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AI health care platform predicts diabetes with high accuracy but ‘won’t replace patient care’

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AI health care platform predicts diabetes with high accuracy but ‘won’t replace patient care’

With 37.3 million individuals within the U.S. residing with diabetes — 8.5 million of whom are undiagnosed, per the Facilities for Illness Management and Prevention — the illness is likely one of the deadliest and most costly within the nation.

Cedar Gate Applied sciences, a medical tech improvement firm in Greenwich, Connecticut, introduced on Tuesday a brand new AI-based resolution that goals to scale back the burden of diabetes for each sufferers and suppliers.

In a latest research, Cedar Gate used its resolution, Cedar Gate Analytics, to guage the information of greater than 1.2 million sufferers in its database inside a 12-month interval. 

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The outcomes confirmed that 80% of sufferers with no recognized diabetes who had been recognized by the mannequin had been confirmed to develop the illness within the following yr, the corporate stated.

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‘Making use of know-how to industrial use circumstances’

The corporate stated in a press launch that Cedar Gate Analytics is the “first commercially accessible and deployed value-based platform with this degree of accuracy.”

Rajiv Mahale, chief product and enterprise improvement officer at Cedar Gate, instructed Fox Information Digital in an interview that this implies “we are able to confidently determine people who find themselves at the next danger of creating or being identified with diabetes sooner or later.” 

The AI mannequin (not pictured) confirmed that 80% of sufferers with no recognized diabetes who had been recognized by the mannequin had been confirmed to develop the illness within the following yr. (iStock)

Cedar Gate Analytics isn’t the one AI-based mannequin that goals to detect diabetes danger, however the firm says it’s “the primary of its type at this degree.”

Mahale stated, “Whereas there have been many university-based analysis research displaying the aptitude of AI-related diabetes prediction fashions, we’re making use of our know-how to industrial use circumstances, placing superior analytics instruments within the palms of enterprise customers to unravel real-world issues.”

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“We don’t count on AI to switch affected person care.”

He added, “Right this moment, we now have the know-how to curb the trajectory of diabetes deeply and meaningfully, controlling value and enhancing well being outcomes at scale.”

‘Accountable to sufferers’ 

Cedar Gate’s AI platform is meant to be used by medical professionals, defined David Snow, chairman and CEO of Cedar Gate Applied sciences. 

The objective is to offer medical doctors the data they should determine the sufferers who’re vulnerable to creating diabetes.

Cedar Gate Analytics (not pictured) isn’t the only AI-based model that aims to detect diabetes risk, but the company says it's "the first of its kind at this level."

Cedar Gate Analytics (not pictured) isn’t the one AI-based mannequin that goals to detect diabetes danger, however the firm says it is “the primary of its type at this degree.” (iStock)

“On the finish of the day, clinicians are accountable to sufferers,” Snow stated in an interview with Fox Information Digital. 

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“The info tells the medical doctors the sufferers will develop diabetes in the event that they don’t intervene, enabling them to keep away from the acute onset of an issue.”

Snow stated that Cedar Gate Analytics displays the corporate’s broader objective of shifting to a brand new well being care mannequin — one centered on “value-based care” moderately than “fee-for-service.”

Greater than 37 million individuals within the U.S. have diabetes — 8.5 million of whom are undiagnosed.

“With the fee-for-service mannequin, suppliers are rewarded for ready for individuals to get sick,” he defined. 

“With value-based care, they’re rewarded for protecting individuals effectively.”

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‘Creating that means’

Cedar Gate’s AI mannequin relies on a number of years of medical claims knowledge. It makes use of machine studying networks to foretell the chance of many persistent circumstances, together with diabetes. 

“These sorts of insights should not new — however this degree of accuracy and predictability is thrilling,” Snow stated. 

“At present, there isn’t a resolution recognized to prime business analysts that is ready to attain 80%+ accuracy at true, substantial scale.”

DOCTORS URGE CAUTION ON DIABETES DRUGS FOR WEIGHT LOSS AFTER STUDY HIGHLIGHTS SIDE EFFECTS

Mahale defined that they’re not merely feeding uncooked knowledge into an algorithm.

