AI has potential to revolutionise health care – but we must first confront the risk of algorithmic bias

ByPaul

Mangor Pedersen, Auckland University of Technology

Artificial Intelligence (AI) is moving fast and will become an important support tool in clinical care. Research suggests AI algorithms can accurately detect melanomas and predict future breast cancers.

But before AI can be integrated into routine clinical use, we must address the challenge of algorithmic bias. AI algorithms may have inherent biases that could lead to discrimination and privacy issues. AI systems could also be making decisions without the required oversight or human input.

An example of the potentially harmful effects of AI comes from an international project which aims to use AI to save lives by developing breakthrough medical treatments. In an experiment, the team reversed their “good” AI model to create options for a new AI model to do “harm”.

In less than six hours of training, the reversed AI algorithm generated tens of thousands of potential chemical warfare agents, with many more dangerous than current warfare agents. This is an extreme example concerning chemical compounds, but it serves as a wake-up call to evaluate AI’s known and conceivably unknowable ethical consequences.

AI in clinical care

In medicine, we deal with people’s most private data and often life-changing decisions. Robust AI ethics frameworks are imperative.

The Australian Epilepsy Project aims to improve people’s lives and make clinical care more widely available. Based on advanced brain imaging, genetic and cognitive information from thousands of people with epilepsy, we plan to use AI to answer currently unanswerable questions.

Will this person’s seizures continue? Which medicine is most effective? Is brain surgery a viable treatment option? These are fundamental questions that modern medicine struggles to address.

As the AI lead of this project, my main concern is that AI is moving fast and regulatory oversight is minimal. These issues are why we recently established an ethical framework for using AI as a clinical support tool. This framework intends to ensure our AI technologies are open, safe and trustworthy, while fostering inclusivity and fairness in clinical care.

So how do we implement AI ethics in medicine to reduce bias and retain control over algorithms? The computer science principle “garbage in, garbage out” applies to AI. Suppose we collect biased data from small samples. Our AI algorithms will likely be biased and not replicable in another clinical setting.

Examples of biases are not hard to find in contemporary AI models. Popular large language models (ChatGPT for example) and latent diffusion models (DALL-E and Stable Diffusion) show how explicit biases regarding gender, ethnicity and socioeconomic status can occur.

Researchers found that simple user prompts generate images perpetuating ethnic, gendered and class stereotypes. For example, a prompt for a doctor generates mostly images of male doctors, which is inconsistent with reality as about half of all doctors in OECD countries are female.

Safe implementation of medical AI

The solution to preventing bias and discrimination is not trivial. Enabling health equality and fostering inclusivity in clinical studies are likely among the primary solutions to combating biases in medical AI.

Encouragingly, the US Food and Drug Administration recently proposed making diversity mandatory in clinical trials. This proposal represents a move towards less biased and community-based clinical studies.

Another obstacle to progress is limited research funding. AI algorithms typically require substantial amounts of data, which can be expensive. It is crucial to establish enhanced funding mechanisms that provide researchers with the necessary resources to gather clinically relevant data appropriate for AI applications.

We also argue we should always know the inner workings of AI algorithms and understand how they reach their conclusions and recommendations. This concept is often referred to as “explainability” in AI. It relates to the idea that humans and machines must work together for optimal results.

We prefer to view the implementation of prediction in models as “augmented” rather than “artificial” intelligence – algorithms should be part of the process and the medical professions must remain in control of the decision making.

In addition to encouraging the use of explainable algorithms, we support transparent and open science. Scientists should publish details of AI models and their methodology to enhance transparency and reproducibility.

What do we need in Aotearoa New Zealand to ensure the safe implementation of AI in medical care? AI ethics concerns are primarily led by experts within the field. However, targeted AI regulations, such as the EU-based Artificial Intelligence Act have been proposed, addressing these ethical considerations.

The European AI law is welcomed and will protect people working within “safe AI”. The UK government recently released their proactive approach to AI regulation, serving as a blueprint for other government responses to AI safety.

