(Press-News.org) Determining whether a person is diabetic could be as easy as having them speak a few sentences into their smartphone, according to a groundbreaking study from Klick Labs that combines voice technology with artificial intelligence in a major step forward in diabetes detection.
The new study, published in Mayo Clinic Proceedings: Digital Health, outlines how scientists used six to 10 seconds of people’s voice, along with basic health data, including age, sex, height, and weight, to create an AI model that can distinguish whether that individual has Type 2 diabetes. The model has 89 percent accuracy for women and 86 percent for men.
For the study, Klick Labs researchers asked 267 people (diagnosed as either non- or Type 2 diabetic) to record a phrase into their smartphone six times daily for two weeks. From more than 18,000 recordings, scientists analyzed 14 acoustic features for differences between non-diabetic and Type 2 diabetic individuals.
“Our research highlights significant vocal variations between individuals with and without Type 2 diabetes and could transform how the medical community screens for diabetes,” said Jaycee Kaufman, first author of the paper and research scientist at Klick Labs. “Current methods of detection can require a lot of time, travel, and cost. Voice technology has the potential to remove these barriers entirely.”
The team at Klick Labs looked at a number of vocal features, like changes in pitch and intensity that can’t be perceived by the human ear. Using signal processing, scientists were able to detect changes in the voice caused by Type 2 diabetes. Surprisingly, those vocal changes manifested in different ways for males and females, Kaufman said.
A Potential New Screening Tool for Undiagnosed Diabetes
Almost one in two, or 240 million adults living with diabetes worldwide are unaware they have the condition and nearly 90 percent of diabetic cases are Type 2 diabetes, according to the International Diabetes Federation. The most frequently used diagnostic tests for prediabetes and Type 2 diabetes include the glycated hemoglobin (A1C), along with the fasting blood glucose (FBG) test and the OGTT–all which include a trip to a healthcare provider for patients.
Yan Fossat, vice president of Klick Labs and principal investigator of this study, said Klick’s non-intrusive and accessible approach offers the potential to screen vast numbers of people and help identify the large percentage of undiagnosed people with Type 2 diabetes.
“Our research underscores the tremendous potential of voice technology in identifying Type 2 diabetes and other health conditions,” Fossat said. “Voice technology could revolutionize healthcare practices as an accessible and affordable digital screening tool.”
Fossat said next steps will be to replicate the study and expand their research using voice as a diagnostic in other areas such as prediabetes, women’s health and hypertension.
This latest discovery is enabled by Klick Labs’ over a decade of expertise and investment in machine learning, data science and artificial intelligence, across several therapeutic areas, including the diabetes space. Their “Homeostasis as a proportional–integral control system” study, published in Nature Digital Medicine in 2020, was also based on mathematical modeling to determine some of the underlying changes in how glucose is regulated. More recently, their “Screening for Impaired Glucose Homeostasis: A Novel Metric of Glycemic Control” study appeared in Mayo Clinic Proceedings: Digital Health.
About Klick Applied Sciences (including Klick Labs)
Klick Applied Sciences’ diverse team of data scientists, engineers, and biological scientists conducts scientific research and develops AI/ML and software solutions as part of the company’s work to support commercial efforts using its proven business, scientific, medical, and technological expertise. Its 2019 Voice Assistants Medical Name Comprehension study laid the scientific foundation for rigorously testing voice assistant consumer devices in a controlled manner.
About Klick Group
The Klick Group of companies–Klick Health (including Klick Katalyst and btwelve), Klick Media Group, Klick Applied Sciences (including Klick Labs), Klick Consulting, and Sensei Labs–is an ecosystem of brilliant talent collectively working to maximize their people’s and clients’ full potential. Established in 1997, Klick has teams across North America, with offices in New York, Philadelphia, Toronto, global hubs in London, São Paulo, and Singapore, and plans to open more offices in Basel, Buenos Aires, Munich, Paris, and Tokyo. Klick has consistently been named a Best Managed Company and Great Place to Work. Over the last two years alone, the company has been recognized with almost 30 Best Workplace awards, including Best Workplaces for Women, Best Workplaces for Inclusion, Most Admired Corporate Cultures, Fast Company’s Best Workplaces for Innovators, FORTUNE’s Best Workplaces in New York, and FORTUNE’s Best Workplaces in Advertising.
