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What is zero-shot?
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What is the estimated Facebook deactivation effect size?
The estimated effect size of deactivating Facebook on users’ emotional state is a 0.060 standard deviation improvement in an index of happiness, depression, and anxiety, relative to controls who did not deactivate for the full six weeks before the 2020 U.S. election. This effect is statistically distinguishable from zero at the p < 0.01 level[1].
The analysis suggests that the positive impact of Facebook deactivation is particularly driven by users over the age of 35, indicating a demographic by which this effect varies[1].
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Quantum Computing in Pharmaceutical R&D: Transforming Drug Discovery over the Next Decade
Introduction
Quantum computing is emerging as a disruptive force in pharmaceutical research and development, promising to transform traditional drug discovery processes by simulating molecular interactions with unprecedented precision[2]. In the coming decade, quantum simulations are expected to shorten drug discovery cycles, reduce costs, and enable the tailoring of therapies to individual patient profiles, thereby ushering in an era of more personalized medicine[3]. This report synthesizes key insights from multiple sources, examining how quantum technologies will impact drug development workflows, the cost structure of R&D, and the regulatory and intellectual property challenges likely to emerge through 2035[4].
Quantum Simulations and the Drug Discovery Cycle
At the heart of quantum computing's promise is its ability to simulate molecular interactions at the atomic level with far greater accuracy than classical computers. By exploiting phenomena such as superposition and entanglement, quantum simulations can model complex biomolecular dynamics, including protein folding, ligand binding, and chemical reaction prediction, which are critical for early-stage drug discovery[2]. These advanced simulations allow researchers to explore a vastly larger chemical space and predict outcomes that were previously approximated using simplified models on classical systems[5]. Consequently, the need for exhaustive laboratory experiments is expected to diminish, resulting in cyclic acceleration by reducing the time from hit identification to lead optimization[6].
Cost Reduction and Personalized Medicine
Quantum computing is positioned to reduce the significant costs inherent in pharmaceutical R&D. Current estimates indicate that developing a new drug can exceed $2 billion due to the lengthy preclinical and clinical testing phases[8]. With quantum-accelerated simulations, companies can predict efficacy, toxicity, and pharmacokinetic properties more accurately at an early stage, potentially reducing preclinical failure rates by as much as 30-40% and cutting overall drug development timelines by 50-70%[8]. This improvement not only translates into significant cost savings but also allows research funds to be reallocated towards exploring treatments for neglected and rare diseases[4].
Moreover, quantum computing's ability to analyze complex genomic data and simulate individualized molecular interactions supports the development of personalized medicine approaches. By integrating quantum-enhanced machine learning with detailed molecular modeling, researchers are beginning to tailor treatments to the unique genetic and biological characteristics of individual patients[3]. These advances can lead to more effective therapies with fewer side effects, ultimately improving patient outcomes and fostering a more patient-centric healthcare model[6].
Regulatory Hurdles and Intellectual Property Considerations
Despite the transformative potential of quantum computing in drug discovery, several regulatory and intellectual property challenges remain. Regulatory agencies such as the FDA and EMA are beginning to explore frameworks for validating quantum-assisted drug discovery methods, ensuring that simulations can reliably predict clinical efficacy and safety while maintaining rigorous standards[10]. As these agencies adapt existing guidelines to incorporate quantum methodologies, pharmaceutical companies will need to develop robust validation protocols and demonstrate that quantum-derived results are as reliable as those obtained via classical methods[11].
In parallel, intellectual property considerations will become increasingly complex. With quantum simulations yielding novel insights into molecular behavior, companies will be challenged to protect their innovations in both algorithm design and simulation data. The need for patenting quantum-enabled processes and software has intensified as early adopters, including industry giants like Biogen, begin to report breakthroughs with quantum-accelerated platforms[10]. Ensuring clear and enforceable IP rights in an emerging technological landscape will be critical for fostering collaboration while safeguarding competitive advantages[7].
Technical Milestones and Future Prospects Through 2035
Looking ahead to 2035, several technical milestones are expected to pave the way for broader deployment of quantum computing in pharmaceutical R&D. In the near term, the focus will be on leveraging the current generation of Noisy Intermediate-Scale Quantum (NISQ) devices by integrating them with high-performance classical computing systems. Hybrid systems, which combine quantum simulations with classical algorithms, are projected to enhance the precision of biomolecular modeling and enable more detailed density functional theory (DFT) calculations for predicting molecular interactions[2].
Error correction remains a significant technical challenge; however, advances such as the development of algorithms that limit quantum noise—demonstrated in initiatives like FAST-VQE—are critical steps toward practical, reliable quantum applications[2]. Over the next decade, improvements in qubit coherence, the scalability of quantum processors, and the integration of quantum machine learning are all expected to result in increasingly robust quantum platforms capable of simulating larger and more complex molecules[8].
