Young people who have AI meal plans might be consuming less calories, but missing a meal

A large number of teenagers who have some weight problem are resorting to AI models as they seek to design meal plans in a bid to lose weight. A new study, however, indicates that the plans that are a result of this could not, at least in all cases, cover the required nutrients and calorie consumption.

In Turkey, five different AI models were compared in regard to their meal planning capabilities, which led researchers to develop meal plans to help teenagers lose weight and evaluated their findings against the recommendations of a registered dietician. They described their results in Frontiers in Nutrition.

According to Dr Ayse Betul Bilen, an assistant professor of the Faculty of Health Sciences at the Istanbul Atlas University, there is a significant underestimation of total energy and the main nutrient intake of diet plans generated by AI models compared to plans prepared by a dietitian based on guidelines. It is known that adherence to this type of imbalanced or excessively restrictive meal plans in the teenage years can have a detrimental influence on growth, metabolic health, and eating habits.

Missing a meal

The researchers were prompted to generate meal plans using five AI models, which were ChatGPT 4, Gemini 2.5 Pro, Bing Chat-5GPT, Claude 4.1 and Perplexity, using free versions of these models. Some of the prompts were age, height and weight of the individual the plan would be based on, and the directive to develop a 3 days plan that included three meals and two snacks a day. Four teenagers aged 15 years, one boy and one girl, who were in the overweight percentile and one boy and one girl who fell in the obese percentile were put on meal plans.

Comparing the results of AIs to generate meal plans to those of a dietician who specializes in adolescent diseases, it was found that the energy requirement that was estimated by the AI models was on average nearly 700 calories lower than the dietitian. This is a full meal worth of difference that has severe clinical implications. The intake of some macronutrients had been overcalculated whereas the intake of some caloric nutrients was grossly undercalculated.

The AI-generated diet plans never adhered to the recommended mix of macronutrients, which is quite dangerous among adolescents, as Bilen indicated.

In comparison, AI models suggested more protein intake (20g higher than the dietician), and this scheme led to about 21-24% of the energy intake as protein. Recommendations of lipid provided by AI were also significantly more than in the plans developed by dieticians, and lipids constituted 41-45% of energy intake.

The quantity of carbohydrates, however, was much inferior in AI plans and the difference was about 115g on average, that is, only about 32-36 percent of the energy intake would be derived as carbs. In comparison, the National Academies of Sciences, Engineering and medicine in the US advise that the proportion of lipids, proteins and carbs should be 30-35, 15-20 and 45-50 percent respectively.

Favoring plans to balanced diets

Although numerous pieces of information about healthy diet guidelines are found on national and international health organizations websites, such as the Turkish Nutritional Guidelines or WHO Adolescent Nutritional Guidelines, AI tools do not necessarily use evidence-based nutritional guidelines in their production. Bilen stated that AI models are mostly trained to produce answers that are most plausible and user-friendly, and not necessarily accurate, clinically. According to their findings, they might be dependent on generalized or popular diet patterns rather than incorporating the nutritional requirements of age.

Since not every teenager can hire the service of a dietician to help them plan their meals, the team recommended that a person using AI tools to create a diet plan should be cautious. The teenagers are also to remember that the diets that are too restrictive or that are constructed on the basis of extreme diets that are based on the dominance of either protein or fat.

The researchers claimed that they hope that their findings will contribute to the increased awareness of the narrow capability of AI tools to create well-balanced meal plans and assist in developing safer tools that are more consistent with the guidelines created by professionals. Although AI models are fast developing and models might be better now than they were at the time of analysis, AI models are not an alternative to professional dietary counseling especially to the vulnerable groups.

Bilen concluded that adolescence is a critical period with regard to physical development, bone development and cognitive maturation. The risks of a lower energy and carbohydrate intake and higher ratios of protein and fat could be dangerous at the adolescent growth stage.

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Global demand for meat and dairy set to rise, but climate and nutrition gaps remain

However, persistent nutritional gaps and mounting environmental pressures reveal a complex path ahead, according to a new study by the UN Food and Agriculture Organization (FAO) and the Organisation for Economic Cooperation and Development (OECD) – an influential international policy forum.

The Agricultural Outlook 2025-2034, released on Tuesday, projects a six per cent increase in global per capita consumption of animal-source foods by 2034 – beef, pork, poultry, fish, dairy and other animal products.  

The trend is most pronounced in lower middle-income countries, where intake is expected to rise by 24 per cent, far outpacing the global average.  

These projections point to better nutrition for many people in developing countries,” said Qu Dongyu, Director-General of the FAO.

Agricultural Outlook 2025‑2034

Increased incomes, better diets – but not for all

The surge in consumption in middle-income economies is attributed largely to rising disposable incomes, changing dietary preferences and urbanisation. In these countries, daily per capita intake of animal-sourced foods is projected to reach 364 kilocalories, surpassing the 300 kcal benchmark.

