Betty White Forever: New stamp will honor the much-beloved 'Golden Girls' actorMany consumers stay with their banks for years unless persuaded by other bank incentivesAI thought knee X-rays show if you drink beer -- they don't December 11, 2024 Dartmouth College A new study highlights a hidden challenge of using AI in medical imaging research -- the phenomenon of highly accurate yet potentially misleading results known as 'shortcut learning.' The researchers analyzed thousands of knee X-rays and found that AI models can 'predict' unrelated and implausible traits such as whether patients abstained from eating refried beans or beer. While these predictions have no medical basis, the models achieved high levels of accuracy by exploiting subtle and unintended patterns in the data. Facebook Twitter Pinterest LinkedIN Email Artificial intelligence can be a useful tool to health care professionals and researchers when it comes to interpreting diagnostic images. Where a radiologist can identify fractures and other abnormalities from an X-ray, AI models can see patterns humans cannot, offering the opportunity to expand the effectiveness of medical imaging. But a study in Scientific Reports highlights a hidden challenge of using AI in medical imaging research -- the phenomenon of highly accurate yet potentially misleading results known as "shortcut learning." The researchers analyzed more than 25,000 knee X-rays from the National Institutes of Health-funded Osteoarthritis Initiative and found that AI models can "predict" unrelated and implausible traits such as whether patients abstained from eating refried beans or beer. While these predictions have no medical basis, the models achieved surprising levels of accuracy by exploiting subtle and unintended patterns in the data. "While AI has the potential to transform medical imaging, we must be cautious," says the study's senior author, Dr. Peter Schilling, an orthopaedic surgeon at Dartmouth Health's Dartmouth Hitchcock Medical Center and an assistant professor of orthopaedics in Dartmouth's Geisel School of Medicine. "These models can see patterns humans cannot, but not all patterns they identify are meaningful or reliable," Schilling says. "It's crucial to recognize these risks to prevent misleading conclusions and ensure scientific integrity." The researchers examined how AI algorithms often rely on confounding variables -- such as differences in X-ray equipment or clinical site markers -- to make predictions rather than medically meaningful features. Attempts to eliminate these biases were only marginally successful -- the AI models would just "learn" other hidden data patterns. "This goes beyond bias from clues of race or gender," says Brandon Hill, a co-author of the study and a machine learning scientist at Dartmouth Hitchcock. "We found the algorithm could even learn to predict the year an X-ray was taken. It's pernicious -- when you prevent it from learning one of these elements, it will instead learn another it previously ignored. This danger can lead to some really dodgy claims, and researchers need to be aware of how readily this happens when using this technique." The findings underscore the need for rigorous evaluation standards in AI-based medical research. Overreliance on standard algorithms without deeper scrutiny could lead to erroneous clinical insights and treatment pathways. "The burden of proof just goes way up when it comes to using models for the discovery of new patterns in medicine," Hill says. "Part of the problem is our own bias. It is incredibly easy to fall into the trap of presuming that the model 'sees' the same way we do. In the end, it doesn't." "AI is almost like dealing with an alien intelligence," Hill continues. "You want to say the model is 'cheating,' but that anthropomorphizes the technology. It learned a way to solve the task given to it, but not necessarily how a person would. It doesn't have logic or reasoning as we typically understand it." Schilling, Hill, and study co-author Frances Koback, a third-year medical student in Dartmouth's Geisel School, conducted the study in collaboration with the Veterans Affairs Medical Center in White River Junction, Vt. Story Source: Materials provided by Dartmouth College . Note: Content may be edited for style and length. Journal Reference : Cite This Page :
