Navigating the ethical landscape of AI in healthcare

Navigating the ethical landscape of AI in healthcare

Navigating the ethical landscape of AI in healthcare
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In the ever-evolving landscape of technology, artificial intelligence stands as both hero and villain. Its promise of efficiency and accuracy is marred by the lurking specter of bias, especially in the delicate realm of healthcare.

So, buckle up, dear readers, as we embark on a rollercoaster ride through the wild world of AI and ethics, where laughter meets seriousness, and where the absurdity of biases meets the gravity of healthcare.

In the bustling city of Techville, the future unfolds daily, with advancements in AI revolutionizing industries. However, behind the marvels lies a shadow: the issue of bias. Today, we delve into the heart of this matter, focusing on its implications in the realm of healthcare.

As I walked through the corridors of TechMed, a state-of-the-art hospital, I couldn’t help but ponder the ethical implications of AI in healthcare. Dr. Emily, a seasoned physician, shared her insights, stating, “While AI promises efficiency and precision, it’s crucial to acknowledge its potential biases, particularly in medical diagnoses.”

Picture this: Dr. Watson, the AI wizard, struts into the hospital, armed with algorithms and a penchant for diagnosing ailments quicker than you can say “hypochondriac.” But alas, even our dear Dr. Watson isn’t immune to the pitfalls of bias. Take poor Mr. Johnson, for instance. He came into the clinic complaining of a tummy ache, only to be diagnosed with a case of “pizza-itis” by the ever-enthusiastic AI, which had been fed a steady diet of fast-food-related data.

Needless to say, Mr. Johnson’s gluten intolerance wasn’t part of the algorithm’s repertoire.

But fear not, for amid the chaos, there are voices of reason. Dr. Emily, the wise sage of the medical world, warns, “While AI can be a game-changer, we must be vigilant about the biases lurking within its circuits. After all, nobody wants to be prescribed kale smoothies for a broken leg.”

We must hold AI accountable for its biases, for in the realm of healthcare, there’s no room for error.

Rafael Hernández de Santiago

Meet Ms. Smith, a diligent worker and devoted mother. She sought medical advice for her persistent headaches. The AI algorithm swiftly diagnosed her with stress-related issues, prescribing medication accordingly. However, Ms. Smith’s condition worsened, ultimately leading to a severe neurological disorder. The AI had overlooked critical symptoms, influenced by biased data sets skewed toward stress-related diagnoses in working women.

As Ms. Smith’s story unfolded, it echoed a prevalent concern: the impact of biased algorithms on patient outcomes. Dr. Patel, an advocate for AI ethics, emphasized, “We must scrutinize the data feeding these algorithms to prevent such oversights.”

As we navigate the minefield of AI biases, we can’t help but chuckle at the absurdity of it all. From gender biases leading to misdiagnoses to racial disparities in treatment recommendations, the comedy of errors is as vast as the datasets themselves. But beneath the laughter lies a sobering reality: Lives hang in the balance, and the consequences of biased algorithms can be dire.

Enter Dr. Patel, the comic relief in our tale, with his witty retorts and a knack for cutting through the nonsense. “It’s like letting a toddler loose in a candy store,” he quips. “Sure, it’s fun at first, but someone’s bound to end up with a stomachache.”

Yet, amid the laughter, there’s a call to action. Dr. Kim, the voice of reason in our comedic ensemble, urges us to take a stand. “We must hold AI accountable for its biases,” she declares, “for in the realm of healthcare, there’s no room for error.”

In the pursuit of ethical AI, collaboration is key. Tech giants, policymakers, healthcare professionals, and ethicists must unite to establish stringent guidelines and oversight mechanisms. Transparency in algorithmic decision-making and continuous monitoring of biases are essential steps toward ethical AI implementation in healthcare.

As the sun set over Techville, illuminating the skyline, I pondered the path ahead. The journey to ethical AI in healthcare is fraught with challenges, but with unwavering commitment and collective action, we can pave the way for a future where technology serves all, without bias or prejudice.

And so, dear readers, as we bid adieu to our cast of characters and the absurdity of AI biases, let us heed the words of wisdom from the great Arab philosopher, Ibn Khaldun: “In the absence of justice, what is sovereignty but organized robbery?” Let us strive for a future where AI serves as a beacon of hope, untainted by bias, and where healthcare remains a sanctuary for all, regardless of algorithms gone awry.

