Diagnosing the strengths and ills of AI in healthcare

Diagnosing the strengths and ills of AI in healthcare

Diagnosing the strengths and ills of AI in healthcare
AI systems, when properly trained and validated, can significantly reduce errors in medical diagnosis. (Shutterstock)
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One of the main advantages of artificial intelligence-supported diagnostics is the exceptional speed and accuracy it offers. AI systems can analyze vast amounts of medical data, including patient records, images and lab results, at a pace far exceeding human capabilities.

Speed can be crucial in emergencies, enabling faster decision-making and potentially life-saving interventions. Additionally, AI has proven its accuracy in diagnosing diseases, from common conditions to rare disorders, detecting anomalies that humans might miss.

Diagnostic errors are a persistent concern in healthcare. AI systems, when properly trained and validated, can significantly reduce these errors, as the elements of fatigue or cognitive bias do not exist in this equation, enhancing the overall quality of medical decisions.

By integrating patient information with extensive medical databases and clinical guidelines, AI can help identify potential issues and ensure no aspect is overlooked. This leads to more reliable diagnostics and treatment plans.

AI-supported diagnostics also facilitate the transition to personalized medicine. They can analyze a patient’s genetic makeup, lifestyle, and medical history to create personalized treatment plans.

This personalization ensures patients receive the most effective treatments with fewer side effects. It also improves medication management and dosage. 

AI has been applied in the fields of radiology and medical imaging, including X-rays, MRIs, and CT scans. Radiologists can benefit from AI assistance in detecting abnormalities, even in complex cases.

It is important to emphasize that AI is not intended to replace healthcare professionals. Instead, it should be viewed as a supportive tool. AI assists doctors and radiologists by providing data-driven insights, enabling them to make more informed decisions.

Saudi Arabia is investing heavily in AI-assisted diagnostics technology. Its “Eyenai” project is a collaborative effort involving the Saudi Data and AI Authority, King Khaled Eye Specialist Hospital, Lean Business Services, and the Saudi Company for Artificial Intelligence.

Developed by Saudi engineers and AI specialists, the project represents a pioneering solution in the field of ocular healthcare, using AI to accurately identify diabetic retinopathy. It relies on advanced analytics and smart algorithms to streamline and accelerate screening processes, overcoming challenges such as limited resources, examination time, and high costs.

Dr. Adi Al-Owaifeer, an ophthalmology consultant and head of the administrative committee for the Eyenai project, said that the initiative embodies the spirit of innovation and collaboration in Saudi Arabia’s healthcare system.

He also highlighted the importance of developing this solution to facilitate screening processes, increase accuracy, and treat as many individuals as possible.

The healthcare industry must work collaboratively with AI developers, regulators and policymakers to overcome these hurdles and pave the way for a more efficient, patient-centric system.

Abeer Alamrani

Microsoft recently introduced a suite of AI tools designed to help healthcare organizations access and enhance learning from data. In addition, Google has announced the development of an AI-powered tool to make it easier for professionals to search for health information.

Although AI can improve patient outcomes, increase efficiency, and reduce costs, integrating it into healthcare is not without its challenges.

First, AI systems require access to a vast number of patient records, raising concerns about privacy and security. Healthcare institutions must therefore implement robust measures to protect patient information from data breaches and cyberattacks.

Second, AI relies on high-quality, organized data for training and decision-making purposes. However, healthcare data can be unstructured, fragmented, or inconsistent, making it difficult for AI algorithms to derive meaningful insights.

Third, AI algorithms can inherit biases present in training data, which may lead to inaccurate decisions. Developing methods to identify and mitigate bias remains an ongoing challenge in AI ethics.

Fourth, obtaining regulatory approvals for AI-based medical devices and solutions can be a lengthy and complex process. Balancing innovation with regulatory compliance is a major challenge that healthcare companies must address.

Fifth, AI applications raise ethical questions, particularly regarding patient privacy, consent and transparency. Patients must be informed about how their data will be used and should have the right to opt out, and ethical guidelines should be developed.

Sixth, gaining the trust of healthcare professionals and patients is a significant challenge. AI systems must undergo strict clinical validation to prove their safety and efficacy, which can be a long and resource-intensive process.