Simultaneously, increasing investments by major pharmaceutical firms and quantum technology startups highlight a growing consensus that quantum computing will soon become mainstream in drug discovery. Predictions suggest that more than 65% of large pharmaceutical companies are already running pilot programs, and within the next 10 to 15 years, quantum computing could revolutionize the early stages of drug discovery processes, thereby radically altering traditional R&D timelines[8].
Conclusion
Quantum computing is set to transform pharmaceutical research and development by drastically shortening drug discovery cycles, reducing overall costs, and enabling personalized medicine approaches that optimize therapeutic outcomes. By simulating complex molecular interactions with remarkable accuracy, quantum platforms offer the potential to reallocate resources, lower failure rates, and ultimately deliver treatments faster and more efficiently than ever before[4]. However, alongside these promising advancements, regulatory agencies and intellectual property frameworks will need to adapt to ensure that quantum computing innovations are safely and effectively integrated into clinical practice[10].
As technical milestones are reached—ranging from improved qubit coherence to hybrid quantum-classical systems—the next decade is poised to witness a quantum revolution in drug discovery that can reshape healthcare delivery and outcomes well into 2035[7].
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What economics will shape space tourism over the next decade?
The Evolving Economics of Space Tourism: A Decade Ahead
The space tourism industry is rapidly evolving, transitioning from an exclusive luxury to a growing sector with broader accessibility, driven by significant advancements and increasing investment[13]. This market, which was estimated at USD 888.3 million in 2023, is projected to reach USD 10.09 billion by 2030, growing at a compound annual growth rate (CAGR) of 44.8% from 2024 to 2030[4]. Another forecast estimates the market to reach USD 5.1 billion by 2035, with a CAGR of 10.4% from 2025 to 2035[1]. The global space tourism industry is also estimated to be valued at USD 1.58 billion in 2025 and is expected to reach USD 4.88 billion by 2032, exhibiting a CAGR of 17.5% from 2025 to 2032[5]. These projections highlight a significant economic expansion, with the broader space economy expected to reach $1 trillion by 2040[12].
Launch Cost Dynamics
A primary economic driver in space tourism is the substantial reduction in launch costs, making space travel more viable and cost-effective[4]. Commercial launch systems have dramatically lowered these costs; for instance, SpaceX's Falcon 9 advertises a cost of $2,720 per kilogram to Low Earth Orbit (LEO), a factor of 20 reduction compared to NASA's Space Shuttle, which cost about $54,500 per kilogram[2]. While the Space Shuttle cost an average of $1.6 billion per flight, or nearly $30,000 per pound of payload to LEO, SpaceX's Falcon 9 charges around $67 million per launch, or about $1,200 per pound of payload to LEO[7]. This competitive market, fostered by new commercial launch providers like SpaceX and Rocket Lab, has driven down prices[7]. The ability to reuse rockets, a focus for companies like SpaceX and Blue Origin, is steadily decreasing flight costs[13]. Virgin Galactic has also reduced its ticket price to $450,000, with expectations of further reductions as operations scale up[13].
Supply Chain and Infrastructure Development
The growth of space tourism is fueling significant developments in its supply chain and infrastructure. Demand for commercial space stations is increasing, with companies like Axiom Space developing habitable modules that could eventually replace the International Space Station (ISS)[13]. New spaceports are adapting worldwide, including facilities in the U.S., UAE, and Europe, to accommodate more commercial flights[13]. Indirect suppliers play a crucial role, offering services such as infrastructure construction, spaceport operations (like New Mexico's Spaceport America for Virgin Galactic), astronaut training facilities, and luxury accommodations and transportation for high-net-worth clients[1]. The space economy, estimated at approximately $450 billion, incorporates infrastructure like satellite and rocket production, distribution networks connecting cosmic systems, and applications that support enterprises reliant on orbital systems[12]. The miniaturization of microprocessors and other satellite components has also helped private space companies get off the ground[7].
Insurance and Liability Frameworks
Insuring space tourism presents unique challenges due to a lack of historical data and uniform regulation[11]. Unlike traditional space insurance, which focuses on physical assets like satellites, space tourism brings the human element to the forefront, requiring a different risk assessment[11]. Currently, passengers typically sign a waiver of liability, assuming full risk themselves, serving as a temporary solution until the insurance market can provide comprehensive coverage[12]. There are concerns about "Black Hole Risk," where existing policies may not explicitly exclude space exposures, creating ambiguity[12]. Regulators like the FAA require commercial launches to have third-party liability and government property damage insurance[12]. However, the 2004 Commercial Space Amendments Act excludes regulation of onboard passengers, instead requiring informed consent and a signed waiver of liability[12]. The limited data on space tourism flights makes underwriting and pricing difficult, as insurers might only have a few launches to base their risk analysis on, compared to the hundreds of thousands of flights in aviation[11]. Companies must establish clear policies for handling emergency scenarios, refunds, and liability in the event of technical failures or medical incidents during flights[13]. NASA also plans to require private astronauts to buy life insurance[12].