Disclaimer: Views expressed by writers in this section are their own and do not necessarily reflect Arab News' point of view

French prosecutors seek 7-year sentence for Sarkozy in Libya campaign financing trial

French prosecutors seek 7-year sentence for Sarkozy in Libya campaign financing trial
Updated 4 min 18 sec ago
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French prosecutors seek 7-year sentence for Sarkozy in Libya campaign financing trial

French prosecutors seek 7-year sentence for Sarkozy in Libya campaign financing trial
  • The National Financial Prosecutor’s Office also called for a five-year ban on Sarkozy’s civic, civil and family rights
  • The accusations trace back to 2011, when a Libyan news agency and Gadhafi himself said that the Libyan state had secretly funneled millions of euros into Sarkozy’s 2007 campaign

PARIS: French prosecutors on Thursday requested a seven-year prison sentence and a 300,000-euro (around $325,000) fine for former President Nicolas Sarkozy, in connection with allegations that his 2007 presidential campaign was illegally financed by former Libyan leader Moammar Gadhafi’s government.
The National Financial Prosecutor’s Office, known by its French acronym PNF, also called for a five-year ban on Sarkozy’s civic, civil and family rights — a measure that would bar him from holding elected office or serving in any public judicial role.
The case, which opened in January and is expected to conclude on April 10, is considered the most serious of the multiple legal scandals that have clouded Sarkozy’s post-presidency.
The 70-year-old Sarkozy, who led France from 2007 to 2012, faces charges of passive corruption, illegal campaign financing, concealment of embezzlement of public funds and criminal association. He has denied any wrongdoing.
The accusations trace back to 2011, when a Libyan news agency and Gadhafi himself said that the Libyan state had secretly funneled millions of euros into Sarkozy’s 2007 campaign.
In 2012, the French investigative outlet Mediapart published what it said was a Libyan intelligence memo referencing a 50 million-euro funding agreement. Sarkozy denounced the document as a forgery and sued for defamation.
French magistrates later said that the memo appeared to be authentic, though no conclusive evidence of a completed transaction has been presented.
Investigators also looked into a series of trips by Sarkozy’s associates to Libya between 2005 and 2007.
In 2016, Franco-Lebanese businessman Ziad Takieddine told Mediapart that he had delivered suitcases filled with cash from Tripoli to the French Interior Ministry under Sarkozy. He later retracted his statement. That reversal is now the focus of a separate investigation into possible witness tampering.
Sarkozy and his wife, Carla Bruni-Sarkozy, have both been placed under preliminary investigation in that case.
Sarkozy’s former ministers Claude Guéant, Brice Hortefeux, and Éric Woerth are also on trial, along with eight other defendants. But prosecutors have made clear the central figure is the former president himself — accused of knowingly benefiting from a “corruption pact” with a foreign dictatorship while campaigning to lead the French republic.
While Sarkozy has already been convicted in two other criminal cases, the Libya affair is widely seen as the most politically explosive — and the one most likely to shape his legacy.
In December 2024, France’s highest court upheld his conviction for corruption and influence peddling, sentencing him to one year of house arrest with an electronic bracelet. That case stemmed from tapped phone calls uncovered during the Libya investigation. In a separate ruling in February 2024, a Paris appeals court found him guilty of illegal campaign financing in his failed 2012 reelection bid.
Sarkozy has dismissed the Libya allegations as politically motivated and rooted in forged evidence. But if convicted, he would become the first former French president found guilty of accepting illegal foreign funds to win office.
A verdict is expected later this year.


Chinese ambassador affirms respect for Syria’s sovereignty during meeting with FM

Chinese ambassador affirms respect for Syria’s sovereignty during meeting with FM
Updated 6 min 50 sec ago
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Chinese ambassador affirms respect for Syria’s sovereignty during meeting with FM

Chinese ambassador affirms respect for Syria’s sovereignty during meeting with FM
  • Syria’s Foreign Minister Asaad Al-Shaibani welcomed China’s stance on Israeli violations

LONDON: Asaad Al-Shaibani, Syria’s foreign minister, received a delegation from China headed by the ambassador to Syria, Shi Hongwei.

