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Comparative Analysis Between Machine Learning Algorithms and Conventional Regression in Predicting the Prognosis of Patients with Basilar…

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Turk Neurosurg. 2021 Nov 10. doi: 10.5137/1019-5149.JTN.36068-21.3. Online ahead of print.

ABSTRACT

AIM: We sought to identify predictors of basilar invagination (BI) prognosis and compare diagnostic properties between logistic modeling and machine learning methods.

MATERIAL AND METHODS: We conducted a single-center retrospective study. Patients at our hospital who met the inclusion and exclusion criteria were identified between August 2015 and August 2020 for inclusion. Candidate predictors, such as demographics, clinical scores, radiographic parameters, and outcome, were included. The primary outcome was the prognosis evaluated by the change in patient-reported Japanese orthopaedic association (PRO-JOA) score. Conventional logistic regression models and machine learning algorithms were implemented. Models were compared, considering the area under the curve (AUC), sensitivity, specificity, positive and negative predictive values, and calibration curve.

RESULTS: Overall, the machine learning algorithms and traditional logistic regression models performed similarly. The postoperative cervicomedullary angle, head-neck flexion angle (HNFA), atlantodental interval, postoperative clivo-axial angle, age, postoperative clivus slope, postoperative cranial incidence, weight, postoperative HNFA, and postoperative Boogaards angle (BoA) were identified as important predictors for BI prognosis. Among the surveyed radiographic parameters, postoperative BoA was the most important predictor of BI prognosis. In the validation dataset, the bagged trees model performed best (AUC, 0.90).

CONCLUSION: Through machine learning, we have demonstrated predictors of BI prognosis. Machine learning methods did not provide too many advantages over logistic regression in predicting BI prognosis but remain promising.

PMID:35416266 | DOI:10.5137/1019-5149.JTN.36068-21.3

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Spring break goers on Miami Beach say the ‘mystery’ of cryptocurrency is the ‘future of the financial system’ – Fox Business

Spring Break goers define cryptocurrency to Fox News for those who don't understand how it works

Spring break goers on Miami Beach gave Fox News their definitions of cryptocurrency, saying its "the future of the financial system."

"Cryptocurrency is like a digital universal currency thats used online," a Canadian resident visiting Miami told Fox News. "Its kind of like stocks. It can go up or down. They fluctuate with the market, I guess, depending on the current trend."

Cryptocurrency, otherwise known as "crypto," is any form of currency that only exists digitally where transactions are secured through cryptography.

Fox News Digital asked young men and women on spring break to explain crypto for those who dont understand how it works.

Kent State University students speak to Fox News about cryptocurrency (Matt Leach/Fox Digital / Fox News)

A student from Kent State University told Fox News Digital crypto is "not real money" and that it is "confusing to a lot of people."

"You can't just go to the store," and spend ten Shiba Inu, he added.

BARSTOOL'S DAVE PORTNOY: BITCOIN, CRYPTO TOO BIG TO FAIL NOW

Theres a difference between "what the mass media wants you to go for and what actual crypto is," a University of Delaware student said. "Its kind of like the difference between the S&P 500 and buying a regular stock in the stock market."

Cryptocurrency is "reverse inflation," another student from the University of Delaware said, adding that it is "taking out the banks," and giving "more money for the people."

University of Delaware student told Fox News crypto is "the future of the financial system." (Matt Leach/Fox Digital / Fox News)

A Canadian resident visiting Miami said he thinks its "OK to have a lot of mystery around" crypto."

I understand the bitcoin and stuff like that, but when you get into the NFTs and all that area I dont really understand that.

"I dont see how a picture of a monkey can sell for half a million dollars," he added.

PETER THIEL: CRYPTO WILL NEVER BE' CONTROLLED BY GOVERNMENT, UNLIKE WOKE COMPANIES'

The students expressed their opinions on the specific currencies offered under crypto.

A Kent State University student told Fox News he invested in Shiba Inu and has "probably gained about a grand from it."

"I started about a year ago. It fluctuates a lot," he said. "Im not really invested in bitcoin. I dont have that much money, so I invest in the really cheap stuff."

"I think that Dogecoin represents the power of the people taking the power from the people that are abusing it," a University of Delaware student told Fox News. "Dogecoin started as a joke, and now it has real financial value based on its demands."

However, another University of Delaware student said he "doesnt really trust things like Doge coin" because its "made up."

