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  • 7 individuals selected for ‘Pakistan Wildlife Protection Awards 2025’

    7 individuals selected for ‘Pakistan Wildlife Protection Awards 2025’

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    ISLAMABAD, Jul 14 (APP):The Ministry of Climate Change & Environmental Coordination (MoCC&EC), in collaboration with the Snow Leopard Foundation (SLF) and wildlife departments from Gilgit-Baltistan, Khyber Pakhtunkhwa (KPK), and Azad Jammu & Kashmir (AJ&K), announced seven individuals for the Pakistan Wildlife Protection Awards 2025 against their exemplary efforts .

    Following a detailed evaluation of 21 nominations during the third meeting of the National Committee for the Citizen Ranger Wildlife Protection Program (CRWPP), seven individuals were selected for their outstanding contributions to wildlife conservation in Pakistan’s snow leopard range areas. Additionally, one award has been reserved for a community initiative, said a press release issued on Monday.

    The Pakistan Wildlife Protection Awards aimed to shine a spotlight on those working behind the scenes to protect the wildlife and ecosystems of the country.

    Among the selected individuals, Muhammad Ismail, Game Watcher from the AJK Wildlife Department, will receive this year’s Snow Leopard Award for his exemplary commitment to wildlife conservation.

    Another Gamer Watcher from the same region, Mehboob Shah, was selected for the Musk Deer Award.

    While, three officers from Gilgit-Baltistan, such as Sher Afgan Ali, Muhammad Raza, and Sakhawat Ali, will be honored with the Blue Sheep Award, Brown Bear Award and Wolf Award, respectively.

    Similarly, Israr Ullah deputy ranger and Muhammad Saleem wildlife watcher from KPK have been declared winners for the Ibex Award and Markhor Award.

    The awards will be presented during a formal ceremony organized by MoCC&EC and SLF later this month.

    Minister of State for MoCC&EC dr. Shezra Mansab Kharal appreciated Pakistan wildlife protection awards.

    “The Pakistan Wildlife Protection Awards are a powerful reminder of the courage and commitment shown by those who work tirelessly to protect our country’s natural heritage. These rangers, officers, and community members are the unsung heroes of conservation, and their efforts are essential in our fight against biodiversity loss and climate change. As a nation, we must continue to support and celebrate their role in securing a more sustainable future,” she said.

    The Wildlife Ambassador, Sardar Jamal Khan Leghari, Dr. Muhammad Ali Nawaz, Director of the Snow Leopard Foundation, Ashiq Ahmad Khan, senior wildlife expert and Chair of the National Committee, Haseena Anbarin, DIG Forest, MoCC&EC, also lauded the unseen efforts of those heroes who are tirelessly working in preserving Pakistan’s natural treasures.

    MoCC&EC and SLF reaffirmed their commitment to expanding the Citizen Ranger Wildlife Protection Program and strengthening conservation awareness across the country.

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  • Environmentally Friendly Inhalers Fall Short on Patient Tolerance

    Environmentally Friendly Inhalers Fall Short on Patient Tolerance

    Changing to a dry powder inhaler (DPI) was associated with more healthcare use by adult patients with asthma, based on data from approximately 260,000 individuals.

    The Veterans Health Administration adopted a formulary change in 2021 that switched from the standard budesonide-formoterol metered-dose therapy to fluticasone-salmeterol dry powder therapy, but differences in patient outcomes after the change have not been well-studied, wrote Alexander Rabin, MD, of the University of Michigan, Ann Arbor, Michigan, and colleagues.

    The change affected hundreds of thousands of veterans, and the researchers wanted to understand how this large-scale shift in prescribing affected clinical outcomes, Rabin said in an interview.

    The formulary change was driven by a contract renegotiation and cost considerations rather than environmental concerns, but there is great interest in understanding differences in clinical outcomes between metered-dose inhalers (MDIs) and DPIs because DPIs lack the aerosol propellants that may contribute to global warming, Rabin noted. “The VA’s [Veterans Affairs] policy shift created a natural experiment to study the clinical effects of switching from MDIs to DPIs on a broad scale,” he said.

    The researchers used data from the US VA healthcare system from January 2018 through December 2022 to design a matched observational cohort study and a within-person self-controlled case series (SCCS). They measured rescue medication use, emergency department visits, and hospitalizations before and after the formulary change.