As the world hurtles toward an electrified future, the copper market stands at a crossroads . Insights from JPMorgan analysts Patrick Jones, Greg Shearer and Bill Peterson paint a complex picture: short-term hurdles for copper prices, but a glittering long-term outlook driven by electric vehicles and evolving supply dynamics. This could seem as good news for those invested in United States Copper Index Fund ETV CPER , Global X Copper Miners ETF COPX , iShares Copper and Metals Mining ETF ICOP for the long-term. EV Boom: Supercharging Copper Demand The electric vehicle revolution is set to electrify copper demand. JPMorgan predicts copper usage in EVs will more than double from 1.4 million metric tons in 2023 to 3 million by 2030. While some worry that technological advances like thinner copper anode foils could dampen demand, the analysts argue otherwise. Larger EV sizes and a pivot toward lithium-iron-phosphate (LFP) batteries — which are more copper-intensive — are expected to drive long-term growth. Read Also: Trump 2.0 Trade Policies Could Hit Copper Stocks Harder, Warns JPMorgan Analyst New Technologies: Leaching A Lifeline? Leaching technologies are generating buzz, but can they revolutionize copper supply? Not yet, say the analysts. While projects from major miners like Freeport-McMoRan Inc FCX and BHP Group Ltd BHP are on the horizon, these advancements are unlikely to offset supply declines before 2030. At best, leaching could add 550,000 metric tons annually, just 2% of global supply. Scrap & Recycling: The Unsung Hero? Recycling is a crucial cog in the copper machine, accounting for about 17% of refined supply in 2024, up from 14% in 2020. JPMorgan forecasts scrap supply will grow by 5-6% annually, faster than historical rates, yet insufficient to bridge the long-term deficit. Recycling alone won't solve copper's supply crunch. Near-Term Risks, Long-Term Rewards JPMorgan warns of near-term risks from macroeconomic pressures, particularly a potential devaluation of the Chinese yuan to 7.8 to 8.0 per U.S. dollar. This could lead to a 12-15% dip in copper prices, presenting headwinds for equities. However, the analysts remain bullish on the long-term trajectory, underpinned by a looming supply-demand gap. Their picks? Lundin Mining Corp LUNMF leads in EMEA, while Teck Resources Ltd TECK tops the Americas. Asia-Pacific favorites include Zijin Mining and Merdeka Copper , with caution advised on Jiangxi Copper and Sandfire Resources . Read Next: Trump Re-Election Jolts Metals Market As Gold Sees A ‘Stumble, Not A Sea Change’ Image: Shutterstock © 2024 Benzinga.com. Benzinga does not provide investment advice. All rights reserved.
– As previously noted , CM Punk made his WWE TV return last night on WWE SmackDown. Paul Heyman revealed Punk as the fifth member of The OG Bloodline’s team against The Bloodline in the men’s WarGames match at WWE Survivor Series: WarGames 2024. SmackDown Superstar Carmelo Hayes later noted via social media that he ran into CM Punk backstage and received some great advice from the legendary wrestler. Carmelo Hayes wrote , “Ran into Cm Punk. Just gave me the best advice to never lose a backstage fight again #SmackDown” You can view his comments below: Ran into Cm Punk. Just gave me the best advice to never lose a backstage fight again #SmackDown — Carmelo Hayes (@Carmelo_WWE) November 23, 2024
Elena Alois jokes that the Capital Region Food Program is her family business. Her grandfather started the organization – which aims to provide food to people in need in the Concord area – over 50 years ago. She’s the third generation at the helm, serving as the board chair. This weekend, the annual Holiday Project will launch, which provides vouchers for people to purchase food at local Market Baskets from Dec. 14 to Jan. 31. Alois anticipates the program will help 2,200 families, or roughly 7,000 individuals, in Concord and surrounding towns. Since 1974, the Capital Region Food Program has provided holiday meals for families in need. In the wake of the pandemic, the organization shifted focus to providing vouchers instead of holiday boxes filled with staples like carrots, apples, pasta and stuffing. The switch allows recipients to shop for their own food. “For us, it was a real opportunity to get to where we are today,” she said. “Obviously it was not something to celebrate in that regard but it was at least for our organization a silver lining.” With the flexibility that the voucher awards provide, the holiday program has seen a 25% increase in participation in the last two years. Article continues after... Cross|Word Flipart Typeshift SpellTower Really Bad Chess Alois does not anticipate this interest slowing down anytime soon. “We’re also anticipating while we will see an increase this year, that we might see even more next year because there could be changes on