In Aotearoa, we argue for adopting a proactive rather than reactive stance to AI safety. It will establish an ethical framework for using AI in clinical care and other fields, yielding interpretable, secure and unbiased AI. Consequently, our confidence will grow that this powerful technology benefits society while safeguarding it from harm.

Mangor Pedersen, Associate Professor of Psychology and Neuroscience, Auckland University of Technology

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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    fluctuations in relative worth. Member States of the EEC to foster financial policy co-operation among their Central Banks for the aim of managing
    inter-neighborhood alternate charges and financing change market interventions.
    In appreciation of Mills’ complete commitment to the rule of law and good governance, the Ghana Institute of Administration and Public Administration, established The John Evans Atta
    Mills Centre for Regulation and Governance to undertake high quality research and theorisation in law, global governance and public coverage.

    However the quantity you pay stays the same throughout the lifetime of the coverage.

  825. Within the financial major market, securities underwriting is
    the process by which funding banks elevate investment capital from consumers on behalf of companies and governments by issuing securities
    (similar to stocks or bonds). It makes such an enormous distinction, in actual fact, that
    the straightforward means of redirecting the filter to attract cooler air is sweet for a horsepower gain of about 5 to 20 ponies in most cars.
    Then they can design cooler pc chips and motherboards that last
    longer. If a pal’s wedding album catches your eye, ask if you’ll
    be able to borrow her e book and present it to each photographer you interview.
    Gaining a better understanding of the taxes you owe can lead
    to unexpected savings. It turned clear that in order for humans to fly, they wanted a greater understanding of the interplay
    between wings and winds. Taking a look at them offers
    you a better concept about what interest rates to anticipate and assist
    you to price range for them.

  826. In keeping with Miller, Michigan residents subsidize other, more
    flood prone elements of the nation, by paying greater premiums than they need to.

    Excess premiums collected on these insurance policies since the beginning of fiscal yr 2014
    would be refunded to the policyholder. 3370 that was posted on February
    28, 2014. This is a public area supply. On January 30, 2014, the United States Senate
    handed the Homeowner Flood Insurance Affordability
    Act of 2014 (S. The Homeowner Flood Insurance Affordability Act of 2013 would prohibit the Administrator of the Federal Emergency Management Company (FEMA) from: (1) rising flood insurance
    coverage threat premium charges to reflect the present danger of
    flood for certain property located in specified areas topic to a sure obligatory premium
    adjustment, or (2) decreasing such subsidies for any property not insured by the flood insurance
    program as of July 6, 2012, or any coverage that has lapsed in coverage as a result of the policyholder’s deliberate choice (Pre-Flood Insurance coverage
    Charge Map or pre-Agency properties). The invoice would permit FEMA to enter
    into an agreement with another federal company both to: (1) complete the
    affordability examine, or (2) put together the draft affordability framework.

  829. I blog frequently and I genuinely appreciate your content. This article has truly peaked my interest. I am going to bookmark your site and keep checking for new information about once a week. I opted in for your RSS feed too.

  836. You’re so awesome! I don’t believe I’ve truly read through something like that before. So wonderful to find somebody with some unique thoughts on this subject matter. Seriously.. thanks for starting this up. This site is one thing that is required on the web, someone with some originality.

  838. However, this lack of worth comes out of the $5,000 fairness
    you began with. Which means you’re left with only $3,000 in fairness.

    To be used, it must have the technique of communicating
    with other computer systems, especially those in the
    home workplace. Finally, FINRA additionally requires a upkeep minimum of 25 percent, which is the minimal amount of cash that should be held in a margin account relative
    to the worth of the stocks.

  839. Vehicle companies have been engaged on new body styles and have come out with
    few innovative concepts for India in last few years.
    The marque has been on the forefront whereas introducing new merchandise which have created
    benchmarks in the phase.

  840. The emperor’s forces ultimately defeated the shogun’s,
    and in January 1869, a remnant of the shogun’s fleet retreated to Ezo,
    Japan’s northernmost island. Niall Glúndub marched
    on Dublin in September 919, however Sihtric met his forces at the battle of Islandbridge or Áth Cliath and inflicted on him a
    decisive defeat, with Niall and numerous different Irish leaders among the many casualties.

