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HiLabs’ AI discovers incorrect physician data as an industry-wide pervasive problem

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BETHESDA, Md., July 18, 2024 /PRNewswire/ — Incorrect data in health plan physician directories is a pervasive problem, according to new research conducted by researchers at University of Colorado and HiLabs. The study, published in BMC Health Services Research, leverages HiLabs AI algorithms to compare data for >40% of US physicians across five large health plan directories.

Researchers found little variation across insurers in quality of information on physician addresses (72%-83% inaccurate), phone numbers (73%-84% inaccurate), or specialty (32-36% inaccurate). The level of inaccuracy was also noticeably high when comparing against the Medicare Provider Enrollment, Chain, and Ownership System (PECOS) database, which is widely regarded as the gold standard for provider data. States with more laws targeting this issue did not have better data quality.

Incorrect provider directory data can lead to delays in care, surprise billing, and challenges for consumers selecting health plans. The 2021 No Surprises Act contains requirements for insurers to keep their directories up to date. The REAL Health Providers Act, currently pending in the US Senate, proposes additional regulations for insurers to improve directory information, particularly for mental health providers. Notably, this new study found that physicians specializing in psychiatry or neurology had correct addresses only 28% of the time and correct phone numbers only 16% of the time, and no physician specialty had correct addresses or phone numbers >50% of the time.

“These results demonstrate that no insurer has solved the provider data problem,” said Dr. Neel Butala, Assistant Professor at University of Colorado and lead author of the study. “They also suggest that legislation targeting insurers to improve directory accuracy has not been successful and that creation of a singular national provider directory, as recently proposed by CMS, may prove challenging.”

“We are proud to collaborate with University of Colorado researchers to use our AI for this important study,” said Amit Garg, CEO of HiLabs. “At HiLabs, we have seen tremendous interest from health plans in using AI algorithms to uncover provider directory inaccuracies in recent years and have seen substantial improvements in directory accuracy as a result.”

For further information and to access the full study, please visit https://doi.org/10.1186/s12913-024-11269-5

About HiLabs

HiLabs is a leading provider of AI-powered solutions that clean dirty healthcare data. HiLabs is committed to transforming the healthcare industry through innovation, collaboration, and a relentless focus on improving patient outcomes. For more information, please visit hilabs.com or contact info@hilabs.com.

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Media Advisory – Minister Hodgson to highlight federal budget investments to make life more affordable for Canadians

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MEDICINE HAT, AB, Nov. 10, 2026 /CNW/ — The Minister of Energy and Natural Resources, the Honourable Tim Hodgson, will highlight federal budget investments to make life more affordable for Canadians. Media availability will follow.  

Date: Thursday, November 12, 2026

Time: 9 a.m. ABT

All accredited media are asked to pre-register by emailing media@nrcan-rncan.gc.ca. Details on how to participate will be provided upon registration.

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CU Anschutz Led Study Finds That Genetic Risk Does Not Explain the Maternal Effect in Type 1 Diabetes

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A study of nearly 7,000 children found that inherited genetic risk did not explain why children whose mothers had type 1 diabetes developed the disease at about half the rate of children whose fathers had it

AURORA, Colo., Nov. 10, 2026 /PRNewswire/ – Children whose mothers have type 1 diabetes develop the disease at about half the rate of children whose fathers have it. Inherited genetic risk alone does not explain this long-observed maternal effect, according to a study led by researchers at the University of Colorado Anschutz and published in Diabetes Care. The findings point to other possible biological mechanisms that warrant further investigation.

Researchers analyzed 6,942 children in The Environmental Determinants of Diabetes in the Young (TEDDY) study, which followed children at increased genetic risk for type 1 diabetes from infancy into adolescence.

Researchers also examined a long-standing question: Could pregnancy loss help explain why children whose mothers have type 1 diabetes develop the disease less often?

“For decades, this relative maternal protection effect has been consistently observed across studies of living offspring of people with type 1 diabetes. One long-standing but unproven explanation is that this relative protection is an artefact resulting from the selective loss of pregnancies involving the highest-risk offspring,” said Randi K. Johnson, PhD, MPH, associate professor of biomedical informatics at the CU Anschutz School of Medicine and senior author of the study. “Advancements in genetics allowed us to comprehensively examine this phenomenon in the largest prospective cohort study of type 1 diabetes in the world.”

Genetic Risk Does Not Explain the Difference

Researchers compared children’s inherited genetic risk for type 1 diabetes using an extended genetic risk score. They found no significant difference in the genetic risk score between children whose mothers had type 1 diabetes and those whose fathers had the disease.

Despite similar genetic risk scores, children of affected mothers developed type 1 diabetes at about half the rate during the study. They also had a lower risk of developing islet autoimmunity, an early sign of immune system activity against the insulin-producing cells of the pancreas that precedes a type 1 diabetes diagnosis.

The Effect Changes With Age

Researchers found that the reduction in islet autoimmunity among children of affected mothers disappeared after age 6. The study also found no evidence that these children progressed more slowly to a type 1 diabetes diagnosis after developing islet autoimmunity.

“Our age-specific analysis shows that the maternal protective effect operates in early life, during the initiation of preclinical type 1 diabetes. The fact that the effect wanes rather than staying constant points future research toward more dynamic mechanisms,” said Sarah D. Slack, senior information science professional in the Department of Biomedical Informatics at CU Anschutz and lead author of the study.

Opening New Avenues for Prevention

Although the study does not identify the cause of maternal protection or establish pregnancy as its direct source, the findings challenge the hypothesis that pregnancy loss explains the phenomenon and point toward other possible explanations.