Shaibani welcomed China’s stance on the continuing Israeli violations of Syria’s sovereignty in the southern region of the country, the SANA agency reported on Thursday.

The Chinese ambassador affirmed his country’s respect for Syria’s territorial integrity and independence, as well as its non-interference in the internal affairs of other countries. He highlighted China’s backing for Syria during its post-civil war transition.

Israel has continued its bombing campaign in Syria even after the ousting of Bashar Assad, whose regime came to an end last year after a rebel advance forced him to flee to Russia.

An Israeli attack this week on the Syrian village of Kuwayya in the southern Daraa province led to the death of at least six civilians.

Shaibani and Hongwei expressed their willingness to enhance cooperation and achieve prosperity, progress and peace between both countries, SANA added.


Lebanon cabinet appoints wealth manager central bank governor: official media

Lebanon cabinet appoints wealth manager central bank governor: official media
Updated 8 min 45 sec ago
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Lebanon cabinet appoints wealth manager central bank governor: official media

Lebanon cabinet appoints wealth manager central bank governor: official media
  • Souaid officially takes over after embattled former chief Riad Salameh’s term expired in July 2023 with no designated successor

BEIRUT: Lebanon’s cabinet on Thursday named asset manager Karim Souaid as central bank governor, official media reported, a post crucial to implementing economic reforms demanded by the international community.
He was appointed despite reservations of new reformist prime minister Nawaf Salam, who called on Souaid to commit to the government’s reform agenda in a country enduring a five-year economic collapse widely blamed on official mismanagement and corruption.
“The cabinet appointed Karim Souaid as central bank governor,” the official National News Agency said.
Born in 1964, Souaid officially takes over after embattled former chief Riad Salameh’s term expired in July 2023 with no designated successor.
Divided politicians had since failed to agree on a permanent replacement for Salameh, who has been accused at home and abroad of financial crimes.
First vice-governor Wassim Manssouri had been acting head of the central bank, a post that is traditionally reserved for a Maronite Christian in Lebanon’s sectarian power-sharing system of governorship.
Souaid is the founder and managing partner at Gulf-based Growthgate, according to his biography on the private investment firm’s website.
It says he previously worked at financial establishments including HSBC Bank and has been involved in privatization initiatives in a number of Arab countries.
Some local media have reported that Souaid is close to the banking sector and members of Lebanon’s entrenched ruling class.
Salam said he had “reservations” about Souaid’s appointment but did not give specifics except to cite his “desire to protect depositors’ rights and preserve the state’s assets.”
He said Souaid “must adhere, from today, to the financial policy of our reformist government... on negotiating a new program with the International Monetary Fund, restructuring the banks, and presenting a comprehensive plan” to preserve depositors’ rights.
Lebanon’s new authorities need to carry out reforms demanded by the international community to unlock bailout funds.
The economic crash since 2019 has seen the local currency lose most of its value against the dollar and pushed much of the population into poverty, with people locked out of their savings.
Salam also said the cabinet approved Thursday “a draft law aiming to modify legislation on banking secrecy.”
In April 2022, Lebanon and the IMF reached conditional agreement on a $3-billion-dollar loan package, but painful reforms that the 46-month financing program would require have not been undertaken.
Earlier this month, the IMF welcomed the new Lebanese government’s request for support in addressing the country’s severe economic challenges.
In February, it said it was open to a new loan agreement with the country following discussions with its recently appointed finance minister.
Beirut-based think tank the Policy Initiative in a statement Wednesday said that the nomination of central bank chief would “test the new government’s commitment to genuine reform.”
“The next governor will shape Lebanon’s urgent reform agenda, serve as the main counterpart to the International Monetary Fund, and directly engage in sovereign debt restructuring negotiations” alongside the finance ministry, it said.
Souaid studied law at Lebanon’s St. Joseph University and at Harvard Law School in the United States, according to his biography.
He has also worked as a corporate finance attorney in New York, and is a member of the New York State Bar Association, it says.
The central bank governor in Lebanon is named by cabinet decree for a six-year mandate that can be renewed multiple times, based on the finance minister’s recommendation.