  841. Beneath the terms of the settlement, RIM has agreed to pay NTP $612.5 million (USD) in a “full and remaining settlement of all claims.” In a statement, RIM stated that “all phrases of the settlement have been finalized and the litigation in opposition to RIM has been dismissed by a courtroom order this afternoon. The agreement eliminates the necessity for any further court docket proceedings or decisions regarding damages or injunctive relief.” The
    settlement is believed low by some analysts, because of the absence of any future royalties on the expertise in question. On November 6, 2006, NTP introduced that it had filed a patent infringement lawsuit towards Palm, Inc.
    in response to the breakdown in licensing talks.
    NTP introduced a patent infringement lawsuit in opposition to one in every of the
    companies, Research in Motion, within the United States District Court for the Japanese District of Virginia.

    However, on March 22, 2007, United States District Court docket Choose James R.

    Spencer (Eastern Division of Virginia, Richmond Division)
    granted a keep of proceedings within the NTP’s lawsuit in opposition to
    Palm, Inc. Decide Spencer also granted Palm’s movement to
    strike from the complaint NTP’s allegation of wrongdoing on the U.S.

  842. On December 11, 1984, to have a good time the building’s 75th anniversary, the United States Postal Service issued a pictorial cancellation that depicted the Metropolitan Life
    Tower, which was accessible solely on that day. The glass addition and the renovation of
    one Madison Avenue was developed by SL Inexperienced, Hines, and the National Pension Service
    of Korea at a value of $2.Three billion. National Park Service 1995, p.
    The constructing, together with the Everett Building on the northwest nook of Park Avenue South and 17th Street, were
    described by the brand new York Metropolis Landmarks Preservation Fee as forming an “imposing terminus to Park Avenue South”.
    In 1952, Morgan and Meroni filed plans with the new York City Division of Buildings
    for a totally new structure on the site of the existing house places of work.
    To attenuate disruption to Metropolitan Life’s operations, the brand new house office was erected in two phases, so development on one a part of the house office could go on whereas regular operations
    proceeded in the opposite portion. Tishman Development was the general contractor,
    while Severud Associates was the structural engineer
    on the challenge. A Metropolitan Life press launch stated that a brand new structure was chosen over a renovation as a result of the new structure would have
    extra inside flooring area, due to the elimination of the inside courtyard
    inside the outdated building, and since new development was cheaper than renovation.

  843. In 2023, Penang’s residential market was ranked the second hottest in Southeast Asia after
    Singapore. Penang’s proximity to Sumatra makes it inclined to mud particles carried by wind from transient forest fires that create the perennial Southeast Asian haze.
    Within the state, 7,761 ha (77.Sixty one km2) have been designated as protected forest reserves.
    Seberang Perai, a 748 km2 (289 sq mi) hinterland on the Malay Peninsula.
    The Muda River serves because the northern border
    between Seberang Perai and Kedah, whereas the Kerian River
    types a part of the southern boundary between Seberang Perai, Kedah and Perak.
    The key rivers within Penang include the Pinang, Perai, Muda and Kerian rivers.
    The services sector has been rising in tandem as nicely, with Penang being the
    second most popular hub in Malaysia for International Enterprise Companies (GBS) and the financial coronary heart of the nation’s northwestern region,
    complemented by the state’s conventional recognition as a destination for tourism,
    enterprise occasions and health care.

  844. In late 2015, political operative Dan Hoeg sued Peebles, claiming that
    the agency had refused to provide him 25 p.c of the venture’s revenue as part of an settlement with Peebles.
    The identical day, the Turkish lira heading for its
    longest streak of month-to-month losses since a global Monetary Fund bailout in 2001, the Banks
    Association of Turkey (TBB) drew up a framework of principles for restructuring loans that exceed 50 million lira: If lenders with exposure to a minimum of
    seventy five percent of the full owed agree,
    a committee of lenders ought to order measures comparable
    to changes to shareholder structure and management, asset sales, spinoffs and capital injections,
    resolving restructurings within one hundred fifty
    days. Phrase of the siege’s disastrous final result led
    the company to show round, and Arnold served for under 13 days.
    10 Special drawing rights were initially equivalent to a specified quantity of gold, but have been circuitously redeemable for gold and
    as an alternative served as a surrogate in obtaining different
    currencies that could be exchanged for gold.