the federal level to the different types of programs that are offered,” she said. “That might be pushed for more state and local community responsibilities.” Recipients are identified through municipal welfare agencies and partnerships with religious organizations. Last year, the holiday program provided over $150,000 in vouchers to 2,250 recipients. Outside of the holiday season, the Capital Region Food Program also runs a year-round distribution program, where they provide donations to help stock local food pantries, such as Christ the King Parish in Concord. The organization is a private, nonprofit run entirely by volunteers. To donate: Visit capitalregionfoodprogram.orgApple iPhone 16 Pro Flipkart deal: Check exchange deal iPhone 16 Pro specifications: Camera, processor, display, and more The TOI Tech Desk is a dedicated team of journalists committed to delivering the latest and most relevant news from the world of technology to readers of The Times of India. TOI Tech Desk’s news coverage spans a wide spectrum across gadget launches, gadget reviews, trends, in-depth analysis, exclusive reports and breaking stories that impact technology and the digital universe. Be it how-tos or the latest happenings in AI, cybersecurity, personal gadgets, platforms like WhatsApp, Instagram, Facebook and more; TOI Tech Desk brings the news with accuracy and authenticity. Read More Latest Mobiles Lava Yuva 4 ₹6,999 Tecno POP 9 4G ₹6,499 Itel Color Pro 5G ₹9,199 Vivo Y18T ₹9,499 Lava Blaze 3 5G ₹10,999 Xiaomi Redmi Note 14 Pro 5G ₹24,999 Vivo Y300 5G ₹21,460 Itel Aura 05i ₹5,499 Tecno Spark Go 1 ₹6,899 Poco M6 5G ₹7,998
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Under the urban development initiative in Varanasi, approximately 10,000 shops, predominantly owned by Muslims are slated for demolition near the Kashi Vishwanath Temple. The project aims to improve the road network density and enhance access to the ancient temple site. The demolition is a part of the Kashi Vishwanath Corridor Project, which is a massive urban infrastructure development project aimed at making the route between the temple and the Ganga Ghats relatively seamless for the pilgrims. The project is proposed in the Dalmandi area where a majority of the population is the Muslim community. The large-scale demolition is likely to involve hefty losses for the residents and shop owners, especially the Muslims, according to reports of Dainik Bhaskar . Previous attempts at constructing the corridor project have faced opposition concerning compensation, rehabilitation, and the long-term social implications. The local administration has counter-argued by explaining that the demolition is necessary to enhance connectivity and urban planning for one of Hindu’s holiest regions. The scale of the demolition is massive, approximately thousands of shops will be demolished for the broadening of the roads and to facilitate easier access to the Kashi Vishwanath Temple. This ‘urban renewal’ plan is a large-scale endeavour aimed at modernizing religious sites and also altering the socio-economic fabric of the neighbourhood.Maharashtra Election Result: Aaditya Thackeray, Sreejaya Chavan, and kin of veterans to enter Assembly
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ALERT: Rowley Law PLLC is Investigating Proposed Acquisition of MoneyLion Inc.Pallet Packaging Market Potential Growth, Share, Demand and Analysis of Key Players- Research Forecasts to 2031 12-22-2024 12:58 PM CET | Business, Economy, Finances, Banking & Insurance Press release from: Coherent Market Insights Pallet Packaging Market According to the latest research from Coherent Market Insights, the Pallet Packaging Market is projected to experience significant growth between 2024 and 2031. This market intelligence report offers in-depth analysis based on thorough research, highlighting current trends, financial performance, and historical data evaluation. The company profiles within the report are derived from the current performance of the Pallet Packaging market, considering key factors such as drivers, trends, and challenges, as well as global market share, size, and revenue forecasts for comprehensive insights. To provide a clear understanding, the report examines leading companies, types, applications, and the factors contributing to a positive future outlook. The Pallet Packaging market report includes detailed charts, tables, and data analysis, with clear objectives aimed at potential stakeholders. It offers a comprehensive study of the Pallet Packaging market, providing valuable insights to support strong growth