END
AI and 10 seconds of voice can screen for diabetes, new study reveals
Klick Labs scientists discover voice tech as potential game changer in Type 2 diabetes detection
2023-10-18
ELSE PRESS RELEASES FROM THIS DATE:
AI identifies antimalarial drug as possible osteoporosis treatment
2023-10-18
Correction (Oct. 17, 2023): The paper’s title has been corrected to “Deep Learning-Predicted Dihydroartemisinin Rescues Osteoporosis by Maintaining Mesenchymal Stem Cell Stemness through Activating Histone 3 Lys 9 Acetylation
Artificial intelligence has exploded in popularity and is being harnessed by some scientists to predict which molecules could treat illnesses, or to quickly screen existing medicines for new applications. Researchers reporting in ACS Central Science have used one such deep learning algorithm, and found that dihydroartemisinin ...
Simplifying the generation of three-dimensional holographic displays
2023-10-18
Holograms that offer a three-dimensional (3D) view of objects provide a level of detail that is unattainable by regular two-dimensional (2D) images. Due to their ability to offer a realistic and immersive experience of 3D objects, holograms hold enormous potential for use in various fields, including medical imaging, manufacturing, and virtual reality. Holograms are traditionally constructed by recording the three-dimensional data of an object and the interactions of light with the object. However, this technique is computationally highly intensive as it requires ...
Superlensing without a super lens: physicists boost microscopes beyond limits
2023-10-18
Ever since Antonie van Leeuwenhoek discovered the world of bacteria through a microscope in the late seventeenth century, humans have tried to look deeper into the world of the infinitesimally small.
There are, however, physical limits to how closely we can examine an object using traditional optical methods. This is known as the ‘diffraction limit’ and is determined by the fact that light manifests as a wave. It means a focused image can never be smaller than half the wavelength of light used to observe an object.
Attempts to break this limit with “super lenses” have all hit the hurdle of extreme visual losses, making the lenses opaque. ...
Collaborative study focuses on using computer algorithms to find molecular adaptations to improve COVID-19 drugs
2023-10-18
As the COVID-19 pandemic scattered and isolated people, researchers across Virginia Tech connected for a data-driven collaboration seeking improved drugs to fight the disease and potentially many other illnesses.
A multidisciplinary collaboration spanning several colleges at Virginia Tech resulted in a newly published study, “Data Driven Computational Design and Experimental Validation of Drugs for Accelerated Mitigation of Pandemic-like Scenarios,” in the Journal of Physical Chemistry Letters.
The study focuses on using computer algorithms to generate adaptations to ...
Study predicts potential for 110% electricity increases in U.S. urban buildings
2023-10-18
A research study led by University of Oklahoma assistant professor Chenghao Wang and recently published in the journal Nature Communications tackled the critical issue of how city-scale building energy consumption in urban environments will evolve under the influence of climate change.
Fossil fuels account for approximately 40% of all building energy use in urban city centers in the United States, and the U.S. Energy Information Administration reports that residential and commercial buildings in U.S. cities are one of the major energy ...
Open access: Need to move away from transformative agreements
2023-10-18
Sweden is far ahead when it comes to promoting open access to scholarly publications. But there is risk of getting stuck in a permanent transformation that favours large commercial publishers. A new report from the Association of Swedish Higher Education Institutions develops a strategy on how to work in negotiations with the publishers.
In 2021, the Association of Swedish Higher Education Institutions (Sveriges universitets- och högskoleförbund, SUHF) convened a “Beyond transformative agreements” working group (the BTA group) to lay the foundation for further advancing the transition to open access. Now, the group ...
Graz University of Technology study on e-scooter accidents: more helmets and less speed reduce the injury risk
2023-10-18
The use of e-scooters has increased significantly in recent years, but so has the number of accidents involving this relatively new form of transport. At the same time, knowledge about injury mechanisms in this area was still very limited. In the project SURF, funded by Zukunftsfonds Steiermark, the Vehicle Safety Institute at Graz University of Technology (TU Graz) investigated this topic using Human Body Models and derived recommendations to reduce the injury risk in e-scooter accidents.