"Just this morning I actually made $150 dollars on crypto," he added. "Ethereum is going to the moon right now."

Wisconsin resident on spring break in Miami Beach speaks to Fox News (Matt Leach/Fox Digital / Fox News)

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A Kent State University student said he really likes crypto because it "has a lot of unknowns," which he lives for. "I have about $400 dollars invested into it, but I have over a million shares of it. So if I lose $400 dollars, I lose $400 dollars. Im in college [so] Im really not too worried about it."

A Wisconsin resident visiting Miami told Fox News, "its going to take a long time for [crypto] to become normal, and once it does, everyones going to be using it."

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DOL Warns Sponsors against Permitting Cryptocurrency-Related Investments on 401(k) Plan Investment Menus – JD Supra

The U.S. Department of Labor (DOL) last month issued Compliance Assistance Release No. 2022-1 - 401(k) Plan Investments in Cryptocurrencies (the Release) in which it strongly cautions ERISA plan fiduciaries to use extreme care before considering the inclusion of a cryptocurrency or other related option as a choice on a self-directed 401(k) plans menu of investment choices. In the Release, the Department noted that it had become aware that certain firms were marketing cryptocurrency-type investments as potential options for 401(k) plans.

The DOL reiterated that under ERISA, plan fiduciaries must act solely in the financial interests of plan participants and comply with ERISAs demanding standard of care, and that a breach of these standards could result in personal liability for plan losses. Regarding participant-directed 401(k) plans, the DOL further noted that fiduciaries responsible for the investment options have an ongoing duty to ensure the prudence of such options.

The DOL indicated that, at this current stage in the history of digital assets, it has serious reservations regarding the prudence of exposing 401(k) plan participants to cryptocurrencies or products whose value is tied to cryptocurrencies. According to the DOL, these investment options can pose significant risks (including those associated with fraud, theft and loss) and challenges for participant-directed retirement plans for the following reasons:

Importantly, the DOL not only sets forth the foregoing concerns, but goes on to provide that, based on these and related considerations, it expects to engage in an investigative program focusing on participant-directed plans that offer on their investment menus cryptocurrency and related products, and to take appropriate action to protect the interests of plan participants and beneficiaries with respect to these investments.

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8 Bitcoin Facts: Why is This Cryptocurrency Bad for The Environment? – EARTH.ORG

When we talk about cryptocurrencies, Bitcoin dominates the headlines. The harbinger of the crypto-era debuted in 2009 and is still by far the most popular currency. However, there is a dark side to it. Bitcoins energy consumption is off the charts and each transaction consumes more energy than countries like Sweden or the Netherlands. Here are 8 Bitcoin facts that will help you understand why this cryptocurrency is so bad for the environment.

Cryptocurrencies are virtual currencies that can be traded or used to buy goods and services. Bitcoin is the first and currently the worlds largest digital currency and it has triggered the launch of hundreds of other cryptos in its wake. It is decentralised, meaning that it operates free of any central control or the oversight of banks or governments and instead relies on peer-to-peer technology to facilitate instant payments. Transactions are verified by individuals called miners through high-powered computers. An increasing number of more traditional finance firms are investing heavily in the Bitcoin market, acknowledging some of its advantages such as high accessibility and proven security. Despite its popularity, Bitcoin has a dark side: its massive carbon footprint. Here are 8 Bitcoin facts to understand why this cryptocurrency is so bad for the environment.

1. The Value of Cryptos and Bitcoins Has Skyrocketed

Cryptocurrencies became popular in 2019 when pseudonymous developer Satoshi Nakamoto launched Bitcoin, the first decentralised cryptocurrency. Since its debut, the total cryptocurrency market cap has reached over USD$3 trillion. In 2021, the price of Bitcoin has reached an all-time high, exceeding USD$65,000 in value.

Figure 1: Bitcoin Market Price in USD$, 2009-2022

2. Creating Bitcoin is a Very Intricate Process

New Bitcoins are created through a process called mining, which consists of solving mathematical puzzles. As competition for this cryptocurrency grew, these puzzles became increasingly difficult, making it impossible to solve them with normal computers (CPUs). Miners now use much more efficient computers called ASIC systems, which require a substantially higher amount of electricity to work. Bitcoin also uses a software code, known as Proof of Work (PoW), that necessitates the use of massive computer arrays to validate and secure the ever-growing number of transactions worldwide.