in the future. This report is designed for a wide range of interested parties, including stakeholders, market participants, investors, researchers, and other individuals associated with the business. ✅ Purchase This Research Report and Get Upto 45% Discount at : https://www.coherentmarketinsights.com/promo/buynow/101582 📈 Overview and Scope of the Report: The Global Pallet Packaging Market Analysis Report offers a comprehensive overview of the market size across various segments and countries, including historical data and future forecasts. The report outlines the competitive landscape of the global market, discussing market dynamics, drivers, and segmentation by application, type, region, and manufacturer. It provides both qualitative and quantitative insights into the industry for the regions and countries covered. Additionally, the report highlights key opportunities in the Pallet Packaging market, identifying the factors driving growth and expected to continue fueling expansion. It also considers past growth trends, current drivers, and future market developments. The financial standings of key players, including gross profits, sales volumes, revenue, manufacturing costs, and other financial ratios, are accurately assessed. Additionally, analytical tools such as investment evaluation, SWOT analysis, and Porter's Five Forces analysis have been employed to examine the production and distribution capabilities of market participants. Deep-dive Analysis: The Report provides deep-dive qualitative and quantitative analysis on Pallet Packaging Market for all the regions and countries covered below: • North America (the United States, Canada, and Mexico) • Europe (Germany, France, Italy, United Kingdom, SCANDIVAN, Benelux, Russia, and Rest of Europe) • Asia-Pacific (Japan, South Korea, India, China, Southeast Asia, and Australia) • South America (Brazil, Argentina, and Rest of South America) • Middle East & Africa (Saudi Arabia, UAE, Israel, South Africa, and Rest of the Middle East & Africa) • Each Country is covered in detail, and report provides qualitative and quantitative analysis on Pallet Packaging Market on each country. Highlights of Our Report: ⏩Extensive Market Analysis: A deep dive into the manufacturing capabilities, production volumes, and technological innovations within the Pallet Packaging Market. ⏩ Corporate Insights: An in-depth review of company profiles, spotlighting major players and their strategic manoeuvres in the market's competitive arena. ⏩Consumption Trends: A detailed analysis of consumption patterns, offering insight into current demand dynamics and consumer preferences. ⏩Segmentation Details: An exhaustive breakdown of end-user segments, depicting the market's spread across various applications and industries. ⏩ Pricing Evaluation: A study of pricing structures and the elements influencing market pricing strategies. ⏩ Future Outlook: Predictive insights into market trends, growth prospects, and potential challenges ahead. ✅ Purchase This Research Report and Get Upto 45% Discount at : https://www.coherentmarketinsights.com/promo/buynow/101582 Reason to Buy this Report: ■ Study of the impact of technological developments on the market and the emerging trends shaping the industry in the coming years. ■ Analysis of the regulatory and policy changes affecting the market and the effects of these changes for market participants. ■ Summary of the competitive landscape in the Pallet Packaging market, including profiles of the key players, their market share, and strategies for growth. ■Identification of the major challenges facing the market, such as supply chain disruptions, environmental concerns, and changing consumer preferences, and analysis of how these challenges will affect market growth. ■Assessment of the potential of new products and applications in the market, and analysis of the investment opportunities for market participants. Questions Answered by the Report: (1) Which are the dominant players of the Pallet Packaging Market? (2) What will be the size of the Pallet Packaging Market in the coming years? (3) Which segment will lead the Pallet Packaging Market? (4) How will the market development trends change in the next five years? (5) What is the nature of the competitive landscape of the Pallet Packaging Market? (6) What are the go-to strategies adopted in the Pallet Packaging Market? Author of this marketing PR: Alice Mutum is a seasoned senior content editor at Coherent Market Insights, leveraging extensive expertise gained from her previous role as a content writer. With seven years in content