    The study population for the SCCS included 260,268 patients with asthma who switched from the standard metered-dose therapy to dry powder therapy; the median age was 71 years, and 91% were men.

    Although the period of DPI use was associated with a 10% decrease in albuterol fills compared with periods of MDI use, it was associated with a 2% increase in prednisone fills, a 5% increase in all-cause emergency department visits, a 6% increase in respiratory-related emergency department visits, an 8% increase in all-cause hospitalizations, a 10% increase in respiratory-related hospitalizations, and a 24% increase in pneumonia-specific hospitalizations. 

    The cohort study included 258,557 patients who switched to a DPI and matched patients who did not. The mean age in this group was 68.9 years; 94% were men. At 180 days after the switch, patients who switched to a DPI experienced increases in all-cause hospitalizations compared with those who didn’t switch (16.14% vs 15.64%). Patients who switched also had more respiratory-related hospitalizations and pneumonia-related hospitalizations compared with the control group (3.15% vs 2.74% and 1.15% vs 1.03%, respectively). However, no differences in mortality were noted.

    The researchers had heard anecdotally from colleagues and patients that the DPI version of fluticasone-salmeterol might be less well tolerated than MDI budesonide-formoterol, Rabin told Medscape Medical News. “Still, we were surprised to see evidence of worse outcomes, including increased emergency department visits and hospitalizations for COPD [chronic obstructive pulmonary disease] and asthma exacerbations,” he said.

    “We had hoped the transition might be neutral or even beneficial because the fluticasone-salmeterol DPI is both less expensive and more climate-friendly than the budesonide-formoterol MDI, but the data showed there was an association with increased healthcare utilization after the switch,” he noted.

    Data Support Flexible Prescribing

    In light of the study findings, the researchers are working with the VA Pharmacy Benefits Management Services to review the formulary decision and consider more flexibility around prescribing budesonide-formoterol when clinically appropriate, Rabin said. “This experience also highlights a broader opportunity: To improve how large systems implement medication or device changes,” he said. “Transitions like these can create confusion or disruption for patients and clinicians alike, but better communication, training, and support could help ensure that changes are both clinically effective and patient-centered,” he said.

    We don’t yet know whether the worse outcomes were due to differences in the medications themselves (fluticasone vs budesonide), the delivery devices (DPI vs MDI), or the way the switch was implemented,” Rabin told Medscape Medical News.

    The researchers are collecting qualitative data from veterans and providers to understand their experiences with the formulary change, he said. “As the healthcare community looks to reduce the environmental impact of respiratory care, it is essential that we do so in ways that protect, and ideally improve, patient outcomes. Sustainable solutions must be safe, effective, and equitable for those we serve,” he added.

    Nonmedical switching of medications because of insurance coverage or other reasons not decided by clinicians is happening more frequently, said David M. Mannino III, MD, pulmonologist and professor at the University of Kentucky, Lexington, Kentucky, in an interview.

    The VA population tends to be sicker, poorer, and more complicated than the general medical population; therefore, the increased use of health resources was not unexpected, said Mannino. “In general, it is a bit more difficult to use a DPI, so in many practices, sicker patients tend to be on MDIs or nebulizers,” he noted. “Forcing patients to switch might cause complications if they are not able to properly use the device they were switched to,” he said. The current study looked at the data in different ways, and the findings for a higher risk for pneumonia and emergency department visits were consistently increased, although there was no increased risk for death, he said.

    “These data are compelling,” Mannino told Medscape Medical News. “I think the VA system that instituted these changes needs to take a close look at these data and consider whether other factors need to be included in future decision-making,” he said.

    The current study had limitations inherent in its design, such as a lack of data that any of the medication was taken vs prescribed, Mannino noted. Other options, such as nebulizers, could be used in some patients, and newer medications now available to treat COPD might be an adequate alternative to inhalers, he added.

    The study was supported by the US Department of VA Office of Health Systems Research. The researchers had no financial conflicts of interest. Mannino disclosed serving as a consultant to both GSK (makers of Advair) and AstraZeneca (makers of Symbicort), and consulting with other companies who make or are developing COPD therapies, including Chiesi Farmaceutici, Regeneron Pharmaceuticals, Roche, Sanofi, Amgen, and Lilly.