  845. The affect drivers are beneficial for driving a
    lot of screws or heavy duty fasteners. Floor-length draperies make rooms appear taller, however in case you have
    radiators or air-conditioning units set beneath home windows,
    ensure your draperies are pulled back or are the appropriate length.

  846. On the identical day, several dozen items of heavy equipment and trucks have been seen within the streets
    of Funchal and different major affected websites, cleansing streets as well as rocks and mud accumulated
    within the “ribeiras”. In the following few
    days this quantity peaked to a number of hundred heavy items and trucks operating in all affected websites.

  847. Instead, they work only through digital channels and provide their services through web and mobile applications.
    Most traditional banks are gardeners by their successor-based infra So, when it comes to helping
    small and medium enterprises with financial services such as payment
    gateways, invoice software, and multiple cash management scenarios,
    they are in short supply.

  849. Being a continent in its personal right, Australia is the sixth largest country on Earth, positioned between the
    Indian and Pacific Oceans. The average cooking fire produces as much air pollution as an car engine, with an excellent deal extra carbon, a substance seven times extra
    warming to the earth, since carbon absorbs sunlight and releases
    heat. This similar authorities company states that ten percent
    of the world’s greenhouse fuel emissions come from biomass burning (cooking
    fires). Nations similar to Haiti and Nepal have lower than two
    p.c of their authentic forests remaining.

    In addition they report, as a consequence, that we are now shedding a staggering 28,000 acres per day in nations like Africa, Asia, Mexico, Central and
    South America, and India. There are only an estimated 600 million passenger
    vehicles worldwide (roughly one car per eleven folks).

    There may be a personal spherical of interview too for each scholar who is keen on taking over
    this system. One explanation could lie in the truth that because the housing map created
    winners (those owning in dynamic areas) and losers (those holding in much less affluent areas), those who experienced a relative decline in the value of their houses
    tended to really feel unnoticed of a big part of family wealth formation, and due
    to this fact had been inclined to favourite populist political parties which challenged a establishment
    that did not benefit them.

  853. I’m amazed, I have to admit. Rarely do I come across a blog that’s equally educative and amusing, and let me tell you, you have hit the nail on the head. The problem is an issue that too few people are speaking intelligently about. I’m very happy that I found this in my search for something regarding this.

  854. This is the perfect blog for anyone who would like to understand this topic. You know a whole lot its almost tough to argue with you (not that I actually will need to…HaHa). You certainly put a new spin on a topic that has been written about for a long time. Great stuff, just wonderful.

  855. December 5, 2000 SBL Image Applied sciences OI
    Owens-Illinois Market Cap modifications. December 5,
    2000 ABK Ambac Monetary CCK Crown Holdings Market Cap changes.
    December 5, 2000 INTU Intuit BS Bethlehem Steel Market Cap adjustments.
    December 5, 2000 AYE Allegheny Energy GRA WR Grace Market Cap modifications.

    June 12, 2000 CVG Convergys TMC Occasions Mirror Tribune Co.
    acquired Instances Mirror. June 7, 2000 SBUX Starbucks
    SMS Shared Medical Systems Siemens AG acquired Shared Medical Methods.
    Hagerty, Bob (four June 1991). “Groupe AG, Amev Report 31% Rise In Revenue, Decide Fortis as Firm’s Name”.
    June 17, 1997 CCI Countrywide Credit score Industries USL USLife AIG acquired USLife.
    June 9, 1999 WLP Wellpoint HPH Harnischfeger Industries Harnischfeger filed
    for bankruptcy. December 7, 1999 YHOO Yahoo!
    Honeywell was headquartered in Minneapolis however moved to Morristown, New Jersey to occupy Allied Signal’s headquarters after the 2 firms merged
    in 1999. Honeywell’s former headquarters is now occupied by Wells Fargo.
    Northwestern Consolidated Milling Firm produced Ceresota
    flour in Minneapolis from 1891 to 1953. Its Elevator A,
    and A and F mills are nonetheless standing and two of those structures are in use as office buildings.