“Our goal is to find ways to prevent type 1 diabetes from occurring. Establishing that the relative maternal protection in type 1 diabetes is not an artefact of pregnancy survival tells us that there may be some mechanism at work in a type 1 diabetes pregnancy that confers a benefit to the offspring. Our next task is to find and understand that mechanism so we can develop solutions that might mimic that benefit for all children,” said Johnson.

Epigenetic changes are one possible biological mechanism under investigation by Johnson and team. Epigenetic changes affect how genes are switched on or off without changing the underlying DNA sequence. These changes can be influenced by factors during pregnancy and early life.

The study was supported by a grant from The Leona M. and Harry B. Charitable Trust.

“Helmsley supports this important work because we are committed to developing strategies to prevent or delay the development of type 1 diabetes, including through identifying factors underlying maternal protection,” said Maryaline Coffre, Program Officer at Helmsley.

Identifying the mechanisms behind maternal protection could help researchers determine whether early-life biological processes offer opportunities to prevent or delay type 1 diabetes.

About the University of Colorado Anschutz
The University of Colorado Anschutz is a world-class academic medical campus leading transformative advances in science, medicine, education and patient care. The campus includes the University of Colorado’s health professional schools, more than 60 centers and institutes, and two nationally ranked independent hospitals – UCHealth University of Colorado Hospital and Children’s Hospital Colorado – which see nearly three million adult and pediatric patient visits each year. Innovative, interconnected and highly collaborative, CU Anschutz delivers life-changing treatments, exceptional patient care and top-tier professional training. The campus conducts world-renowned research supported by $890 million in funding, including $762 million in sponsored awards and $128 million in philanthropic gifts for research.

Find the latest CU Anschutz news here.

Contact:

Laura Kelley, CU Anschutz

(303) 704-5222, laura.kelley@cuanschutz.edu

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RIDE THE REAL-LIFE HOGWARTS EXPRESS: GREAT RAIL JOURNEYS INVITES HARRY POTTER FANS TO EXPERIENCE SCOTLAND’S ICONIC JACOBITE STEAM TRAIN

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As HBO’s New Harry Potter Series Arrives This Christmas, Travelers Can Experience the Magic of the Original Films Aboard Scotland’s Famous Steam Train

CHICAGO, Nov. 10, 2026 /PRNewswire/ — Great Rail Journeys (formerly Vacations By Rail), invites travelers to experience the magic of the wizarding world aboard Scotland’s Jacobite Steam Train, famously associated with the Hogwarts Express in the original Harry Potter films. As HBO’s new Harry Potter series approaches its December 25 premiere, fans can plan a 2027 escape through the Scottish Highlands, discovering the landscapes and filming locations that helped bring the beloved stories to life.

Known worldwide as the real-life Hogwarts Express, the Jacobite travels an 84-mile round trip between Fort William and Mallaig. Its signature moment comes as the steam train crosses the 21-arched Glenfinnan Viaduct, immortalized in the films as the Hogwarts Express makes its way toward the magical school. The crossing offers travelers the chance to experience one of cinema’s most recognizable railway scenes firsthand.

The adventure begins in Fort William, beneath Ben Nevis, the tallest mountain in the British Isles. From there, vintage carriages carry passengers past dramatic mountains, shimmering lochs, remote villages and sweeping green glens before reaching the fishing village of Mallaig. Along the way, travelers can take in views toward Loch Shiel, another landscape recognizable from the films. The rhythmic clickety-clack of the rails, the locomotive’s whistle and clouds of steam create an atmosphere reminiscent of a bygone era of travel.

“Stepping onto the platform at Fort William, it’s like you’ve gone back to a golden age of travel. Vintage carriages line the tracks, steam billows from the mighty engine, and you can feel the excitement building all around you. Then, you step aboard and are whisked off to Hogwarts through some of the most spectacular scenery on Earth. Having experienced the Jacobite several times, it’s truly a wonder to behold. Seeing the smiling faces of Harry Potter fans along the way makes you wonder whether magic really does exist,” said Gary Crompton, Product Manager at Great Rail Journeys.

Although its Harry Potter connection has transformed the Jacobite into a bucket-list experience for fans, the railway’s appeal extends far beyond the screen. Passengers have traveled through the Scottish Highlands on this route for more than 120 years, experiencing landscapes that change with the seasons. Traveling at a leisurely pace of no more than 50 miles per hour, the steam-hauled journey offers an immersive way to discover Scotland’s natural beauty while embracing the nostalgia of rail travel.

Great Rail Journeys, a trusted leader in rail travel for more than 50 years, offers a selection of 2027 Scottish vacations, including Edinburgh, the Highlands & Islands; Highland Adventure; and The Best of Scotland & Ireland. These curated itineraries showcase Scotland’s spectacular scenery, historic destinations and railway heritage, combining rail experiences with cultural exploration. Jacobite train experiences vary by tour and departure, with service generally operating seasonally from April through October. Travelers should review individual itineraries to confirm whether a Jacobite ride is included.

For longtime fans revisiting the original films and newcomers discovering Harry Potter through the upcoming series, the Jacobite offers an unforgettable reason to explore Scotland. From the first burst of steam at Fort William to the celebrated crossing of Glenfinnan Viaduct, this railway journey brings a touch of cinematic magic into the real world.

For more information about the Jacobite Steam Train and Great Rail Journeys’ Scotland vacations, visit greatrail.com/us/trains/jacobite-steam-train/ or call (877) 929-7245. Follow Great Rail Journeys on Instagram and Facebook at @greatrailjourneys.us.

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