Bondi signals probe into Signal chat is unlikely, despite a long history of similar inquiries

Bondi signals probe into Signal chat is unlikely, despite a long history of similar inquiries
Updated 12 min 54 sec ago
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Bondi signals probe into Signal chat is unlikely, despite a long history of similar inquiries

Bondi signals probe into Signal chat is unlikely, despite a long history of similar inquiries
  • FBI and Justice Department for decades have been responsible for enforcing Espionage Act statutes governing the mishandling of national defense information
  • Attorney General Pam Bondi signaled at an unrelated news conference on Thursday that she was disinclined to do so

WASHINGTON: FBI Director Kash Patel was not part of a Signal chat in which other Trump administration national security officials discussed detailed attack plans, but that didn’t spare him from being questioned by lawmakers this week about whether the nation’s premier law enforcement agency would investigate.
Patel made no such commitments during the course of two days of Senate and House hearings, declining to comment on the possibility and testifying that he had not personally reviewed the text messages that were inadvertently shared with the editor-in-chief for The Atlantic who was mistakenly included on an unclassified Signal chat.
That Patel would be grilled on what the FBI might do was hardly surprising.
Even as President Donald Trump insisted “it’s not really an FBI thing,” the reality is that the FBI and Justice Department for decades have been responsible for enforcing Espionage Act statutes governing the mishandling — whether intentional or negligent — of national defense information like the kind shared on Signal, a publicly available app that provides encrypted communications but is not approved for classified information.
The Justice Department has broad discretion to open an investigation, though Attorney General Pam Bondi, who introduced Trump at a Justice Department event this month, signaled at an unrelated news conference on Thursday that she was disinclined to do so. She repeated Trump administration talking points that the highly sensitive information in the chat was not classified, though current and former US officials have said the posting of the exact launch times of aircraft and times that bombs would be released before those pilots were even in the air would have been classified.
She also quickly pivoted to two Democrats, former Secretary of State Hillary Clinton and former President Joe Biden, who found themselves under investigation but never charged for allegedly mishandling classified information. Indeed, the department has conducted multiple high-profile investigations in recent years, albeit with differences in underlying facts and outcomes.
Multiple high-profile figures have found themselves under investigation in recent years over their handling of government secrets, but the differences in the underlying facts and the outcomes make it impossible to prognosticate what might happen in this instance or whether any accountability can be expected. There’s also precedent for public officials either to avoid criminal charges or be spared meaningful punishment.
“In terms of prior investigations, there were set-out standards that the department always looked at and tried to follow when making determinations about which types of disclosures they were going to pursue,” including the sensitivity of the information exposed the willfulness of the conduct, said former Justice Department prosecutor Michael Zweiback, who has handled classified information investigations.
A look at just a few of the notable prior investigations:
Hillary Clinton
The 2016 Democratic presidential nominee was investigated but not charged for her use of a private email server for the sake of convenience during her time as secretary of state in the Obama administration. There appear to be some parallels with the Signal chat episode.
The politically fraught criminal investigation was initiated by a 2015 referral from the intelligence agencies’ internal watchdog, which alerted the FBI to the presence of potentially hundreds of emails containing classified information on that server. Law enforcement then set out to determine whether Clinton, or her aides, had transmitted classified information on a server not meant to host such material.
The overall conclusions were something of a mixed bag.
Then-FBI Director James Comey, in a highly unusual public statement, asserted that the bureau had found evidence that Clinton was “extremely careless” in her handling of classified information but recommended against charges because he said officials could not prove that she intended to break the law or knew that the information she and her aides were communicating about was classified.
The decision was derided by Republicans who thought the Obama administration Justice Department had let a fellow Democrat off the hook. Among those critical were some of the very same participants in the Signal chat as well as Bondi, who as Florida’s attorney general spoke at the 2016 Republican National Convention and mimicked the audience chant of “Lock her up!”
David Petraeus
Among the biggest names to actually get charged is Petraeus, the former CIA director sentenced in 2015 to two years’ probation for disclosing classified information to a biographer with whom he was having an extramarital affair.
That material consisted of eight binders of classified information that Petraeus improperly kept in his house from his time as the top military commander in Afghanistan. Among the secret details in the “black books” were the names of covert operatives, the coalition war strategy and notes about Petraeus’ discussions with President Barack Obama and the National Security Council, prosecutors have said.
Petraeus, a retired four-star Army general who led US forces in Iraq and Afghanistan, wound up pleading guilty to a single misdemeanor count of unauthorized retention and removal of classified material as part of a deal with Justice Department prosecutors. Some national security experts said it smacked of a double-standard for its lenient outcome.
Comey himself would later complain about the resolution, writing in a 2018 book that he argued to the Justice Department that Petraeus should have also been charged with a felony for lying to the FBI.
“A poor person, an unknown person — say a young black Baptist minister from Richmond — would be charged with a felony and sent to jail,” he said.
Joe Biden and Donald Trump
These investigations don’t bear much parallel to the Signal episode but nonetheless serve as examples of high-profile probes launched by the department into the mishandling of classified information.
Both found themselves investigated by Justice Department special counsels, with Trump being charged with hoarding top-secret records at his Mar-a-Lago estate in Florida. Trump had taken those records after leaving office. He was also accused of showing off a Pentagon attack plan to a visitor at his Bedminster golf club.
The case was dismissed by a Florida-based judge who concluded that special counsel Jack Smith had been improperly appointed. Prosecutors abandoned the case after Trump won in November.
Biden, too, was investigated for his retention of classified information in his home following his tenure as vice president. A special counsel found some evidence that Biden had willfully retained the records but concluded that criminal charges were not merited.
Jeffrey Sterling
A former CIA officer, Sterling was convicted of leaking to a reporter details of a secret mission to thwart Iran’s nuclear ambitions by slipping flawed nuclear blueprints to the Iranians through a Russian intermediary.
He was sentenced in 2015 to 3 1/2 years in prison, a punishment whistleblower advocates and other supporters decried as impossible to square with Petraeus’ misdemeanor guilty plea just a month earlier.
The details of the operation disclosed by Sterling were published by journalist James Risen in his 2006 book “State of War.”
Sterling was charged in 2010, but the trial was delayed for years, in part because of legal wrangling about whether Risen could be forced to testify. Ultimately, prosecutors chose not to call Risen as a witness, despite winning legal battles allowing them to do so.