Seventh, AI in healthcare requires substantial investments in technology, training and staffing. Healthcare providers must allocate resources for AI adoption and ongoing maintenance.

In conclusion, AI has the potential to bring about transformative changes to healthcare. However, addressing these challenges is essential to fully harness its benefits while ensuring patient safety, data security and ethical use.

The healthcare industry must work collaboratively with AI developers, regulators and policymakers to overcome these hurdles and pave the way for a more efficient, patient-centric system.

Abeer Alamrani is a machine learning, data analysis, and AI implementation consultant who helps organizations leverage AI to optimize operations, enhance decision-making, and achieve business goals.
 

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

Saudi defense minister meets UAE leader in Abu Dhabi

Saudi defense minister meets UAE leader in Abu Dhabi
Updated 1 min 27 sec ago
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Saudi defense minister meets UAE leader in Abu Dhabi

Saudi defense minister meets UAE leader in Abu Dhabi

DUBAI: Saudi defense minister Prince Khalid bin Salman Al-Saud has met on Tuesday UAE President Sheikh Mohamed bin Zayed in Abu Dhabi.
The Saudi minister wrote on his personal account on X, “I had the honor to convey the greetings of our leadership, and we reviewed the fraternal relations between our two brotherly countries, and discussed regional and international developments as well as issues of common interest.”


Oil Updates — crude rises on expanding Chinese factory activity, but set to end year lower 

Oil Updates — crude rises on expanding Chinese factory activity, but set to end year lower 
Updated 31 December 2024
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Oil Updates — crude rises on expanding Chinese factory activity, but set to end year lower 

Oil Updates — crude rises on expanding Chinese factory activity, but set to end year lower 

SINGAPORE: Oil prices rose on Tuesday after data showed China’s manufacturing activity expanded in December, but they are on track to end lower for a second consecutive year due to demand concerns in top consuming countries, according to Reuters. 

Brent crude futures rose 60 cents, or 0.8 percent, to $74.59 a barrel as of 08:30 a.m. Saudi time. US West Texas Intermediate crude gained 62 cents, or 0.9 percent, to $71.61 a barrel. For the year, Brent declined 3.2 percent, while WTI was down 0.1 percent. 

China’s manufacturing activity expanded for a third straight month in December but at a slower pace, an official factory survey showed on Tuesday, suggesting a blitz of fresh stimulus is helping to support the world's second-largest economy. 

Chinese authorities have also agreed to issue a record 3 trillion yuan ($411 billion) in special treasury bonds in 2025 to revive economic growth, Reuters reported last week. 

A weaker demand outlook in China has forced both OPEC and the International Energy Agency to cut their oil demand expectations for 2025. 

OPEC and its allies earlier this month delayed their plan to start raising output until April 2025 against a backdrop of falling prices. The IEA expects global oil supply to exceed demand in 2025 even if OPEC+ cuts remain in place, as rising production from the US and other outside producers outpaces sluggish demand. 

While a weak longer-term demand outlook has weighed on prices, they could find short-term support from declining US crude stockpiles, which are expected to have fallen by about 3 million barrels last week. 

Both Brent and WTI were buoyed by a larger-than-expected drawdown from US crude inventories in the week ended Dec. 20 as refiners ramped up activity and the holiday season boosted fuel demand.  

Investor focus next year will be on the Federal Reserve’s rate path after the central bank earlier this month projected just two rate cuts, down from four in September, due to stubbornly high inflation. 

Lower interest rates generally incentivize borrowing and fuel growth, which in turn is expected to boost oil demand. 

The shifting expectations around US rates and the widening interest rate differentials between the US and the other economies have lifted the dollar and weighed on other currencies. 

A stronger dollar makes purchases of oil more expensive for consumers outside the US, weighing on demand. 

Markets are also gearing up for President-elect Donald Trump’s policies around looser regulation, tax cuts, tariff hikes and tighter immigration that are expected to be both pro-growth and inflationary - and ultimately dollar-positive.