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  • Best Samsung Galaxy Watch 8 preorder deal: Free $50 Amazon gift card

    Best Samsung Galaxy Watch 8 preorder deal: Free $50 Amazon gift card

    FREE GIFT CARD: As of July 14, Amazon is offering a free $50 Amazon gift card when you pre-order the Samsung Galaxy Watch 8. This deal is valid until July 24.


    It’s weird to float around on Amazon after Prime Day. Most of the best deals are gone, but some record-low prices are sticking around. It feels like Amazon is in limbo, which is why the latest preorder deal on the recently-announced Samsung Galaxy Watch 8 is so significant. It’s the only deal out there that truly feels “new.”

    Amazon is offering a free $50 Amazon gift card when you preorder the Samsung Galaxy Watch 8. This promotional offer is only running until July 24, ahead of the smartwatch’s release on July 25. If you know you want to upgrade, this deal makes a lot of sense. You can spend that $50 gift card on whatever you like, with no fees and no expiration date.

    SEE ALSO:

    Samsung Unpacked was silent on Project Moohan and the rumored trifold phone

    This smartwatch comes packed with advanced health and sleep tracking features, an Energy Score that helps you plot out your activities for the day based on stats from the previous day, and a Running Coach feature that tracks your key metrics to help you smash your goals.

    The Samsung Galaxy Watch 8 even offers insights into your diet, activity, and stress levels so you can keep a closer eye on your health. If you want something that can take control of your daily health and fitness goals, this is the model for you.

    Mashable Deals

    Score a free $50 gift card with the Samsung Galaxy Watch 8 at Amazon.

    The best deals this week, hand-picked by Mashable’s team of experts

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  • Quarter-finals preview and how to watch football action live

    Quarter-finals preview and how to watch football action live

    The group stage of the UEFA Women’s EURO 2025 is complete, meaning the quarter-finalists for the football tournament in Switzerland are now locked in.

    England, France, Germany, Italy, Norway, Spain, Sweden and Switzerland have all booked their place in the final eight after finishing in the top two in their respective groups.

    Attention now turns to the quarter-finals, where the tournament tilts to knockout mode as teams hunt a place in the semi-finals.

    Owing to their form, the winners of each group will meet the runners-up from another group, and the result promises some intriguing match-ups.

    Find out more about the UEFA Women’s EURO 2025 quarter-finals, including where you can watch the action live, below.

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  • DJ Nick León on Rosalía, regional Latin club sounds and rejecting success: ‘I was losing my edge’ | Music

    DJ Nick León on Rosalía, regional Latin club sounds and rejecting success: ‘I was losing my edge’ | Music

    A few years ago, Nick León made a hit. Not a hit hit, like a Drake/Sabrina/Taylor hit, but a hit in certain circles. His single Xtasis, made with the Venezuelan producer DJ Babatr, was one of the defining club tracks of 2022. Named track of the year by Resident Advisor and a staple at parties throughout the summer and autumn, it launched León from his status as one of Miami’s most interesting underground DJs into the international club circuit.

    “It was like, we’re hitting the ground running – we’re gonna be touring and DJing all the time, and there was this mission of spreading the music that so many people have been playing already, from Latin America and the US,” León recalls of this period, sweating through his tie-dye T-shirt in an east London cafe in June.

    ‘I wanted to recalibrate a little bit’ … Nick León

    The problem? León didn’t necessarily even see himself as a club producer. “For as long as I’ve been making music, there’s been two paths in parallel – production work, because I come from that world making rap beats and doing production for artists, and then I had my electronic side quest,” he says.

    As Xtasis was coming out, he was preparing to lean further into production – he had just worked with Spanish pop star Rosalía on her generational 2022 record Motomami, and signed a publishing deal off the back of it. Next minute, he was deep in the scene, and beginning to feel like he was “dumbing myself down, playing too four-on-the-floor, not taking any risks” in comparison to how he used to DJ in Miami. “I was a little worried about where I was going in the club world, being in Europe so much. I was getting boring, losing my edge.”

    Burnt out, León committed the cardinal sin of any working DJ: he parted ways with his agent and took some time off touring in order to work out what Nick León music should actually sound like. The result is A Tropical Entropy, a muggy, magical debut album that synthesises every facet of León – pop producer, experimental club wizard, maker of heaving, skewwhiff beats – and acts just as much as mission statement as it does a survey of Miami, a city that’s far too often represented in culture as either a 0.1-percenter’s playground or an ungovernable bed of sin.