Customer Base and Accessibility
The customer base for space tourism is expanding beyond billionaires to include high-net-worth individuals and corporate-sponsored travelers[13]. As costs decline, more businesses are exploring space travel as an incentive or promotional opportunity[13]. Future plans include subscription-based programs or financing options to make space experiences available to a broader audience[13]. Motivations for customers include experiencing something unique, seeing the view of Earth from space, and learning more about the world[8]. While space travel is becoming more accessible, it remains a niche product with few direct competitors[4]. For example, Virgin Galactic offers tickets for as low as USD 45,000, aiming to make space travel accessible to the general consumer[1]. However, only 43% of Americans expressed interest in going into space in a 2018 survey[8].
Emerging Secondary Industries
The booming space tourism market is investigating unique means to provide a greater experience in space, leading to the emergence of secondary industries like orbital hospitality[1]. Space hotels and orbital resorts, which once sounded futuristic, are now underway, with companies like Orbital Assembly Corporation and Axiom Space aiming to provide luxury orbital stays[13][1]. Orion Span, for instance, planned to deploy a private commercial space station, the Aurora Space Station, to serve as a space hotel, accommodating up to six tourists at a time for 12 days at a price of $9.5 million[4][8]. These facilities are expected to offer high-end dining, specialized spacewalks, and spectacular views of Earth[1]. Beyond hospitality, the entertainment industry is also capitalizing on space tourism, with future plans including space-based concerts, films shot in microgravity, and live broadcasts from orbit[13]. Microgravity research and space manufacturing, such as the production of fiber optics and pharmaceuticals, are also gaining attention, with the space tourism sector indirectly contributing by increasing demand for commercial space access[13].
Regulatory Landscape and Environmental Considerations
As the space tourism industry grows, regulators like the FAA are implementing stricter safety guidelines for commercial spaceflights, requiring rigorous testing and enhanced training programs[13]. However, the existing regulatory frameworks are often underdeveloped or untested, making it difficult for space tourism companies to obtain licenses, which can lead to flight delays and increased costs[11]. There is a need for global cooperation to establish new traffic management systems to prevent orbital congestion and ensure safe space travel for all stakeholders[13]. Environmental concerns are also emerging with the increasing frequency of launches. Studies indicate that soot emissions from rocket launches have a significant heating effect on the atmosphere and can deplete the ozone layer[4]. For example, a 2010 study simulated the impact of 1,000 suborbital launches, calculating the release of 600 tonnes of black carbon into the stratosphere, which could lead to temperature changes and ozone depletion[8]. Researchers stress that substantial effects from routine space tourism should motivate regulation[8]. Companies are researching greener propulsion systems and exploring carbon offset programs to reduce the environmental impact of space tourism[13].
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Did you know? The psychology behind doomscrolling.
Transcript
Did you know that doomscrolling is more than just a habit? It is a clear example of how our minds are wired for negative news. When we see distressing headlines or catastrophic events, our brain releases dopamine and creates a loop that feels rewarding at first but ultimately increases our anxiety. This process is linked to an ancient survival instinct that kept our ancestors alert to threats, even though today it simply keeps us glued to our screens. The constant battle with negative information can make us feel overwhelmed and powerless. The bright side is that experts suggest healthy habits to break the cycle. For instance, setting strict times to check the news, stepping away to enjoy nature, and curating your social media feed to include more uplifting content can really help reset your stress levels. Small, mindful changes can give you back control over your time and your feelings.
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5 game-changing AI tools for personalized wellness
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Crafting Interactive Stories: Balancing Player Agency and Narrative Design in Games
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5 numbers shaping the bioeconomy workforce gap
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What does it mean to be a dark horse?
A 'dark horse' refers to a person, team, or thing that was previously lesser known but unexpectedly rises to prominence, particularly in contexts such as competitions or elections. The term originates from horse racing, describing a horse that is not well known to gamblers, hence making it difficult to predict its chances of winning. In politics, it is used to denote a candidate who is not expected to succeed but who might emerge as a surprising winner.
Historically, the first 'dark horse' candidate in U.S. presidential politics was James K. Polk, who, amid more prominent candidates, won the Democratic nomination in 1844 and later the presidency. The term can also apply in various other fields, including sports and entertainment, to describe unexpected successes or winners in competitive scenarios[1][5].
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What is Google’s speech to retrieval?

Google's Speech-to-Retrieval (S2R) is a new technology that transforms voice search by interpreting and retrieving information directly from spoken queries without converting them to text first. This approach aims to enhance speed and reliability in search results, overcoming limitations associated with traditional automatic speech recognition (ASR) methods, where transcription errors can lead to incorrect results. For example, if ASR mishears a query, it may return irrelevant information instead of the intended results[1].
S2R represents a significant shift in how machines process human speech by focusing on the intent behind the spoken words, rather than merely identifying the words themselves[3]. This model has been implemented in real-world applications and is expected to significantly improve the accuracy of voice search[1].
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