development, Alice masterfully employs SEO best practices and cutting-edge digital marketing strategies to craft high-ranking, impactful content. As an editor, she meticulously ensures flawless grammar and punctuation, precise data accuracy, and perfect alignment with audience needs in every research report. Alice's dedication to excellence and her strategic approach to content make her an invaluable asset in the world of market insights. ☎ Contact Us: Mr. Shah Senior Client Partner - Business Development Coherent Market Insights Phone: US: +12524771362 UK: +442039578553 AUS: +61-2-4786-0457 India: +91-848-285-0837 Email: sales@coherentmarketinsights.com Website: https://www.coherentmarketinsights.com About Us: Coherent Market Insights is a global market intelligence and consulting organization that provides syndicated research reports, customized research reports, and consulting services. We are known for our actionable insights and authentic reports in various domains including aerospace and defense, agriculture, food and beverages, automotive, chemicals and materials, and virtually all domains and an exhaustive list of sub-domains under the sun. We create value for clients through our highly reliable and accurate reports. We are also committed in playing a leading role in offering insights in various sectors post-COVID-19 and continue to deliver measurable, sustainable results for our clients. This release was published on openPR.Donald Trump is returning to the world stage. So is his trolling
Ardelyx executive sells $33,782 in stockFirozabad (Uttar Pradesh): Samajwadi Party (SP) chief Akhilesh Yadav launched a scathing attack on the Bharatiya Janata Party (BJP) on Sunday, alleging that the ruling party is focusing on Sambhal to divert public attention from farmers' issues. Earlier today, an excavation team from the Archaeological Survey of India unearthed a stepwell in the Chandausi area of Sambhal district. "Khudaiye se rasta nahi niklega, yeh pehle bhi galat tha. (No solution will come from digging; this was wrong before too). When we already have the Places of Worship Act, which prevents such excavations, the BJP is deliberately engaging in this to avoid discussing farmers' issues," the SP chief told reporters in Firozabad. District Magistrate Rajendra Pensiya on Sunday confirmed the discovery of a 'baoli' (stepwell) covering an area of 400 square metres. The structure, featuring around four chambers, includes floors made of marble. Commenting on broader issues, Yadav claimed that farmers were unable to obtain Di-ammonium Phosphate (DAP) or fertilisers for their crops when needed. He also highlighted the rising prices of essential commodities, including medicines and electricity. 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View Program Data Analysis Learn Power BI with Microsoft Fabric: Complete Course By - Prince Patni, Software Developer (BI, Data Science) View Program Web Development Java 21 Essentials for Beginners: Build Strong Programming Foundations By - Metla Sudha Sekhar, IT Specialist and Developer View Program Entrepreneurship Marketing & Sales Strategies for Startups: From Concept to Conversion By - Dr. Anu Khanchandani, Startup Coach with more than 25 years of experience View Program "I would like to ask them: you talked about farmers before, but they are still facing immense challenges and stress. When they needed DAP, it was not available. Khad jab chahiye thi toh nahi thi (When fertiliser was needed, it was unavailable)," Yadav said. Addressing the increased cost of seeds, medicines, and electricity, he emphasised that even after successfully harvesting a crop, farmers lack assurance of profitable returns. "The prices of seeds and medicines have gone up. Electricity bills are continuously rising. The irrigation issues remain unresolved by the government. Even if a farmer manages to grow and harvest a crop, they do not know where to sell it for a fair price," he added. Meanwhile, at the Punjab-Haryana border, the farmers' protest at the Khanauri border entered its 314th day today. The farmers have been protesting since 13 February 2024, demanding measures such as a law guaranteeing the Minimum Support Price (MSP). Farm leader Sarwan Singh Pandher earlier appealed to residents of both states to gather in large numbers at the Khanauri and Shambhu borders to support the protest. Tensions have escalated as farm leader Jagjit Singh Dallewal recently fainted at the Khanauri border protest site while observing a fast-unto-death for over 20 days to press for farmers' demands. (You can now subscribe to our Economic Times WhatsApp channel )Mid Penn Bank’s next move: expanding its footprint while deepening community ties