    “With this project, I wanted to recalibrate a little bit,” he says. “I think I have a weird entry point to dance music that’s not the same as a lot of my peers. I’m learning that Berghain is important from my friends, but I don’t care, you know? I really like being in the studio.”

    León grew up in Fort Lauderdale, a city north of Miami, to a Colombian mother. He started making music as a teenager using a copy of FL Studio, a digital audio workstation, that was on his brother’s laptop. He began producing beats for rappers in Miami, running sessions in his family home. During a brief relocation to Boston in the early 2010s, León was introduced to the experimental club music bubbling up around the east coast. It inspired him to start incorporating club sounds into his productions, landing on an irresistible fusion of Latin traditions such as reggaeton and dembow with house and ambient techno. León quickly became associated with a group of artists and labels around the world – Mexico City label Naafi, Colombian label TraTraTrax, ambient reggaeton producer DJ Python – who were fusing similar styles.

    León describes the “mission” of that scene as one of garnering respect for regional club styles in a world that is notoriously gatekept and, too often, racist and inconsiderate in the ways it either excludes or gentrifies sounds from outside the western world. It’s ongoing, he says.

    A Tropical Entropy – stream Spotify

    “It feels way better than it did even two, three years ago in terms of like … OK, artists from Latin America are getting booked – are promoters putting their money where their mouth is and paying for visas? Or is it just a hype moment?” he says. “Touring in Europe certainly gave me more perspective on the thing, because you play parties and you’re either the wildcard or they’re mad that you’re not playing more reggaeton.”

    As it turned out, taking time away from the underground club circuit – and betting on the idea that DJs can still find a meaningful, viable career outside its infrastructure – proved fruitful. Last year, León released Bikini, a collaboration with Danish musician Erika de Casier that became an indie-pop crossover, and was hailed by many publications as one of the best songs of the year.

    When León made the song, it gave him a blueprint for how he wanted A Tropical Entropy to sound – complex but pop-leaning, taking in the multitude of dance styles that have shaped him. “Bikini felt like one of the first times I was able to get an idea out that really showcases all of the different music that I like,” he says. The mission with this album is nobody’s but his own, he says: “I very much want to hear more pop music that sounds like this.”

    A Tropical Entropy is out now on TraTraTrax

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  • Cam’ron Ismail: I’ve been dreaming of this moment | Video | News

    Cam’ron Ismail: I’ve been dreaming of this moment | Video | News

    Cam’ron Ismail is an Arsenal man to the core, so the opportunity to sign his first professional contract could only be described as a dream come true.

    Born and raised just ten minutes from Emirates Stadium, Cam’ron grew up watching his beloved club, donning his Theo Walcott jersey to any match he could get to down the years.

    Joining us in 2021, the full-back has now progressed through the academy and signed his maiden professional deal, a day that he hoped would come.

    He said: “I think it’s an important day. A day that’s been in my mind for quite a long time. 

    “I think it’s a proud moment for me and it’s something that I’ve been dreaming of. It’s a big moment and I’m happy to be here.

    “I’ve always been an Arsenal fan. I think being around it and living so close to the stadium, you’re always seeing Arsenal fans everywhere, hearing the theme song. I think it’s a big thing, just being from Islington and supporting Arsenal and being able to play for Arsenal.

    “I’m very proud, very proud to do so, and every day, I come in and give my all.”

    Read more

    Young Gun: Cam’ron Ismail

    The left-back spent most of last season playing for our under-18s, making 16 appearances in the U18 Premier League, but he also featured a handful of times for the under-21s in Premier League 2.

    With the squad already back in training at the Sobha Realty Training Centre, Cam’ron has set his targets for the campaign ahead.

    “Have a good pre-season,” he said. “It’s always good to start well, leading into the season. I think just establish myself in the under-21 side and then any opportunities, maybe with the first team, whether that’s training, I think just showing my best self and ready for when the opportunity comes.”

    Our promising full-back has also spent time with the Egypt international set-up after being called up to the under-20 side.

    Cam’ron knows that training in different environments can help shape a player and revealed he enjoys the standards set at Colney day in, day out.