3. Bitcoin Data Centres are Huge and Expensive to Run

Bitcoins are created in massive data centres, often referred to as mining farms. They consist of thousands of ASIC servers that cost anywhere from a few hundred dollars up to about USD$10,000. These servers are typically kept running incessantly as they are continually mining for Bitcoins. It is imperative to have massive cooling systems in mining farms to prevent servers from overheating. This, however, significantly increases the electricity costs associated with running these massive data centres.

4. Bitcoin Mining Requires Huge Amounts of Electricity

Bitcoins require massive amounts of energy. Each transaction uses around 2,100 kilowatt-hours, equivalent to what the average US household consumes in two months.

Furthermore, Bitcoin mining uses on average 91 terawatts-hours of electricity annually, a rate nearly seven times higher than that used to power Google searches worldwide and about 0.5% of the worlds electricity. In a year, countries like Finland, Sweden, the Netherlands, and Greece use roughly the same amount of energy. Furthermore, the fragile energy grids of some countries are threatened by crypto mining as they struggle to handle the power-intensive process. Several cities in Iran, Kazakhstan, as well as Kosovo, have often experienced long blackouts due to Bitcoin mining activities.

5. The Environmental Footprint of Bitcoins is Concerning

According to estimates, Bitcoin emits some 57 million tons of carbon dioxide annually, nearly half a ton of CO2 for every transaction. Offsetting such a huge amount of emissions would require planting 300 million trees. Furthermore, a 2018 study published in Nature Climate Change suggested that in 16 to 22 years time, the use of Bitcoin alone could push the world beyond the 2 degree Celsius warming threshold for climate catastrophe.

6. Some Countries Banned Bitcoin or Even Cryptocurrencies Altogether

Nine countries currently have a full ban on cryptocurrencies: Algeria, Bangladesh, China, Egypt, Iraq, Morocco, Nepal, Qatar, and Tunisia. While many governments cited environmental concerns to justify their decision, many believe that these moves come as a way to protect their financial systems. Following Chinas ban on Bitcoin, many operations moved to the US. Kentucky is by far the state that produces more carbon from cryptocurrency mining than any other, currently providing 18.7% of Bitcoins collective computing power for mining, second to New Yorks 19.9%.

7. Most Bitcoin Farms Worldwide Rely on Fossil Fuels

Bitcoin farms are often located in countries that heavily rely on fossil fuels, such as Kazakhstan, Iran, and Kosovo, raising concerns among environmentalists. Here, the already energy-intensive process has an even higher environmental impact than in countries that diversify their energy sources using renewables or even nuclear energy. In the US, Bitcoin miners often revive polluting coal plants that are on the verge of bankruptcy, accounting for a huge rise in emissions and threatening a partial resurrection of coal in the country. Others are using fracked gas, another energy source that is responsible for heating the planet.

8. What Alternatives Do We Have to Bitcoin and Are These Any Better?

The short answer is yes. There are so many better alternatives to the worlds most well-known cryptocurrency. On average, other cryptos use 99% less electricity than Bitcoin. According to a recent campaign launched by Greenpeace with the slogan Change the Code, not the Climate, a simple change in Bitcoins software code could significantly decrease the energy it requires to be created and used. If this were to happen, it would not be the first time: one of Bitcoins main competitors, Ethereum, recently announced its transition to a less energy-intensive code, cutting its electricity usage by 99.9% and drastically reducing its impact on the environment.

You might also like: Environmentally Friendly Cryptocurrency: 5 Leading Cryptos and 3 Ways Others a Follow Suit

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Cameroon, DRC and Republic of the Congo to adopt cryptocurrency into their economic structures – BanklessTimes

The below article is a press release:

11 April 2022, 10 am BST: Cameroon, the Democratic Republic of the Congo (the DRC) and the Republic of the Congo have today announced their intention to adopt cryptocurrency and blockchain-based solutions to drive future economic progress. Layer one proof-of-stake blockchain, The Open Network (TON) is the leading contender to become the blockchain to power this. The DRC has also confirmed that it is considering a new national stablecoin, built on the TON blockchain.

TON has been engaging with all three countries independently for some time and has taken the lead to deliver cryptocurrency and blockchain solutions for each nation. These countries will each undertake a phased transition to adopting cryptocurrency as a central pillar of their economic structures.

