The U.S. National Academy of Sciences (NAS) last week expelled evolutionary biologist Francisco Ayala from its ranks 3 years after he was found to have sexually harassed women colleagues. Ayala resigned from the University of California, Irvine, in 2018 after a university investigation found him guilty of sexual harassment. Ayala declined to comment on NAS's action, but has denied the allegations against him, which included making sexually suggestive comments and inviting a junior professor to sit on his lap. Women who filed complaints with the university over Ayala's behavior applauded the move, but charged that NAS's process was too slow. Ayala is the second NAS member to be ousted over sexual harassment allegations since the academy revised its bylaws 2 years ago to allow members to be removed if they violate its code of conduct. ### Public health The World Health Organization (WHO) on 30 June certified China as free of malaria, making it the 40th country—and the most populous one by far—to gain that status. In the 1940s, China had an estimated 30 million malaria cases and 300,000 deaths annually, but antimalarial drugs, insecticides, and other countermeasures brought cases to zero in 2017. Along the way, pharmaceutical chemist Tu Youyou bagged a Nobel Prize for isolating a powerful malaria drug, artemisinin, in sweet wormwood ( Artemisia annua ), a plant used in traditional Chinese medicine. “China's ability to think outside the box served the country well in its own response to malaria,” Pedro Alonso, director of WHO's Global Malaria Programme, said in a statement this week. The last three countries awarded WHO's malaria-free status were El Salvador, in February, and Algeria and Argentina, both in 2019. ### Publishing The controversial journal impact factor will be supplemented by a new metric that allows accurate comparisons of journal citation rates in different disciplines, its creator, Clarivate Analytics, said last week. The Journal Citation Indicator (JCI), released on 30 June as part of Clarivate's 2021 update to its Journal Citation Reports database, covers a wider range of journals, measured over a longer time period, than the company's existing impact factor. The impact metric captures how many citations a journal accumulated per article published over a 2-year period; the new metric is an average that attempts to take into account the substantially different rates of publication and citation in different fields, according to Clarivate. The JCI is a step forward but has important limitations, says Henk Moed, a bibliometrician at the Sapienza University of Rome. He says that, like impact factors, the new metric will be problematic if applied to individual researchers. ### Public health In its inaugural award ceremony last week, a coalition of public, private, and philanthropic organizations known as the Trinity Challenge gave out a total of $8 million to eight projects focused on preventing the next pandemic. Launched in September 2020 with support from 42 organizations including the Bill & Melinda Gates Foundation, Google, GlaxoSmithKline, and Imperial College London, the challenge recognizes projects that use data and analytics to respond to health emergencies. The $1.8 million grand prize went to a project called Participatory One Health Disease Detection, which aims to help farmers in Asia and Africa identify and report sick livestock via a mobile app to prevent the spread of disease among animals and to humans. Second place prizes of $1.4 million each will support an effort to help health authorities in West Africa forecast emerging diseases and a project that uses artificial intelligence to spot infectious disease outbreaks using routine blood tests. ### Space science An expert panel at the U.S. National Academies of Sciences, Engineering, and Medicine (NASEM) is encouraging NASA to push forward with a proposed change to limits on radiation exposure that would place women astronauts on equal footing with their male counterparts. Current standards limit astronauts to a radiation level that increases their risk of exposure-induced death by 3%, a metric that varies based on age and sex. A change under consideration at NASA, endorsed in a NASEM report released last week, would limit all astronauts to 600 millisieverts of radiation over their careers. The report also proposes a color-coded system to communicate the risks of longer missions and proposes that astronauts sign a waiver if a mission is expected to exceed their radiation limit. ### Science policy The U.S. House of Representatives this week overwhelmingly approved two bills that would authorize massive spending increases at the National Science Foundation (NSF) and the Department of Energy's Office of Science. H.R. 2225 calls for more than doubling NSF's annual budget of $8.5 billion to $17.9 billion by 2026, and H.R. 3593 would give the Office of Science a 63% boost, to $11.1 billion, over the same period. The bills represent a slimmer alternative to the sprawling and more costly one passed last month by the Senate to address the growing scientific, economic, and military threat of China. Science lobbyists generally prefer the House bills' approach to tightening research security and correcting the uneven geographic distribution of funding. Reconciling these competing visions could take months, and separate legislation will be needed to determine the 2022 budgets for each agency. 267 million —People worldwide who live on land less than 2 meters above sea level—areas at greatest flood risk from sea level rise. Researchers predict an increase to 410 million people by 2100. ( Nature Communications ) 250–350 million years —Estimated age of the universe at “cosmic dawn,” when the first stars switched on, based on new telescope observations of the most distant known galaxies. ( Monthly Notices of the Royal Astronomical Society )

The winners of three IJCAI awards have been announced. These three distinctions are: the Award for Research Excellence, the John McCarthy Award and the Computers and Thought Award. The Research Excellence award is given to a scientist who has carried out a program of research of consistently high quality throughout an entire career yielding several substantial results. The winner of the 2021 Award for Research Excellence is Richard Sutton (University of Alberta). Richard is recognized for his fundamental contributions to the foundation of reinforcement learning.