    “I think every day, coming into an environment where everyone’s always on it. In training, everyone’s always playing at a higher standard, which is what we want.

    “We’re at Arsenal, so we have to portray that kind of thing, professionalism, whether that’s in the gym, on the pitch, just in and around, education.

    “I think all the players always show a higher standard, so I’d say everyone, really. No one in particular, but everyone shows good standards, so it’s good to be around.”

    Read more

    27 photos from our U21s first training session

    Copyright 2025 The Arsenal Football Club Limited. Permission to use quotations from this article is granted subject to appropriate credit being given to www.arsenal.com as the source.

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  • ICC names Aiden Markram men’s player of the month

    ICC names Aiden Markram men’s player of the month

    Listen to article

    South Africa’s Aiden Markram has been named the ICC Men’s Player of the Month for June 2025, following his match-winning performance in the ICC World Test Championship (WTC) Final against Australia at Lord’s.

    Markram edged out fellow nominees, his teammate Kagiso Rabada and Sri Lanka’s top-order batter Pathum Nissanka, to claim the monthly honour.

    The 30-year-old opener played a crucial role in helping the Proteas lift their first senior ICC trophy in 27 years.

    He scored a magnificent 136 in the fourth innings of the WTC Final and also contributed with the ball, taking two important wickets, including that of Steve Smith, to set up a historic win for South Africa.

    Reacting to the award, Markram said: “It is a privilege to receive this award. To contribute to an ICC World Test Championship win for our team and South Africa is something that means a lot to me.

    Winning the final at Lord’s is a historic moment for South African cricket, and it is something we will all remember forever.

    This victory was only possible due to the combined efforts of the entire team, with crucial contributions from KG (Kagiso Rabada) and Tembs (Temba Bavuma).”

    Although Markram was dismissed for a duck in the first innings, he bounced back strongly in the second.

    Chasing a target of 282, he guided the Proteas through a tense fourth innings, showing composure and maturity.

    His partnerships with Wiaan Mulder and Temba Bavuma kept the innings steady, especially after the early loss of Ryan Rickelton.

    When Bavuma faced an injury scare during the chase, Markram offered constant support. He eventually departed after scoring 136, anchoring the innings with control and calmness.

    Before shining with the bat, Markram made a vital impact with the ball, breaking a strong partnership by dismissing Steve Smith with just his sixth delivery.

    He later removed Josh Hazlewood in the second innings to wrap up Australia’s innings.

    This memorable performance helped South Africa clinch their maiden ICC World Test Championship title, and Markram’s all-round efforts rightly earned him the ICC Men’s Player of the Month award.

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  • Warren Buffett comes out on top from Kraft Heinz flop – Financial Times

    Warren Buffett comes out on top from Kraft Heinz flop – Financial Times

    1. Warren Buffett comes out on top from Kraft Heinz flop  Financial Times
    2. Exclusive | Kraft Heinz Is Planning a Breakup  The Wall Street Journal
    3. Kraft Heinz reportedly preparing to split  FoodNavigator.com
    4. Kraft Heinz up on potential grocery business spinoff worth up to $20 billion  TradingView
    5. Roundup: Kraft Heinz breakup / Quality Jobs program / Customs collections  Baton Rouge Business Report

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  • Brooklyn and beyond: Colm Tóibín’s best books – ranked! | Colm Tóibín

    Brooklyn and beyond: Colm Tóibín’s best books – ranked! | Colm Tóibín

    This dispatch from what we might call the extended Colm Tóibín universe is set near the same time and in the same place as his earlier novel Brooklyn (one character appears in both books). It’s the story of a widowed woman who struggles to cope with life after love. If it lacks the drama of some of Tóibín’s other novels, the style is impeccable as ever, with irresistibly clean prose that reports emotional turmoil masked by restraint. There is no ornate showing off. “People used to tease me for it, saying: ‘Could you write a longer sentence?’” Tóibín has said. “But there’s nothing I can do about it.”


    This short novel began as a play, which later became a Broadway flop. Tourists, observed Tóibín, are “going to take in only one Broadway show, and Bette Midler had just opened around the corner”. Jesus’s mother Mary is recalling the events around his crucifixion. Tóibín’s Mary is not meek and mild, but hardened by her experience, suspicious of his miracles and despairing of the followers who will take her son away from her. This is a rare first-person narrative for Tóibín, and his quiet style sometimes muffles the emotions Mary feels at Jesus’s suffering. In the end it’s a book not just about biblical figures, but about how strange our children become to us.