The future use of cryptocurrency will ensure that both banked and unbanked individuals will be better able to engage in the economy. This in turn will act as a powerful economic stimulus. In the DRC, for instance, as of 2019 12.4 million people had an account with a financial institution, whereas over 40 million have access to mobile phones or other internet-enabled devices, demonstrating the significant potential for cryptocurrency.

The TON blockchain was designed to process millions of transactions within seconds. Its ultra-affordable, user-friendly and fully scalable. With TON being a decentralized platform, it will provide control and certainty for citizens, removing the possibility of interference. In addition, TON anticipates that applications will be uniquely integrated with the Telegram app to provide users with a seamless, accessible experience.

Speaking about the potential partnership, the Congolese Minister for Posts, Telecommunications and the Digital Economy, Lon Juste Ibombo, commented: The Republic of the Congo has been on this path for a number of years, having encouraged and witnessed the widespread adoption of mobile payments across the country. This is the next step in that journey and we believe that TON is the right partner to facilitate this. This will be an invaluable, practical instrument for the growth and creation of wealth, both for the government and our people alike.

Minette Libom Li Likeng, the Minister of Posts and Telecommunications for Cameroon, said: " The partnership with TON can play a fundamental role in the digital ecosystem of Cameroon for boosting the payment solutions and financial inclusion via CAMPOST, the public postal operator."

Steven Yun, Founding Member of TON Foundation, remarked: There is an unbounded potential for these three countries to benefit from the adoption of cryptocurrency with our blockchain as the foundation. Its fantastic that TONs value is recognized, both in terms of its technology and utility. Were excited to embark on this journey to building strong and long-lasting partnerships.

This announcement follows the adoption of Bitcoin by El Salvador as legal tender, and it is anticipated that new stablecoins will be developed for Cameroon and the Republic of the Congo, in addition to the DRC, to provide confidence and assurance to citizens.

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Cryptocurrency Algorand’s Price Increased More Than 3% Within 24 hours – Benzinga – Benzinga

Over the past 24 hours, Algorand's ALGO/USD price has risen 3.17% to $0.74. This is contrary to its negative trend over the past week where it has experienced a 16.0% loss, moving from $0.88 to its current price. As it stands right now, the coin's all-time high is $3.56.

The chart below compares the price movement and volatility for Algorand over the past 24 hours (left) to its price movement over the past week (right). The gray bands are Bollinger Bands, measuring the volatility for both the daily and weekly price movements. The wider the bands are, or the larger the gray area is at any given moment, the larger the volatility.

The trading volume for the coin has decreased 22.0% over the past week, while the overall circulating supply of the coin has increased 0.81% to over 6.71 billion. This puts its current circulating supply at an estimated 67.09% of its max supply, which is 10.00 billion. The current market cap ranking for ALGO is #31 at $4.95 billion.

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Thoughts on Cryptocurrency and Tax Partnerships | Gray Reed – JDSupra – JD Supra

Cryptocurrency holders often want to put their assets into an entity for a host of reasons, such as asset protection, arranging negotiated management rights and exit planning. This post discusses basic federal income tax issues related to holding cryptocurrency inside a partnership (meaning any entity taxed under Subchapter K* of the Internal Revenue Code; the Code).

The IRS treats cryptocurrency as a form of property, and generally the Code does not immediately tax property contributions to partnerships. However, there are important exceptions to the nonrecognition rule, the most prominent of which is Code Section 721(b). The foregoing exception states that the general nonrecognition rule does not apply for a transfer to a partnership that would be an investment company under Code Section 351.

The Treasury Regulations provide that a transfer of property is treated as a transfer to a partnership investment company if two conditions apply. First, the transfer results in diversification of the transferors interests, and second, immediately after its receipt of property, more than 80% of the value of the partnerships assets (excluding cash and nonconvertible debt obligations from consideration): (i) are held for investment purposes, and (ii) consist of readily marketable stocks or securities. Diversification requires each investor to transfer different appreciated assets to the same partnership (contributing identical assets obviously provides no diversification). With respect to the ultimate composition of contributed assets, a portfolio is considered diversified when not more than 25% of the total assets of the partnership are invested in the stock or securities of any one issuer, and not more than 50% of the value of total assets is invested in the stock and securities of five or fewer issuers. Stated differently and simplistically, the diversification rule is one of the Codes toll charges on attempts to use Subchapter K to create mutual fund type investments on a tax deferred basis.