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“We now have knowledge scientists and medical people creating that means from the information earlier than it goes right into a mannequin, defining the affected person’s journey and key occasions,” stated Mahale. 

“Our instruments have the potential to succeed in a far larger share of the inhabitants who’re vulnerable to contracting a severe persistent illness.”

"Our tools have the potential to reach a far greater share of the population who are at risk of contracting serious chronic disease," said Cedar Gate's chief product officer.

“Our instruments have the potential to succeed in a far larger share of the inhabitants who’re vulnerable to contracting severe persistent illness,” stated Cedar Gate’s chief product officer. (iStock)

The researchers predict that by pinpointing diabetes danger earlier and enhancing affected person outcomes, the corporate may probably assist save hundreds of thousands of {dollars}’ value of well being care expenditures.

For every individual with diabetes, the annual value totals $9,601 per yr, in keeping with the American Diabetes Affiliation.

Using synthetic intelligence and machine studying in well being care isn’t new — however it’s quickly rising because the know-how opens up new methods of enhancing affected person care and growing suppliers’ effectivity.

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As of October 2022, the Meals & Drug Administration (FDA) listed greater than 500 AI/ML-enabled medical gadgets which are accessible in america.

‘You must have a look at the information’

Dr. Harvey Castro, a Dallas, Texas-based board-certified emergency medication doctor and nationwide speaker on synthetic intelligence in well being care, believes AI platforms are a wonderful device for preventative medication.

“The extra we learn about a illness state, the extra doubtless we’re to do our greatest to remain wholesome by altering our habits,” he instructed Fox Information Digital. 

“I see this being the way forward for preventive medication.”

Castro cautions, nevertheless, that most of these fashions are likely to predict solely what they’ve studied — so the data can probably be considerably biased towards a sure area or group of individuals.

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With 37.3 million people in the U.S. living with diabetes — 8.5 million of whom are undiagnosed — the disease is one of the deadliest and most expensive in the country.

With 37.3 million individuals within the U.S. residing with diabetes — 8.5 million of whom are undiagnosed — the illness is likely one of the deadliest and most costly within the nation. (iStock)

“Due to this fact, you need to have a look at the information and see if it represents the whole U.S. inhabitants; if not, this info may not apply to you,” he stated. 

“For instance, somebody in West Africa may not have the identical danger calculator as somebody from California or New York Metropolis.”

Wanting forward, the Cedar Gate staff plans to launch comparable AI fashions targeted on detecting different persistent ailments, together with coronary artery illness, congestive coronary heart failure and COPD.

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Sooner or later, the group plans to use the know-how to advanced ailments like a number of sclerosis, Parkinson’s and Alzheimer’s.

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“We don’t count on AI to switch affected person care,” Snow stated. 

“It simply provides us the flexibility to raised inform those that are chargeable for delivering care so that they’re more practical with their sufferers.”

He added, “With such an unlimited quantity of knowledge in well being care, highly effective analytics are a necessity.”

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Children exposed to higher fluoride levels found to have lower IQs, study reveals

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Children exposed to higher fluoride levels found to have lower IQs, study reveals

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The debate about the benefits and risks of fluoride is ongoing, as RFK Jr. — incoming President Trump’s pick for HHS secretary — pushes to remove it from the U.S. water supply.

“Fluoride is an industrial waste associated with arthritis, bone fractures, bone cancer, IQ loss, neurodevelopmental disorders and thyroid disease,” RFK wrote in a post on X in November.

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A new study published in JAMA Pediatrics on Jan. 6 found another correlation between fluoride exposure and children’s IQs.

RFK JR. CALLS FOR REMOVAL OF FLUORIDE FROM DRINKING WATER, SPARKING DEBATE

Study co-author Kyla Taylor, PhD, who is based in North Carolina, noted that fluoridated water has been used “for decades” to reduce dental cavities and improve oral health.