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AlN Ceramic Substrates Market Size, Latest Growth, Forecast By 2024 - 2032 11-25-2024 07:57 PM CET | Business, Economy, Finances, Banking & Insurance Press release from: Prudent Markets AlN Ceramic Substrates Market AlN Ceramic Substrates Market Trends In 2024: The AlN Ceramic Substrates Market 2024 report provides a comprehensive analysis of Types (AlN-170 AlN Ceramic Substrates, AlN-200 AlN Ceramic Substrates), Application (IGBT, LED), Analysis of Industry Trends, Growth, and Opportunities, R&D landscape, Data security and privacy concerns Risk Analysis, Pipeline Products, Assumptions, Research Timelines, Secondary Research and Primary Research, Key Insights from Industry Experts, Regional Outlook and Forecast, 2024-2032. Major Players of AlN Ceramic Substrates Market are: Maruwa, Rogers/Curamik, Toshiba Materials, ICP Technology, Ferrotec, KCC Corporation, Viking Tech, Mitsubishi Materials, Remtec, CoorsTek, Stellar Ceramics, Shengda Tech, Nanjing Zhongjiang, Zibo Linzi Yinh Get PDF Sample Report Now! @ https://www.prudentmarkets.com/sample-request/33296/ Segmentation of AlN Ceramic Substrates Market- By Type AlN-170 AlN Ceramic Substrates, AlN-200 AlN Ceramic Substrates By Application IGBT, LED Strategic Points Covered in Table of Content of Global AlN Ceramic Substrates Market: Chapter 1: Introduction, market driving force product Objective of Study and Research Scope the AlN Ceramic Substrates market Chapter 2: Exclusive Summary - the basic information of the AlN Ceramic Substrates Market. 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Chapter 5: Displaying the by Type, End User and Region/Country Chapter 6: Evaluating the leading manufacturers of the AlN Ceramic Substrates market which consists of its Competitive Landscape, Peer Group Analysis, BCG Matrix & Company Profile Chapter 7: To evaluate the market by segments, by countries and by Manufacturers/Company with revenue share and sales by key countries in these various regions Chapter 8 & 9: Displaying the Appendix, Methodology and Data Source To Understand How Covid-19 Impact Is Covered in This Report @ https://www.prudentmarkets.com/sample-request/33296/ Key Benefits of the Report: This study presents the analytical depiction of the AlN Ceramic Substrates Industry along with the current trends and future estimations to determine the imminent investment pockets. The report presents information related to key drivers, restraints, and opportunities along with detailed analysis of the AlN Ceramic Substrates Market share. 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This section exclusively shares insight into the budget reports of big-league members of the market helping key players and new entrants understand the potential of investments in the Global AlN Ceramic Substrates Market. It can be better employed by both traditional and new players in the industry for complete know-how of the market. Why should you purchase this report? -Prudent Markets provides the vital historical and analysis data of global AlN Ceramic Substrates market. -The report provides the entire assessment of the future market and altering market scenario or behavior. -All the business decision could be backed through the several strategic business methodologies offered in the report. -An extra edge in the competitive market could be obtained from this elaborative research report -The report offers all the competitive landscape, growth drivers, applications, market dynamics, and other necessary details as well. 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Understand how the Leaders in Intelligent Network are keeping themselves one stage forward with our most up-to-date survey analysis. In conclusion, the AlN Ceramic Substrates Market report is a genuine source for accessing the research data which is projected to exponentially grow your business. The report provides information such as economic scenarios, benefits, limits, trends, market growth rates, and figures. SWOT analysis and PESTLE analysis is also incorporated in the report. Contact Us: Allan Carter Andheri, Maharashtra, 400102 USA/Canada(Toll Free): 1800-601-6071 Direct Line: +91 83560 50278 Mail: sales@prudentmarkets.com Web: www.prudentmarkets.com About Us: We are leaders in market analytics, business research, and consulting services for Fortune 500 companies, start-ups, financial & government institutions. 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