Egypt sees positive signals on Gaza ceasefire talks, sources say

Smoke billows from an Israeli strike at Bureij camp in the central Gaza Strip, on March 27, 2025. (AFP)
Smoke billows from an Israeli strike at Bureij camp in the central Gaza Strip, on March 27, 2025. (AFP)
Updated 9 min 57 sec ago
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Egypt sees positive signals on Gaza ceasefire talks, sources say

Smoke billows from an Israeli strike at Bureij camp in the central Gaza Strip, on March 27, 2025. (AFP)
  • The proposal suggests Hamas release five Israeli hostages each week, sources said
  • A security delegation from Egypt has left for Qatar for talks, which will include increasing aid to the enclave and releasing remaining hostages

CAIRO: Egypt, one of the mediators in the Gaza ceasefire negotiations, has received positive indications from Israel over a new ceasefire proposal that would include a transitional phase, security sources told Reuters on Thursday.
The proposal suggests Hamas release five Israeli hostages each week, sources said.
A security delegation from Egypt has left for Qatar for talks, which will include increasing aid to the enclave and releasing remaining hostages, state-affiliated Al Qahera News TV said on Thursday.
Violence has escalated in Gaza since a January truce broke down on March 18 after two months of relative calm.
Asked about the latest proposal, a Palestinian official close to the mediation efforts said “there are some offers that look better than the previous ones.”
When asked if he expects an announcement on a breakthrough on Thursday, he replied: “Maybe not yet.”
There was no immediate response from Israeli Prime Minister Benjamin Netanyahu’s office on the proposal, but a spokesperson said there is currently no Israeli delegation in Doha.
Israel and Hamas accused each other of breaching the truce, which had offered respite from war for the 2.3 million inhabitants of Gaza, which has been reduced to rubble.
Hamas, which still holds 59 of more than 250 hostages Israel says the group seized in its October 7, 2023 attack, accuses Israel of jeopardizing efforts by mediators to negotiate a permanent deal to end the fighting.
Israel says it would be willing to extend the ceasefire temporarily if Hamas releases more hostages, but without moving yet to a second phase during which it would negotiate a permanent end to the war.
Israel also said it won’t accept Hamas prescence in the enclave and added it wanted to extend the ceasefire’s temporary first phase, a proposal backed by US envoy Steve Witkoff
More than 50,000 Palestinians have been killed in the fighting, Gaza health officials say.