At the same time, consumption in low-income countries will remain low – reaching just 143 kcal per day, less than half the amount deemed necessary for a healthy diet – highlighting stark inequalities in access to nutrient-rich diets and the challenges ahead to ensure everyone is food secure.

Mr. Qu urged greater efforts to ensure people in the lowest-income countries also benefit from improved nutrition and food security.

Production expanding but emissions rising

To meet rising demand, global agricultural and fish production is projected to increase by 14 per cent over the next decade, largely driven by productivity gains in middle-income nations.

Output of meat, dairy and eggs is expected to grow by 17 per cent, while total livestock inventories are projected to expand by seven per cent.

However, these gains come at an environmental cost: direct greenhouse gas (GHG) emissions from agriculture are set to rise by six per cent by 2034, despite improvements in emissions intensity.

As production becomes more efficient, the emissions generated per unit of output will decline, but the overall footprint will still grow unless additional measures are taken.

Agricultural Outlook 2025‑2034

Other key findings

  • Cereal yields to grow 0.9 per cent annually, with harvested area expanding just 0.14 per cent per year – half the pace of the last decade
  • By 2034, 40 per cent of cereals will go directly to human consumption, 33 per cent to animal feed, and the rest to biofuels and industry
  • Biofuel demand set to rise 0.9 per cent annually, led by Brazil, India and Indonesia
  • Sub-Saharan Africa’s beef herd projected to grow 15 per cent, though productivity remains just one-tenth of North America’s
  • India and Southeast Asia will drive 39 per cent of global consumption growth by 2034; China’s share falling to 13 per cent from 32 per cent
  • High-income countries to see drop in per capita fats and sweeteners intake due to health trends and policy shifts

A win-win: More nourishment, fewer emissions

The report outlines a scenario in which nourishment improves for all, and agricultural emissions are reduced by as much as seven per cent below current levels by 2034.

Achieving this dual outcome would require major investments to improve productivity, alongside widespread adoption of existing low-emission technologies such as precision farming, improved livestock feed and prioritising nutritional production.

Future progress will depend on a blend of policy coordination, technological innovation and targeted investments – especially in countries where the gap between demand and nutritional value is stark.

We have the tools to end hunger and boost global food security,” said Mathias Cormann, Secretary-General of the OECD.

“Well-coordinated policies are needed to keep global food markets open, while fostering long-term productivity improvements and sustainability in the agriculture sector.”

Pivotal role for global trade

The Outlook also reiterates the importance of trade, given that 22 per cent of all calories eaten will have crossed international borders by 2034.

International trade will remain indispensable to the global agri-food sector,” the report stressed.

Multilateral cooperation and a rules-based agricultural trade are essential to facilitating these trade flows, balancing food deficits and surpluses across countries, stabilising prices and enhancing food security, nutrition and environmental sustainability.”

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PM Narendra Modi to visit Madhya Pradesh on 17th September to release wild Cheetahs

Prime Minister Narendra Modi will visit Madhya Pradesh on 17th September. At around 10:45 AM, Prime Minister will release Cheetahs in Kuno National Park. After that, at around 12 Noon, he will participate in SHG Sammelan with women SHG members/community resource persons at Karahal, Sheopur.

  • PM to release wild Cheetahs – which had become extinct from India – in Kuno National Park.
  • Cheetahs – brought from Namibia – are being introduced in India under Project Cheetah, which is world’s first inter-continental large wild carnivore translocation project.
  • Bringing Cheetahs back to India will help in the restoration of open forest and grassland ecosystems and also lead to enhanced livelihood opportunities for the local community.
  • In line with the Prime Minister’s commitment towards environment protection and wildlife conservation.
  • Prime Minister to participate in SHG Sammelan at Karahal, Sheopur.
  • Thousands of women SHG members/community resource persons to attend the Sammelan.
  • PM to also inaugurate four Particularly Vulnerable Tribal Groups skilling centres under PM Kaushal Vikas Yojana.

PM at Kuno National Park

The release of wild Cheetahs by the Prime Minister in Kuno National Park is part of his efforts to revitalise and diversify India’s wildlife and its habitat. Cheetah was declared extinct from India in 1952. The Cheetahs that would be released are from Namibia and have been brought under an MoU signed earlier this year. The introduction of Cheetah in India is being done under Project Cheetah, which is world’s first inter-continental large wild carnivore translocation project.

Cheetah

Cheetahs will help in the restoration of open forest and grassland ecosystems in India. This will help conserve biodiversity and enhance the ecosystem services like water security, carbon sequestration and soil moisture conservation, benefiting the society at large. This effort, in line with the Prime Minister’s commitment towards environment protection and wildlife conservation, will also lead to enhanced livelihood opportunities for the local community through eco-development and ecotourism activities.

Kuno national park

PM at SHG Sammelan

Prime Minister will participate in the SHG Sammelan being organised at Karahal, Sheopur. The Sammelan will witness the attendance of thousands of women Self Help Group (SHG) members/community resource persons that are being promoted under the Deendayal Antyodaya Yojana-National Rural Livelihoods Mission (DAY-NRLM).