    Tóibín’s second novel shows that his “deadpan” style was there from the start: “you’re never sure where the laughter is going to come from or where the sadness is”, as he described it to the Paris Review. There’s more sadness here than laughter – apart from the joke that it always seems to be raining. It’s the story of High Court judge Eamon Redmond, a conservative man in 1980s Ireland, where the next generation – including his children – is agitating for reform on social issues such as divorce and abortion. This book is also, says Tóibín, “the most direct telling of the grief and numbness” he felt as a child at his “abandonment” when his mother left the family for many months to attend his sick father in hospital.

    Tóibín’s motto might be: If it’s not one thing, it’s your mother. Redoubtable mothers loom large in his work, and this is a whole book of stories about mothers and their sons. The best are novella-length – Tóibín is a novelist at heart – including one which features early appearances of Nancy and Jim from Brooklyn. These are stories of complicated love, laced with dark comedy. In one, a gangster with a drunken mother is selling stolen paintings to two Dutch criminals. One of the men, his associate tells him, “could kill you in one second with his bare hands”. “Which of them?” he asks. “That’s the problem,” comes the reply. “I don’t know.”

    If Tóibín’s fiction tends toward low-key gloom, this novel about a gay Argentinian man of English ancestry is his happiest. Richard Garay frequently enjoys himself, especially now that his mother is dead. There’s a gusto in his resentment of her (“I am using, with particular relish, the heavy cotton sheets she was saving for some special occasion”) and an animal delight in his appreciation of the bodies of the men he loves. Even the darker stuff here – abductions, the fallout of the Falklands war – is described with almost cheerful energy.

    It catapulted Tóibín from acclaimed literary novelist to bestseller, with the story of Eilis Lacey, a young woman in 1950s Ireland who seems utterly passive in her life. At least, that is, until she goes to the US – the sea crossing is a comic highlight, featuring motion sickness and a shared bathroom – and defies her family’s plans for her. Tóibín’s sensitive touch means Eilis feels like a real person, even when we want to give her a good shake. Adapted into a film in 2015 starring Saoirse Ronan, Brooklyn delivers satisfying emotional tension despite its restrained heroine. It’s little wonder it has become Tóibín’s best-loved book.

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    Last year’s sequel to Brooklyn takes up Eilis’s story 20 years on. It’s a more rounded novel, with a greater range of characters fully on display, and Eilis seems to have found some bottle in the intervening years. “Can you not control her?” her brother-in-law asks her husband, when she argues with their father. It’s also a portrait of a changing Ireland in the 1970s. And although Tóibín dislikes traditional historical fiction (“I hate people ‘capturing the period’”), he does capture the period beautifully, with a wealth of detail – including the introduction of the toasted cheese sandwich to Ireland’s pubs.

    Tóibín’s fourth novel is clear, contained and complex. It is set in his literary comfort zone of coastal County Wexford, but there’s nothing complacent about this story, where traditional Ireland – singalongs with bodhrán drums – meets the modern crisis of Aids. It tells of three generations of women trying to get along together as a young man in their family dies. But it is also an acutely observed portrait of parenting young children (more mothers and sons), a retelling of the Greek myth of Orestes, Electra and Clytemnestra, and a rendering of Tóibín’s own childhood suffering around the sickness and death of his father. “I think if you’re not working, as a novelist, from some level of subconscious pain,” he has said, “then a thinness will get into your book.”

    Tóibín’s longest novel is also one of his most gripping. This book about Thomas Mann is an exceptional achievement in imaginative empathy, covering six decades of the writer’s life: his self-regard, his literary genius, and the concealed love for beautiful young men that he subsumed into works such as Death in Venice. Tóibín shows Mann as calcified by his public austerity (at his mother’s funeral, his daughter sees him cry for the first time). Tóibín likes to poke fun at his own austere reputation. He writes, he once said, on a chair that is “one of the most uncomfortable ever made. After a day’s work, it causes pain in parts of the body you did not know existed” – but “it keeps me awake”.