If a cryptocurrency is classified as a commodity under the Code, it may avoid the partnership investment company rules, because commodities are not included in the definition of stock or securities on which such rules rely. However, while unlikely, if a cryptocurrency is considered to be a form of financial contract, obligation to pay, or money (under the Code, money has classically been interpreted as the physical, electronic, or book representation of currency issued by the U.S. government), then the partnership investment company rules could be applicable. Cryptocurrency holders would be wise to review any new guidance discussing cryptocurrency classification. Also, as new guidance is released the partnership rules must be reexamined to determine if any assumptions on treatment are still accurate. A partnership agreement, for example, may need to be amended to account for new guidance and memorialize any necessary changes.

Cryptocurrency may have a tax basis different from its value. That raises several partnership tax concerns. First, contributors of appreciated property typically have to account for the built-in gain existing at the time of contribution whenever the partnership disposes of such an asset. Second, if the partnership attempts to distribute appreciated cryptocurrency to a non-contributing partner, the Codes mixing bowl rules may apply. The mixing bowl rules attempt to prevent both (i) shifting pre-contribution gain to a non-contributing partner and (ii) exchanging non-like kind property on a tax-free basis.

In the case of partnership distributions, the Code treats the distribution of marketable securities as money instead of property. When partnerships distribute money to partners in excess of the partners tax bases in the partnership, gain results (this does not apply if (a) property is returned to the contributor; (b) the partnership is an investment company; or (c) the partner is an eligible partner, which exceptions are beyond the scope of this post). Thus, cryptocurrency classification again becomes important. If the IRS issues future guidance indicating cryptocurrencies are monies, or courts issue rulings finding the same, partnerships that hold such assets will need to evaluate their distribution policy and partnership agreements.

Even more esoteric partnership accounting issues arise when considering reverse section 704(c) allocations for partnerships heavy on cryptocurrency assets. Reverse section 704(c) allocations arise when a partnership creates a book-tax difference by booking up or down its assets (e.g. such as when a new partner joins a partnership). The Treasury Regulations have special reverse section 704(c) rules for securities partnerships. A securities partnership is one that is not registered under the Investment Company Act of 1940 and (i) makes book allocations relative to book capital accounts, excepting reasonable special allocations for management services; (ii) on each book-up/down date, the partnership holds qualified financial assets that comprise at least 90% of the fair market value of the partnerships non-cash assets; and (iii) the partnership reasonably expects, as of the end of the first tax year in which the special rules are adopted, to revalue (book-up or down) at least annually. The special rules essentially allow securities partnerships to aggregate gains and losses from qualified financial assets using any reasonable Code Section 704(c) method. For these purposes, qualified financial assets are actively traded personal property. Certain cryptocurrencies may well be considered qualified financial assets, so the securities partnership rules may come into play. In such cases, partners should carefully review their partnership agreements to ensure they do not receive unwelcome allocation surprises.

*Partnership tax rules are very complex. This post is neither exhaustive nor intended to provide a detailed discussion of how Subchapter K applies to cryptocurrency investors. Specific questions should be addressed based on the individual facts and circumstances of the transaction and taxpayers involved.

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Cryptocurrency Shiba Inu’s Price Increased More Than 21% Within 24 hours – Benzinga – Benzinga

Over the past 24 hours, Shiba Inu's SHIB/USD price has risen 21.35% to $0.000028. This continues its positive trend over the past week where it has experienced a 1.0% gain, moving from $0.000027 to its current price.

The chart below compares the price movement and volatility for Shiba Inu over the past 24 hours (left) to its price movement over the past week (right). The gray bands are Bollinger Bands, measuring the volatility for both the daily and weekly price movements. The wider the bands are, or the larger the gray area is at any given moment, the larger the volatility.

The trading volume for the coin has climbed 97.0% over the past week, moving opposite, directionally, with the overall circulating supply of the coin, which has decreased 2.08%. This brings the circulating supply to 549.15 trillion. According to our data, the current market cap ranking for SHIB is #15 at $15.42 billion.

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Two expected to plead guilty in cryptocurrency case – Concord Monitor

As Keene resident and libertarian activist Ian Freeman awaits trial on federal charges related to his bitcoin-exchange business, two of his alleged co-conspirators have signaled they will enter guilty pleas.

Renee and Andrew Spinella, both of Derry, are scheduled for change-of-plea hearings Tuesday in U.S. District Court in Concord. Their shift from not-guilty pleas to pleading guilty would mark the first time any of the six alleged co-conspirators have admitted wrongdoing.