French Algerian animator aims to draw on experiences of peers in Saudi Arabia’s Diriyah Art Futures program

French Algerian animator aims to draw on experiences of peers in Saudi Arabia’s Diriyah Art Futures program
Updated 31 December 2024
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French Algerian animator aims to draw on experiences of peers in Saudi Arabia’s Diriyah Art Futures program

French Algerian animator aims to draw on experiences of peers in Saudi Arabia’s Diriyah Art Futures program

DUBAI: Samia Dzair, a French Algerian animator handpicked by Saudi creative hub Diriyah Art Futures for its inaugural Emerging New Media Artists Program, said she hopes to broaden her horizons as part of the initiative alongside an international cohort of artists.

The year-long program, based in the UNESCO World Heritage site of Diriyah in Riyadh, will provide the chosen participants with access to professional equipment and facilities, a production budget, the opportunity to learn from guest lecturers from around the world specializing in new media art, and mentorships.

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

A post shared by Samia Dz (@zestain_bekerz)

Dzair told Arab News she intends to use the opportunity to “fully question the various themes I address in my artistic work, such as myths, immigration and uprooting, while at the same time having the chance to produce quality work, with a real budget.”

She will join fellow artists from Jordan, Egypt, Saudi Arabia, China, Wales and other countries who were selected for the initiative, and said this varied, international collection of up-and-coming talents was a particularly appealing aspect of the program.

“Being in a group with other artists from different backgrounds is going to be very inspiring,” Dzair said. “We’ll be able to exchange our experiences, our respective world outlooks and inspire one another.”

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

A post shared by Samia Dz (@zestain_bekerz)

She will be aiming develop her skills in the field of animation, specifically the 2D and stop-motion varieties, which is something she says she was drawn to as a child.

“My first encounter with art was with animated films,” she said. “I come from a social environment where institutional culture was not very accessible (and) my father used to buy me a lot of cartoons that were sold in tobacconists’ shops, except that they weren’t always animated films for children.

“That’s how I started watching a lot of animated films like ‘Ghost in the Shell,’ which weren’t for my age but which forged my aspirations and my aesthetic,” she added, referring to the 1995 anime film directed by Mamoru Oshii.

She was also attracted to the medium as a creator in part because of the relatively limited resources required for an animation project. While sculptors might require blocks of marble and a set of chisels and other tools, and painters need a studio stocked with shelves of paint and brushes, Dzair said she is able to “make a film all by myself in my room with a camera or a computer, a head full of ideas and a few scraps of paper. I love it.”

She added: “The fact that you can find a-thousand-and-one ways to give an impression of movement, to bring to life an environment, a character, an interaction or an idea is simply fascinating.”

The director graduated from the KASK School of Arts in Belgium before directing two short films — “Soufre” in 2021 and “Le Poids De La Terre En Grammes” in 2022 — and also developed a TV series titled “Blue Weddings” that explores North African lore through its depiction of the ogress Teryel, a fearsome mythological character.

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

A post shared by Samia Dz (@zestain_bekerz)

“(The) project … began as an emotional outlet. My quest to understand my family's neuroses and traumas led me to write this project, which originally took the form of a tale. The tale of a subversive woman, an ogress, hated by all, but who symbolizes the anger of an entire land dispossessed of its culture,” Dzair explained.

“Like my protagonist, I grew up in the north of France, and was separated from the land of my elders, and also separated from my mother at a very early age, a mother who grew up during the Algerian civil war, who faced violence and lack of education. Nonetheless she was politicized by her elders and this knowledge made her rebellious and violent because she couldn’t do anything as a ‘third world’ villager and a woman.”

Dzair’s series seeks to use the story of the ogress to explore issues relating to uprooting, war, colonization and capitalism — “what particularly interests me in the tales I refer to is the figure of the angry murdered rebel ogress, which I believe perfectly sums up the resistance shown by Algeria and all formerly colonized African countries,” she said.


Hart triple-double sparks Knicks to eighth straight NBA win

Hart triple-double sparks Knicks to eighth straight NBA win
Updated 31 December 2024
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Hart triple-double sparks Knicks to eighth straight NBA win

Hart triple-double sparks Knicks to eighth straight NBA win
  • At Salt Lake City the Denver Nuggets got triple-doubles from Nikola Jokic and Russell Westbrook in beating the Utah Jazz 132-121
  • The NBA-best Cleveland Cavaliers, led by 25 points from Darius Garland and 23 by Donovan Mitchell, rolled over host Golden State 113-95 to improve their win streak to seven

WASHINGTON: Josh Hart delivered his third triple-double of the season on Monday to spark the New York Knicks to a 126-106 victory at Washington that stretched their win streak to eight games.