    Tóibín’s masterpiece – to date – explores the inner life of Henry James, a man who was “a mass of ambiguities”. The novel covers five years in James’s life, beginning with the failure of his 1895 play Guy Domville, but its scope is vast, teasing apart the public and private man. “Everyone he knew carried within them the aura of another life which was half secret and half open, to be known about but not mentioned.” James loves gossip and secrets but keeps his own hidden. “It was the closest he had come,” he recalls, thinking of one abandoned episode of attraction to another man, “but he had not come close at all.” The Master is subtle, funny, ingenious and emotionally wrenching. Tóibín even took enough influence from James to – finally – write in long sentences.

    To explore any of the books featured, visit guardianbookshop.com. Delivery charges may apply.

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  • Machine learning helps find other Earths – Sciworthy

    Machine learning helps find other Earths – Sciworthy

    Astronomers are interested in finding planets of a similar size, composition, and temperature to Earth, also called Earth-like planets. However, there are challenges in this endeavor. Small, rocky planets are difficult to find because current planet-hunting methods are biased towards gas giants. Also, for a planet to be similar in temperature to Earth, it has to orbit a comparable distance from its host star, similar to Earth orbiting the Sun, which means it takes approximately a year to go around its star. This creates another problem for astronomers trying to find these planets, since searching for an Earth-like planet around just one star would involve dedicating a telescope to monitor it constantly for more than a year. 

    To save time spent operating telescopes, scientists need a new way to find stars that are good candidates for thorough searches before dedicating resources to observing them. One team of astronomers investigated whether observable properties of planetary systems could indicate the presence of Earth-like planets. They found that the arrangement of known planets in the system and the mass, radius, and distance from its closest planet to its star could be used to predict the occurrence of an Earth-like planet. 

    Then, the team tested how well machine learning could handle this task. They started by creating a sample set of planetary systems with and without Earth-like planets. Astronomers have only found around 5,000 stars in the sky with an orbiting exoplanet, which makes the sample size too small to train machine learning programs. So, the team generated 3 sets of planetary systems using a computational framework that simulates how planets form, called the Bern model

    The Bern model starts with 20 clumps of dust that are 600 meters, or about 2,000 feet, across. These clumps kickstart gas and dust accumulating into full-sized planets that form over 20 million years. Then the planetary system evolves over 10 billion years to an end state, called the synthetic planetary system, that the astronomers include in their dataset. They used this model to create 24,365 systems with stars the size of the Sun, 14,559 systems with stars ½ the size of the Sun, and 14,958 systems with stars ⅕ the size of the Sun. They also split each of these groups into 2 sub-groups, including a group with an Earth-like planet and a group without an Earth-like planet. 

    With these larger datasets, the team then tested whether a machine learning technique called a Random Forest model could categorize the planetary systems into those that likely had an Earth-like planet and those that did not. In a Random Forest, all the outputs are either true or false, and different parts of the program, called trees, make decisions on different subsections of the whole training dataset. The team decided that if a planetary system likely had 1 or more Earth-like planets, then the Random Forest should consider that “true.” The researchers tested their algorithm for accuracy using a metric known as a precision score.  

    They set up the Random Forest to base its decision on specific factors in each synthetic planetary system. These factors included the arrangement of planets astronomers could feasibly find if they looked at a similar real-life system, how many of those planets were in the system, how many planets bigger than 100 times the Earth’s mass were in the system, and the size and distance of the nearest planet to the star. The team used 80% of the synthetic planetary systems as training data and reserved the remaining 20% for the first testing of the completed algorithm.

    The team found that their Random Forest model predicted where an Earth-like planet likely existed with a precision score of 0.99, meaning it correctly identified systems with Earth-like planets 99% of the time. Following this success, they tested their model on real data for 1,567 stars in a similar size range that are known to have at least 1 planet orbiting them. Of these, 44 passed their algorithm’s threshold for having an Earth-like planet. The team suggested most of the systems in this subset wouldn’t fall apart if an Earth-like planet were present.

    The team concluded that their model could identify candidate stars for Earth-like planets, but with caveats. One was that their training data was still limited, as generating synthetic planetary systems takes a long time and is expensive. However, the bigger caveat was that they assumed the Bern model accurately simulated planetary formation. They suggested researchers rigorously test its validity for future theoretical work.


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