  856. Every technical directorate emphasizes a specific space of analysis throughout the
    AFRL mission which it makes a speciality of performing experiments along with universities
    and contractors. For the reason that Laboratory’s formation in 1997, it has carried out numerous experiments and technical demonstrations along with NASA, Department
    of Energy, National Laboratories, DARPA, and other research organizations
    within the Division of Protection. The Battlespace Surroundings Division previously situated at Hanscom AFB moved to a new
    Research lab facility at Kirtland AFB in 2011-2012 as directed below the Defense Base Realignment
    and Closure, 2005 Fee. The divisions formerly located at Hanscom AFB and Rome Analysis Site moved to Wright-Patterson AFB beneath the Protection Base Realignment
    and Closure, 2005 Fee. Along with the Directorate headquarters at Kirtland AFB,
    New Mexico and an additional research facility at Hanscom AFB,
    Massachusetts, the Excessive Frequency Energetic Auroral Research Program (HAARP) located
    near Gakona, Alaska is also jointly operated
    by the House Vehicles Directorate in addition to DARPA, the Workplace of Naval Research (ONR),
    the Naval Analysis Laboratory (NRL) and universities to conduct ionospheric analysis.
    Notable tasks embrace the X-37, X-40, X-53,
    HTV-3X, YAL-1A, Advanced Tactical Laser, and the Tactical Satellite Program.

  857. As said in Enduring worth: the Australian minerals business framework for sustainable growth
    the concept of the ‘social license to function’, then defined simply as acquiring and maintaining broad neighborhood help and acceptance.
    CSR insurance policies into the daily actions and framework of a company has been shown to allow for a
    competitive advantage versus different corporations, including the creation of a positive image for the corporate,
    improved stakeholder relationships, increased worker morale, and attraction of recent
    consumers who are committed to social duty. Moreover, companies under intense competition can leverage CSR to extend the
    affect of their distribution on the agency’s performance.
    Despite all of the advantages, it can be crucial to note
    that a number of drawbacks exist, including possible accusations of hypocrisy, the problem of measuring the
    social affect of CSR insurance policies, and oftentimes inserting corporations at a disadvantage
    against opponents when prioritizing CSR ahead of advancing a
    company’s R&D. Creating and implementing a CSR strategy represents a novel alternative to benefit the corporate.
    Develop the Social License Growth Technique to remove the unfavorable elements and ensure the constructive intention of all of
    the social license holders to assist all the company’s business goals.

    No matter government involvement, social license is achieved within and given by
    communities, which is defined as “a social unit of any dimension that shares frequent values, or that’s situated in a given geographical area”.

  859. An impressive share! I have just forwarded this onto a co-worker who has been conducting a little research on this. And he actually ordered me breakfast because I stumbled upon it for him… lol. So let me reword this…. Thank YOU for the meal!! But yeah, thanx for spending the time to discuss this subject here on your website.

  861. The earthquake’s epicentre was forty kilometres (25 mi) west
    of Christchurch, close to the town of Darfield.
    Entry was restricted to over 350 properties in the city of Kaiapoi, of which about a hundred have been deemed unsafe.

    The varsity has a global profile, as 51% of attendants are international students from over one hundred nations.
    How do they justify this outrage to the taxpayers who’re protecting the company afloat?
    The workers alleged that between 1972 and 1977 RSA had issued insurance certificates
    to asbestos manufacturer Turner & Newall but excluded cover for asbestosis, in breach of the Employers’ Liability (Compulsory Insurance coverage)
    Act 1969. RSA responded that asbestos-associated damage was excluded from the
    policy as a result of it was a risk the company was not willing to
    underwrite, that Turner & Newall was as a substitute self-insured
    in opposition to asbestosis and should due to this
    fact be responsible for any compensation. A federal law referred to as the
    real Property Settlement Procedures Act (RESPA) entitles an individual homeowner to choose a
    title insurance firm when buying or refinancing residential
    property. Total Earthquake Commission (EQC), non-public insurance coverage and individual costs
    had been estimated to reach as excessive as NZ$4 billion in accordance with the new Zealand Treasury.