During the programme, Prime Minister will also be inaugurating four Particularly Vulnerable Tribal Groups (PVTG) skilling centres under PM Kaushal Vikas Yojana.

DAY-NRLM aims at mobilising rural poor households into SHGs in a phased manner and provide them long-term support to diversify their livelihoods, improve their incomes and quality of life. The Mission is also working towards empowering the women SHG members through awareness generation and behaviour change communication on issues like domestic violence, women’s education and other gender related concerns, nutrition, sanitation, health etc.

Black tea may help with weight loss, too

UCLA researchers have demonstrated for the first time that black tea may promote weight loss and other health benefits by changing bacteria in the gut. In a study of mice, the scientists showed that black tea alters energy metabolism in the liver by changing gut metabolites.

The research is published in the European Journal of Nutrition.

The study found that both black and green tea changed the ratio of intestinal bacteria in the animals: The percentage of bacteria associated with obesity decreased, while bacteria associated with lean body mass increased.

Previous studies indicated that chemicals in green tea called polyphenols are absorbed and alter the energy metabolism in the liver. The new findings show that black tea polyphenols, which are too large to be absorbed in the small intestine, stimulate the growth of gut bacterium and the formation of short-chain fatty acids, a type of bacterial metabolites that has been shown to alter the energy metabolism in the liver.

“It was known that green tea polyphenols are more effective and offer more health benefits than black tea polyphenols since green tea chemicals are absorbed into the blood and tissue,” said Susanne Henning, the study’s lead author and an adjunct professor at the UCLA Center for Human Nutrition, which is part of the David Geffen School of Medicine at UCLA. “Our new findings suggest that black tea, through a specific mechanism through the gut microbiome, may also contribute to good health and weight loss in humans.”

“The results suggest that both green and black teas are prebiotics, substances that induce the growth of good microorganisms that contribute to a person’s well-being,” she said.

In the study, four groups of mice received different diets — two of which were supplemented with green tea or black tea extracts:

Low-fat, high-sugar
High-fat, high-sugar

High-fat, high-sugar and green tea extract

High-fat, high-sugar and black tea extract

After four weeks, the weights of the mice that were given green or black tea extracts dropped to the same levels as those of the mice that received the low-fat diet throughout the study.

The researchers also collected samples from the mice’s large intestines (to measure bacteria content) and liver tissues (to measure fat deposits). In the mice that consumed either type of tea extract, there was less of the type of bacteria associated with obesity and more of the bacteria associated with lean body mass.

However, only the mice that consumed black tea extract had an increase in a type of bacteria called Pseudobutyrivibrio, which could help explain the difference between how black tea and green tea change energy metabolism.

Dr. Zhaoping Li, director of the UCLA Center for Human Nutrition, chief of the UCLA Division of Clinical Nutrition and the study’s senior author, said the findings suggest that the health benefits of both green tea and black tea go beyond their antioxidant benefits, and that both teas have a strong impact on the gut microbiome.

“For black tea lovers, there may be a new reason to keep drinking it,” she said.

The findings build on a 2015 UCLA study that demonstrated that both green tea and black tea helped prevent obesity in mice that consumed a high-fat, high-sugar diet.

World Bank Provides $48 Million for Nagaland Health Project

A financing agreement for IDA credit of US$48 million for the ‘Nagaland Health Project’ was signed with the World Bank in New Delhi on Monday.

The Financing Agreement was signed by Mr. Raj Kumar, Joint Secretary, Department of Economic Affairs on behalf of Government of India and Mrs. Genevieve Connors, Acting Country Director, World Bank (India) on behalf of the World Bank.

A Project Agreement was also signed by Dr. L. Watikala, Principal Director, Directorate of Health and Family Welfare, Government of Nagaland and Ms. Genevieve Connors, Acting Country Director, World Bank.

The project envisages to improve health services and increase their utilization by communities in targeted locations in the state of Nagaland. Communities in targeted locations will benefit from project activities at the community and health facility levels while the state as a whole will benefit from improvements in higher-level of system-wide investments, said a statement.

The project will directly benefit about 600,000 people and support and complement existing systems and mechanisms involving communities under the National Health Mission. The project will be completed by 31st March, 2023.

The project has two components — community action for health and nutrition, where it is designed to empower communities to oversee, manage, and improve HNP services and their utilization. An incentive strategy will be used whereby funding will be nutrition-related services and practices.

In turn, communities will use the incentives for activities and investments that are important to them and have potential impacts on health and nutrition. The component will have a major focus on knowledge and skill building of Village Health Committees and other stakeholders at the community level, including women’s groups and Village Councils, said World Bank in a statement.

The second component is the health system development. This component will support improvements in the management and delivery of health services, including both facility-specific and system-wide investments.

In November, World Bank provided the Government of India, $470 million for the six north eastern states of Assam, Manipur, Meghalaya, Mizoram, Nagaland, and Tripura to augment their power transmission and distribution (T&D) networks.