Put on a helmet, decrease speed and get off the pavement
As ...
Reef-devouring predator survives coral bleaching and feasts on the survivors
2023-10-18
Research conducted by marine biologists from the University of Sydney has found juvenile crown-of-thorns starfish can withstand tremendous heatwaves well above levels that kill coral. These starfish then develop into carnivorous predators that devour reefs just as they begin to regrow.
Crown-of-thorns starfish are native to the Great Barrier Reef and found in the Indo-Pacific region, but they are classified as a species of concern because the damage large populations cause to coral is more significant than any other species. ...
Does SARS-CoV-2 infection have urological effects?
2023-10-18
Research published in the Journal of Internal Medicine indicates that SARS-CoV-2 infection may worsen lower urinary tract symptoms (LUTS) in men.
The study included 17,986 men receiving medication for LUTS within the public healthcare system of Hong Kong in 2021–2022, half of whom had SARS-CoV-2 infection. The group with SARS-CoV-2 had significantly higher rates of retention of urine (4.55% versus 0.86%); blood in the urine (1.36% versus 0.41%); clinical urinary tract infection (4.31% versus 1.49%); bacteria in the urine (9.02% versus 1.97%); and addition of 5-alpha reductase inhibitors, which are drugs prescribed for enlarged prostate. (0.50% versus 0.02%). These urological ...
How did the initial COVID-19 wave affect mental health in the UK?
2023-10-18
New research published in Economic Inquiry reports substantial increases in psychological distress in the UK during the first wave of the COVID-19 pandemic.
Mental health effects were more pronounced for females; younger individuals; Black, Asian, and minority ethnic communities; and migrants. Also, people who had financial worries, loneliness, or were living in overcrowded dwellings experienced significantly worse mental health deterioration during the first wave.
The study used data from the UKHLS, also known as Understanding Society, which is a household panel dataset that captures, among other things, information from adults about their economic and social circumstances, ...
LAST 30 PRESS RELEASES:
Exercise as an anti-ageing intervention to avoid detrimental impact of mental fatigue
UMass Amherst Nursing Professor Emerita honored as ‘Living Legend’
New guidelines aim to improve cystic fibrosis screening
Picky eaters by day, buffet by night: Butterfly, moth diets sync to plant aromas
Pennington Biomedical’s Dr. Leanne Redman honored with the E. V. McCollum Award from the American Society for Nutrition
CCNY physicists uncover electronic interactions mediated via spin waves
Researchers’ 3D-printing formula may transform future of foam
Nurture more important than nature for robotic hand
Drug-delivering aptamers target leukemia stem cells for one-two knockout punch
New study finds that over 95% of sponsored influencer posts on Twitter were not disclosed
New sea grant report helps great lakes fish farmers navigate aquaculture regulations
Strain “trick” improves perovskite solar cells’ efficiency
How GPS helps older drivers stay on the roads
Estrogen and progesterone stimulate the body to make opioids
Dancing with the cells – how acoustically levitating a diamond led to a breakthrough in biotech automation
Machine learning helps construct an evolutionary timeline of bacteria
Cellular regulator of mRNA vaccine revealed... offering new therapeutic options
Animal behavioral diversity at risk in the face of declining biodiversity
Finding their way: GPS ignites independence in older adult drivers
Antibiotic resistance among key bacterial species plateaus over time
‘Some insects are declining but what’s happening to the other 99%?’
Powerful new software platform could reshape biomedical research by making data analysis more accessible
Revealing capillaries and cells in living organs with ultrasound
American College of Physicians awards $260,000 in grants to address equity challenges in obesity care
Researchers from MARE ULisboa discover that the European catfish, an invasive species in Portugal, has a prolonged breeding season, enhancing its invasive potential
Rakesh K. Jain, PhD, FAACR, honored with the 2025 AACR Award for Lifetime Achievement in Cancer Research
Solar cells made of moon dust could power future space exploration
Deporting immigrants may further shrink the health care workforce
Border region emergency medical services in migrant emergency care
Resident physician intentions regarding unionization
[Press-News.org] AI and 10 seconds of voice can screen for diabetes, new study revealsKlick Labs scientists discover voice tech as potential game changer in Type 2 diabetes detection