Fluoride exposure has been linked to a variety of negative health effects, yet benefits oral health. (iStock)

“However, there is concern that pregnant women and children are getting fluoride from many sources, including drinking water, water-added foods and beverages, teas, toothpaste, floss and mouthwash, and that their total fluoride exposure is too high and may affect fetal, infant and child neurodevelopment,” she told Fox News Digital.

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The new research, led by scientists at the National Institute of Environmental Health Sciences (NIEHS), analyzed 74 epidemiological studies on children’s IQ and fluoride exposure.

FEDERAL JUDGE ORDERS EPA FURTHER REGULATE FLUORIDE IN DRINKING WATER DUE TO CONCERNS OVER LOWERED IQ IN KIDS

The studies measured fluoride in drinking water and urine across 10 countries, including Canada, China, Denmark, India, Iran, Mexico, Pakistan, New Zealand, Spain and Taiwan. (None were conducted in the U.S.)

The meta-analysis found a “statistically significant association” between higher fluoride exposure and lower children’s IQ scores, according to Taylor.

“[It showed] that the more fluoride a child is exposed to, the more likely that child’s IQ will be lower than if they were not exposed,” she said.

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Little girl drinking water from a glass

Scientists found a “statistically significant association” between higher fluoride exposure and lower children’s IQ scores. (iStock)

These results were consistent with six previous meta-analyses, all of which reported the same “statistically significant inverse associations” between fluoride exposure and children’s IQs, Taylor emphasized.

The research found that for every 1mg/L increase in urinary fluoride, there was a 1.63-point decrease in IQ. 

‘Safe’ exposure levels

The World Health Organization (WHO) has established 1.5mg/L as the “upper safe limit” of fluoride in drinking water.

“There is concern that pregnant women and children are getting fluoride from many sources.”

Meanwhile, the U.S. Public Health Service recommends a fluoride concentration of 0.7 mg/L in drinking water.

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“There was not enough data to determine if 0.7 mg/L of fluoride exposure in drinking water affected children’s IQs,” Taylor noted.

FDA BANS RED FOOD DYE DUE TO POTENTIAL CANCER RISK

Higher levels of the chemical can be found in wells and community water serving nearly three million people in the U.S., the researcher noted.

She encouraged pregnant women and parents of small children to be mindful of their total fluoride intake.

little boy filling fresh water from water tap in sports bottle

Nearly three million people have access to wells and community water with fluoride levels above the levels suggested by the World Health Organization. (iStock)

“If their water is fluoridated, they may wish to replace tap water with low-fluoride bottled water, like purified water, and limit exposure from other sources, such as dental products or black tea,” she said.

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“Parents can use low-fluoride bottled water to mix with powdered infant formula and limit use of fluoridated toothpaste by young children.”

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While the research did not intend to address broader public health implications of water fluoridation in the U.S., Taylor suggested that the findings could help inform future research into the impact of fluoride on children’s health.

Dental health expert shares cautions

In response to this study and other previous research, Dr. Ellie Phillips, DDS, an oral health educator based in Austin, Texas, told Fox News Digital that she does not support water fluoridation.

Mother and her toddler drinking a glass with water from the tap

The study researcher encouraged parents of small children to be mindful of their total fluoride intake. (iStock)

“I join those who vehemently oppose public water fluoridation, and I question why our water supplies are still fluoridated in the 21st century,” she wrote in an email.

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“There are non-fluoridated cities and countries where the public enjoy high levels of oral health, which in some cases appear better than those that are fluoridated.”

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Phillips called the fluoride debate “confusing” even among dentists, as the American Dental Association (ADA) advocates for fluoride use for cavity prevention through water fluoridation, toothpaste and mouthwash — “sometimes in high concentrations.”

mother checks son's brushed teeth

Fluoride is used in water, toothpaste and mouthwash to help prevent cavities. (iStock)

“[But] biologic (holistic) dentists generally encourage their patients to fear fluoride and avoid its use entirely, even if their teeth are ravaged by tooth decay,” she said.

“Topical fluoride is beneficial, while systemic consumption poses risks.”