Hart had 23 points, 15 rebounds and 10 assists for his ninth triple-double with the Knicks while Karl-Anthony Towns had a game-high 32 points and 13 rebounds.

Jalen Brunson and O.G. Anunoby each scored 18 points for New York, which improved to 23-10.

The Knicks led 59-57 at half time over the Eastern Conference doormats and pulled away in the third quarter before dominating the fourth to win.

“We executed, we got stops, we played fast,” Hart said. “We played to our strengths. Sometimes it takes us a little while to wake up. We always do.”

At Salt Lake City the Denver Nuggets got triple-doubles from Nikola Jokic and Russell Westbrook in beating the Utah Jazz 132-121.

Jokic had 36 points, 23 rebounds and 10 assists while Westbrook contributed 16 points, 10 rebounds and 10 assists to ignite the Nuggets.

Michael Porter added 21 points for Denver while Jamal Murray and Christian Braun each scored 20 for the Nuggets (18-13).

The NBA-best Cleveland Cavaliers, led by 25 points from Darius Garland and 23 by Donovan Mitchell, rolled over host Golden State 113-95 to improve their win streak to seven.

Reserve Moses Moody led the Warriors with 19 points while Stephen Curry managed only 11 points on 4-of-14 shooting, 3-of-11 from three-point range.

Philadelphia’s Joel Embiid scored 37 points and grabbed nine rebounds to power the 76ers to their fourth victory in a row, a 125-103 triumph at Portland.

Tyrese Maxey added 23 points for the Sixers.

At New Orleans, James Harden sank four free throws in the final 17 seconds to give the Los Angeles Clippers a 116-113 victory over the host Pelicans, the NBA’s worst club dropping a 10th consecutive game to sink to 5-28.

Norman Powell scored a game-high 35 points while Harden added 27 as the Clippers improved to 19-13.

De’Aaron Fox scored a game-high 33 points and the Sacramento Kings, who trailed by as many as 18 points, beat visiting Dallas 110-100 to snap a six-game losing streak.

The Kings closed the third quarter with a 17-2 run for an 83-77 lead entering the fourth, which began with an 11-4 Sacramento run for a 94-81 edge as the hosts pulled away to stay.

The Mavericks were without Luka Doncic and Kyrie Irving.

Elsewhere, Coby White had 23 points, 10 rebounds and nine assists to spark the Chicago Bulls’ 115-108 overtime victory at Charlotte.

Miles Bridges, who had a game-high 31 points for the Hornets, hit a three-pointer with 1.1 seconds remaining in regulation to force overtime at 98-98.


Militants attack security post in restive northwest Pakistan, killing 2

Militants attack security post in restive northwest Pakistan, killing 2
Updated 31 December 2024
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Militants attack security post in restive northwest Pakistan, killing 2

Militants attack security post in restive northwest Pakistan, killing 2
  • Militants kill police officer and civilian in attack on Dera Ismail Khan district, police say 
  • No group has claimed responsibility for incident but suspicion likely to fall on Pakistani Taliban

PESHAWAR, Pakistan: Militants armed with assault rifles attacked a security post in restive northwest Pakistan early Tuesday, killing a police officer and a civilian, officials said.

Another officer was also wounded in the attack at the Draban Post in Dera Ismail Khan, a district in Khyber Pakhtunkhwa province, local police official Abdullah Khan said, adding that the civilian was an employee of the Customs department.

He also said security forces returned fire and that “a group of insurgents” fled the scene.

No one claimed responsibility for the attack but suspicion was likely to fall on the Pakistani Taliban, also known as Tehrik-e-Taliban Pakistan, who often target security forces across the country, especially in the former tribal regions in the troubled northwest bordering Afghanistan.

Security forces have also stepped up intelligence-based operations against the Pakistani Taliban, emboldened since the Afghan Taliban seized power in Afghanistan in 2021. The TTP is a separate group but a close ally of the Afghan Taliban.