Every month, tons of new movies and TV shows become available to stream for free for U.S. subscribers to Netflix, HBO Max, Amazon Prime, and Hulu. With so many different streaming services, it can be hard to keep track of them all--especially if you belong to more than one. We'll let you decide which service has the best new titles. Good Watch Air Force One Austin Powers: International Man of Mystery Boogie Nights Born to Play Charlie's Angels The Game Midnight Run Star Trek (2009) The Strangers Sword of Trust Talladega Nights: The Ballad of Ricky Bobby Zathura: A Space Adventure Snowpiercer (July 2) The Beguiled (July 16) Milkwater (July 20) 9 to 5: The Story of a Movement (July 22) Django Unchained (July 24) Fantastic Fungi (July 28) The best of movies, TV, books, music, and more, delivered to your inbox. You can manage your newsletter subscriptions at any time.

An Australian Femtech company with US headquarters in San Francisco announced new technology to help couples get pregnant via artificial intelligence-assisted in vitro fertilization (IVF). Life Whisperer is the fertility arm of Presagen, a global artificial intelligence company. The company, whose US headquarters is in San Francisco, announced in a press release new women's health technology applying artificial intelligence to the IVF embryo selection process. IVF clinics around the world can add an artificial intelligence platform to help doctors select the healthiest embryos with the best chance of success. Embryo selection is an important part of the IVF process, where the healthiest embryos are chosen for implantation.

In 2017-18, only six per cent of Australian soft plastic waste was recycled. The rest added to the growing mountain of plastic in landfills around the country. The biggest problem is the lack of an automatic solution to sort soft plastic waste from co-mingled recycling. Vucetic, an Engineers Australia Fellow, explained that this is because soft plastics like bread bags and cling wrap get tangled in machinery, causing equipment failures and contaminating other waste streams. Sydney-based recycling provider iQRenew invited Vucetic's team at the University of Sydney's Centre for IoT and Telecommunications to see the problem first hand, and potentially help them automate their processes.

The University of South Australia will lead a world-first study, using artificial intelligence, to map the risks of the most fatal reproductive cancer in women worldwide so it can be detected and treated earlier. Internationally-renowned nutritional epidemiologist Professor Elina Hypponen and a team from UniSA's Australian Centre for Precision Health have been awarded $1.2 million by the Federal Government to map the genetic and physical risks of ovarian cancer, based on the health records of 273,000 women from the UK Biobank database. A machine learning model, which automatically analyses the data to identify patterns of risk, is expected to accurately predict which women will develop ovarian cancer in the next 15 years. Ovarian cancer is usually diagnosed very late due to vague symptoms and few known causes, with a five-year survival rate of less than 30 per cent for women with late-stage cancer. Genes, diet and lifestyle come into play and the researchers say a computational approach will narrow down those most at risk. "With an early diagnosis, we can notably improve survival rates from ovarian cancer," Prof Hypponen says.

Previous works indicate that the glyph of Chinese characters contains rich semantic information and has the potential to enhance the representation of Chinese characters. The typical method to utilize the glyph features is by incorporating them into the character embedding space. Inspired by previous methods, we innovatively propose a Chinese pre-trained representation model named as GlyphCRM, which abandons the ID-based character embedding method yet solely based on sequential character images. We render each character into a binary grayscale image and design two-channel position feature maps for it. Formally, we first design a two-layer residual convolutional neural network, namely HanGlyph to generate the initial glyph representation of Chinese characters, and subsequently adopt multiple bidirectional encoder Transformer blocks as the superstructure to capture the context-sensitive information. Meanwhile, we feed the glyph features extracted from each layer of the HanGlyph module into the underlying Transformer blocks by skip-connection method to fully exploit the glyph features of Chinese characters. As the HanGlyph module can obtain a sufficient glyph representation of any Chinese character, the long-standing out-of-vocabulary problem could be effectively solved. Extensive experimental results indicate that GlyphCRM substantially outperforms the previous BERT-based state-of-the-art model on 9 fine-tuning tasks, and it has strong transferability and generalization on specialized fields and low-resource tasks. We hope this work could spark further research beyond the realms of well-established representation of Chinese texts.

This letter introduces a novel framework to optimize the power allocation for users in a Rate Splitting Multiple Access (RSMA) network. In the network, messages intended for users are split into different parts that are a single common part and respective private parts. This mechanism enables RSMA to flexibly manage interference and thus enhance energy and spectral efficiency. Although possessing outstanding advantages, optimizing power allocation in RSMA is very challenging under the uncertainty of the communication channel and the transmitter has limited knowledge of the channel information. To solve the problem, we first develop a Markov Decision Process framework to model the dynamic of the communication channel. The deep reinforcement algorithm is then proposed to find the optimal power allocation policy for the transmitter without requiring any prior information of the channel. The simulation results show that the proposed scheme can outperform baseline schemes in terms of average sum-rate under different power and QoS requirements.