  862. In December 2014, the Polish authorities will vote on a invoice which calls for microgeneration, in addition to giant scale wind farms in the
    Baltic Sea as a solution to chop back on CO2 emissions from the country’s coal plants as well
    as to cut back Polish dependence on Russian gasoline.

    Under the phrases of the new invoice, individuals and small businesses
    which generate as much as 40 kW of ‘inexperienced’ energy will receive 100% of market value
    for any electricity they feed again into the grid,
    and companies who arrange large-scale offshore wind farms within the Baltic might be eligible
    for subsidization by the state. Distinguished British politicians who have announced
    they are fitting microgenerating facilities to their properties embody the Conservative social gathering leader, David Cameron, and the Labour Science Minister, Malcolm Wicks.
    Frei’s Christian Democratic Social gathering supported
    the Armed Forces intervention to take away Allende from office in 1973, after the Chamber of Deputies, on 22 August 1973, accused Allende of violating the Constitution. One other
    frequent workplace tape is masking tape; this one’s
    easier to tear and handle. Office of Public Sector Data; Finance Act 2007 Chapter 11, Part 2, Atmosphere Archived 2010-08-01 on the
    Wayback Machine. The following day, on December
    21, Oracle made public the acquisition of Federos, an AI and automation instruments company for network efficiency.

  866. Профессиональный сервисный центр по ремонту сотовых телефонов, смартфонов и мобильных устройств.
    Мы предлагаем: ремонт телефонов
    Наши мастера оперативно устранят неисправности вашего устройства в сервисе или с выездом на дом!

  868. Almost actually history may need been different. Are there any cracks in the partitions or
    ground that may indicate structural problems?
    If your kitchen floor is ceramic, mop it with a gallon of heat water combined with 1 cup vinegar.
    You probably have tile and grout in your kitchen, deal with them frequently with undiluted vinegar on a sponge to chop the inevitable greasy buildup.
    Then simply sprinkle baking soda onto a sponge
    and go to it. To resolve this problem, fill such a pot with water and add 1 to four tablespoons baking soda.
    You probably have rust and mineral deposits on a teapot or an old stovetop-type espresso percolator, they can be eliminated by filling the pot with water and including
    2 tablespoons baking soda and the juice from half a lemon. With a Clover, the
    barista and the shopper can customise the way the espresso tastes by tinkering with the water temperature and the
    brewing time. Espresso and tea stains may be faraway from light-coloured
    cups and mugs by using a damp sponge dipped in baking soda.

  869. The SEC’s investigation mentioned that the banking group
    sought investment banking business within the Asia-Pacific region by hiring and selling multiple hundred
    Chinese language officials and related folks in violation of
    the International Corrupt Practices Act.

    Penge og Privatøkonomi (Danish: Cash and private Finance) is
    a Danish language month-to-month business and finance magazine published
    in Copenhagen, Denmark. By the standards of the time,
    cricket was a lucrative business for the Graces, especially considering that they held newbie status.
    At the time, 26 of the 40 decrease floors had already been leased.
    Lilongwe: New Finance Financial institution. New Finance Bank (23 April 2018).

    “New Finance Bank:Company Overview”. New Finance Bank (23 April
    2018). “The Branch Community of latest Finance Financial institution”.
    It offers with international finance and economic issues.
    In September 2015, Google partnered with Fastly and
    different content material delivery network providers to offer companies to its users.

    Martin Juergens from Germany claims that the Moon has belonged to
    his household since 15 July 1756, when the Prussian king
    Frederick the nice offered it to his ancestor, Aul Juergens, as a symbolic gesture of gratitude for providers rendered, and decreed that it ought to cross to the youngest born son.