Freeman, Colleen Fordham of Alstead, Aria DiMezzo of Keene and a Keene man who legally changed his name from Richard Paul to Nobody have all pleaded not guilty to all charges.

Prosecutors claim Freeman and his alleged co-conspirators violated federal law by running an unlicensed virtual currency-exchange business that handled more than $10 million in transactions over several years.

According to the government, Freeman and other co-defendants used personal bank accounts and accounts in the names of purported religious entities like the Shire Free Church, the Crypto Church of NH, the Church of the Invisible Hand and the Reformed Satanic Church to conceal the nature of their business while directing customers to falsely report that they were donating to churches or buying rare coins, not purchasing cryptocurrency.

The government arrested the six in March 2021. The FBI conducted several searches in Keene one day that month, including at 73-75 Leverett St. and at two properties on Route 101.

Those properties are linked to the libertarian activist group known locally as Free Keene, which has ties to some of the defendants. The Route 101 searches were at 661 Marlboro Road, at a business called Bitcoin Embassy N.H., and 659 Marlboro Road, which is owned by Shire Free Church Holdings LLC. The FBI also conducted an operation at a local convenience store, with an employee at the time telling The Sentinel agents removed a Bitcoin ATM.

Court records indicate the defendants trial is scheduled to begin Nov. 1.

All six alleged co-conspirators were charged with conspiracy to operate an unlicensed money-transmitting business, and all but DiMezzo also face a charge of conspiracy to commit wire fraud.

Renee Spinella additionally faces two charges of wire fraud and Andrew Spinella faces a single additional charge of wire fraud. Court documents do not indicate what charge or charges they are expected to plead guilty to.

Freeman also faces charges of operation of an unlicensed money-transmitting business, continuing financial-crimes enterprise, money laundering and six counts of wire fraud. The continuing financial-crimes enterprise charge carries a 10-year mandatory minimum sentence.

Unfortunately the way the federal government works is they do their best to intimidate people by stacking on as many charges as possible, Freeman said Saturday.

Freeman said he has not been allowed to talk to his co-defendants, but has heard that the prosecution threatened the Spinellas with additional charges to force them into a plea deal. The Sentinel has not been able to confirm this. Court documents do not indicate any additional charges. Renee Spinella was not immediately reachable by phone. Neither Andrew Spinella nor his attorney were immediately reachable Saturday for a request for comment.

Freeman said he does not expect that the Spinellas will cooperate with the government, despite the scheduled guilty plea.

Nobody here did anything wrong. These are victimless so-called crimes, he said. I expect they will not be cooperating with the state because we all believe the state is evil.

Assistant U.S. Attorney Georgiana L. MacDonald has previously alleged that hordes of cybercriminals bought virtual currency from Freeman in an effort to avoid detection by banks and government regulators.

The government also claims in court documents Freeman allowed an undercover agent to exchange around $20,000 in cash for bitcoin after the agent told him he was dealing drugs. Freemans lawyer, Mark Sisti, has previously told The Sentinel he doesnt know where the governments claim about an undercover agent is coming from. He said he has seen evidence of Freeman refusing to deal with criminals.

DiMezzo, also reached by phone Saturday, said the Spinellas have to do what is best for themselves even if that means entering a plea deal with the government.

In the libertarian philosophy as long as they are making the decision that is best for them the world is best served, DiMezzo said.

While she said she believes a jury will find no evidence of the alleged crimes, certainly, if they agree to be star witnesses to the prosecutors, that certainly will have an effect on other peoples cases.

But a guilty plea is not evidence of guilt, DiMezzo argued, claiming, as Freeman did, that the federal government stacks charges against defendants to bully them into pleas.

Its hard to accept a guilty plea as an actual confession of guilt in the modern court system, she said. Whether theyre guilty or not, [defendants] accept the deal to make the bigger threat go away.

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Can the right cloud provider address the sustainability problem? – TechRadar

When it's applied well, technology helps organizations to thrive, innovate, and be competitive. Todays digital landscape boasts a wealth of new business models, cost efficiencies and improved bottom lines. The impact of technology on the environment and its contribution to our carbon footprint is often myopically overlooked in organizational strategy and planning though. A peer-reviewed study stated in 2018 if the IT industry continues at the current rate, the sector will contribute to 14% of the global carbon emissions by 2040.