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Phillips encouraged the public to consider varying fluoride compounds, the effect of different concentrations and the “extreme difference” between applying fluoride topically and ingesting it.

“Topical fluoride is beneficial, while systemic consumption poses risks,” she cautioned. 

“Individuals must take charge of their own oral health using natural and informed strategies.”

The study received funding from the National Institute of Environmental Health Sciences (NIEHS), the National Institutes of Health (NIH) and the Intramural Research Program.

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FDA bans red food dye due to potential cancer risk

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FDA bans red food dye due to potential cancer risk

The U.S. Food and Drug Administration (FDA) has officially banned red dye — called Red 3, or Erythrosine — from foods, dietary supplements and ingested medicines, as reported by the Associated Press on Wednesday.

Food manufacturers must remove the dye from their products by January 2027, while drug manufacturers will have until January 2028 to do so, AP stated. 

Any foods imported into the U.S. from other countries will also be subject to the new regulation.

RED FOOD DYE COULD SOON BE BANNED AS FDA REVIEWS PETITION

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“The FDA is taking action that will remove the authorization for the use of FD&C Red No. 3 in food and ingested drugs,” said Jim Jones, the FDA’s deputy commissioner for human foods, in a statement. 

The U.S. Food and Drug Administration has officially banned red dye — called Red 3, or Erythrosine — from foods, dietary supplements and ingested medicines (iStock)

“Evidence shows cancer in laboratory male rats exposed to high levels of FD&C Red No.3,” he continued. “Importantly, the way that FD&C Red No. 3 causes cancer in male rats does not occur in humans.”

      

The synthetic dye, which is made from petroleum, is used as a color additive in food and ingested drugs to give them a “bright cherry-red color,” according to an online statement from the FDA.

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Red cough syrup

Food manufacturers must remove the dye from their products by January 2027, while drug manufacturers will have until January 2028 to do so. (iStock)

The petition to ban the dye cited the Delaney Clause, which states that the agency cannot classify a color additive as safe if it has been found to induce cancer in humans or animals.

The dye was removed from cosmetics nearly 35 years ago due to potential cancer risk.

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“This is a welcome, but long overdue, action from the FDA: removing the unsustainable double standard in which Red 3 was banned from lipstick but permitted in candy,” said Dr. Peter Lurie, director of the group Center for Science in the Public Interest, which led the petition effort, as reported by AP.

Red Jello

Nearly 3,000 foods are shown to contain Red No. 3, according to Food Scores, a database of foods compiled by the Environmental Working Group. (iStock)

Dr. Marc Siegel, clinical professor of medicine at NYU Langone Health and Fox News senior medical analyst, applauded the FDA’s ban.

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“It was a long time coming,” he told Fox News Digital. “It’s been more than 30 years since it was banned from cosmetics in the U.S. due to evidence that it is carcinogenic in high doses in lab rats. There needs to be a consistency between what we put on our skin and what we put into our mouths.”

“There needs to be a consistency between what we put on our skin and what we put into our mouths.”

Siegel said he believes the FDA’s decision could be tied to the incoming new head of the Department of Health and Human Services, Robert F. Kennedy Jr.

“They knew it would have happened anyway under RFK Jr.,” he said. “It is already banned or severely restricted in Australia, Japan and the European Union.”

Kid eating sugary cereal

The food additive also “drew kids in” to a diet of empty calories and ultraprocessed foods, one doctor stated. (iStock)

The food additive also “drew kids in” to a diet of empty calories and ultraprocessed foods, Siegel added.

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“It has also been linked to behavioral issues in children, including ADHD.”

Nearly 3,000 foods are shown to contain Red No. 3, according to Food Scores, a database of foods compiled by the Environmental Working Group.

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The National Confectioners Association provided the below statement to Fox News Digital.

“Food safety is the number one priority for U.S. confectionery companies, and we will continue to follow and comply with FDA’s guidance and safety standards.”

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The petition to remove Red No. 3 from foods, supplements and medications was presented in 2022 by the Center for Science in the Public Interest and 23 other organizations and scientists.

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