About the author

Matt Frank is Head of Cloud Modernization at Ancoris.

With that in mind, how can businesses define technology sustainability without resorting to a morass of buzzwords, or merely Greenwashing what they do? Sustainable technology takes into account natural resources and fosters economic, social, and ecological development. The ultimate goal is to reduce environmental and ecological risks and drive long term societal value for all.

Many organizations have been slow to adopt meaningful technology sustainability initiatives, and some claim there are too many different metrics to measure sustainable technology adoption effectively. Its clear pressure from organizational stakeholders has increased significantly though. Nearly 1 in 3 consumers have reportedly stopped partnering with certain companies because theyve had ethical or sustainability-related concerns. Similarly, when companies want to buy new products and services from suppliers, modern procurement teams assess the sustainability position of the supplier. Organizations would therefore be wise to think big and start now and factor sustainability into their technology operations.

As of 2021, almost 60% of the Earths population are active internet users. As businesses and individuals generate more data than ever before, the technology industry is faced with the challenge of mitigating the impact data centers and other IT Infrastructure have on the environment and on natural resource consumption. The worlds data centers reportedly now use more electricity than the United Kingdoms total electricity consumption, to provide the power and cooling needed to maintain temperature-controlled environments that function 24/7.

Cryptocurrencies are also incredibly resource-intensive, especially proof of work currencies such as Bitcoin and Ethereum. At the time of writing, they are massive drivers of data center resource consumption. Bitcoin is currently estimated to have a similar carbon footprint to Kuwait, consume as much power as Thailand, and generate similar amounts of electronic waste as Holland does. A single Bitcoin transaction consumes as much electricity as an average U.S. household does in about 75 days, and generates e-waste equivalent to throwing two iPhones straight in the bin.

The number of data centers worldwide has grown significantly from 500,000 in 2012, to more than 8 million today. The amount of energy used by data centers continues to double every four years, resulting in the IT sector having the fastest-growing energy footprint globally. Its clear data centers have a massive impact on sustainability globally, which has led software giants like Google to make sure theyre following a path via net-zero to being fully carbon neutral (and in some cases, carbon-negative). As the first Cloud Service Provider to go carbon-neutral in 2007, Google is the frontrunner in committing to using renewable energy sources and ensuring its data centers use 50% less energy than the industry average. The company is targeting being fully carbon-free by 2030 globally and has implemented highly efficient evaporative cooling solutions, smart temperature, lighting controls, and custom-built servers which use as little energy as possible.

Many organizations dont have the financial resources available for extensive, dedicated sustainability initiatives for their data centers and wider technology operations. Net-zero actions, like buying enough high-quality carbon offsets to offset carbon impact, and carbon-neutral actions like converting or upgrading data centers to be carbon neutral, are both costly.

There are measures that can be put in place relatively easily to become more energy-efficient and reduce your technology carbon footprint. The biggest opportunity lies with Cloud computing. Choosing a public Cloud provider like Google who is actively neutralizing their carbon footprint, and are committed to and focused on going beyond net-zero, is a relatively easy win.

A key factor in the technology industrys reduction of CO2 emissions has been the consolidation of on-premise data centers into larger-scale Cloud-based facilities. Cloud Providers data centers leverage economies of scale to manage power consumption efficiently, optimize cooling (and hence water consumption), deploy power-efficient servers at scale, and maximize server utilization. Organizations can take advantage of these benefits as well as the improved cybersecurity, scalability and potential operational and cost efficiencies migrating to the Cloud brings.

Accentures report The Green Behind the Cloud corroborates this by stating migrations to the Cloud will reduce global carbon emissions by as much as 59 million tons of CO2 annually.

Momentum in the sustainable technology movement has been building for some time. Its no longer possible (or reasonable) for organizations to overlook their obligations to society, and not implement sustainability best practices. Technology industry consumers, partners and stakeholders are committing to sustainable and ecologically positive behavior and expect businesses in the sector to do the same.

Businesses need to consider what they can do, but when and what to plan, their step towards a more sustainable IT landscape. For many organizations, Cloud migration (or further Cloud adoption) is the fastest and best route to get to fully carbon-neutral IT operations. Being Cloud-based means organizations use less power and help them reduce their carbon emissions. Businesses operating in the Cloud will consume around 77% fewer servers, and lower their reliance on expensive and ecologically harmful on-premise or hosted data centers.

At TechRadar Pro, we've featured the best green web hosting.

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