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Review Article

Personalized nutrition interventions using digital technologies for older adults: a scoping review
Soyoung Jung, Hae Jin Kang, Yoo Kyoung Park
Clin Nutr Res 2026;15(3):228-241.   Published online July 31, 2026
DOI: https://doi.org/10.7762/cnr.2026.0027

Objective

As global populations age, nutrition management is important for healthy aging. Digital technologies, including mobile applications, web-based platforms, messaging tools, and artificial intelligence (AI)-enabled systems, are used in personalized nutrition interventions. However, evidence on their characteristics, effectiveness, and user experiences remains limited. This scoping review examined technology-based personalized nutrition interventions for older adults.
Methods
This review followed the Joanna Briggs Institute methodology and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews guidelines. PubMed, Embase, and Web of Science were searched for studies published from January 1, 2010, to June 30, 2026. Among 2,727 records, 2,044 were screened after duplicate removal, 28 full-text articles were assessed, and 13 articles representing 12 studies were included.
Results
Technologies included mobile, messaging, web-based, information and communications technology, tablet-based, and AI-supported systems. Interventions involved dietary recording, personalized feedback, remote counseling, coaching, and self-monitoring. Outcomes included dietary intake and quality, nutritional status, physical function, frailty, cognition, cardiometabolic indicators, engagement, usability, and acceptability. Findings were more consistent for dietary behaviors and individualized nutrition management. Evidence for physical function, frailty, cognition, cardiometabolic health, and quality of life was limited and often based on small or multidomain studies. Familiar interfaces and professional support were accepted, whereas low digital literacy, complex navigation, and limited food databases were barriers.
Conclusion
Digital personalized nutrition interventions may support dietary behavior change and individualized nutrition management in older adults. Larger studies and user-centered systems addressing digital literacy, usability, cultural context, and AI-feedback validation are needed.
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Original Articles


Objective

This study investigated the prevalence and factors of concurrent wasting and stunting (WaSt) in Cambodian children aged 6–59 months.
Methods
This cross-sectional analysis of the Cambodia Demographic and Health Survey from 2021 to 2022 included 3,420 children aged 6–59 months and a subsample of 1,237 aged 6–23 months for whom dietary indicators were available. WaSt was defined as height-for-age and weight-for-height z-scores below −2 standard deviations according to the World Health Organization (WHO) Growth Standards. Dietary indicators followed 2021 WHO/UNICEF infant and young child feeding definitions. Survey-weighted logistic regression was employed in Stata 18.0, with statistical significance set at P<0.05.
Results
The prevalence rates were 22.4% for stunting, 9.3% for wasting, and 2.1% for WaSt. The odds of WaSt were higher among children with low birth weight (adjusted odds ratio [AOR], 4.93; 95% confidence interval [CI], 1.92–12.63), those born to underweight mothers (AOR, 2.42; 95% CI, 1.06–5.56), and those from the poorest wealth tertile (AOR, 2.46; 95% CI, 1.14–5.31). Contrarily, the odds were lower among girls (AOR, 0.52; 95% CI, 0.28–0.97) and children of mothers who were overweight or obese (AOR, 0.25; 95% CI, 0.10–0.65). No dietary indicator was associated with WaSt, although power was limited by few cases (n=21).
Conclusion
WaSt was independently associated with low birth weight, maternal underweight, and household poverty, whereas no significant association with dietary indicators was observed. Integrated programs targeting maternal nutrition, birth outcomes, and poverty in vulnerable households are warranted.
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Secular trends in dietary patterns among South Korean primary school–aged children based on the 2007–2022 Korea National Health and Nutrition Examination Survey
Adiyasuren Dookhuu, Diana Shubekova, Juhae Kim, Minji Kang
Clin Nutr Res 2026;15(3):149-160.   Published online July 31, 2026
DOI: https://doi.org/10.7762/cnr.2026.0018

Objective

This study aimed to identify dietary patterns and examine their associations with sociodemographic and lifestyle characteristics among South Korean primary school–aged children.
Methods
Data from 10,173 children aged 6–12 years who participated in the 2007–2022 Korea National Health and Nutrition Examination Survey were analyzed. Their dietary intake was assessed using a 24-hour dietary recall, and dietary patterns were derived from the energy contributions of 26 food groups through cluster analysis.
Results
Three patterns were identified: rice-based pattern (47.3%), flour-based pattern (17.7%), and diversified type (35.1%). From 2007 to 2022, the prevalence of the rice-based pattern declined substantially (56.6%–32.6%), whereas that of the diversified type markedly increased (27.3%–47.0%). Survey-weighted analyses revealed that the dietary patterns were significantly associated with age, household income, vigorous physical activity, meal-skipping, eating-out frequency, and dietary supplement use (all, P<0.05). Children following the flour-based pattern tended to be older, skip breakfast more often, and engage in less vigorous physical activities. The rice-based pattern included a higher proportion of children from low-income households, whereas the diversified type showed more favorable socioeconomic characteristics and family breakfast practices. Overall, the rice-based and flour-based patterns were associated with less favorable lifestyle behaviors than the diversified type.
Conclusion
Dietary patterns among South Korean primary school–aged children appear to be closely related to socioeconomic status and daily health behaviors. Nutrition education and public health interventions promoting balanced diets, reduced meal skipping, and healthier lifestyles during childhood are needed.
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Toward a longevity diet framework: integrating global evidence for healthy aging in the South Korean population
Soyoung Jung, Hae Jin Kang, Mijoo Choi, Yoo Kyoung Park
Clin Nutr Res 2026;15(2):91-100.   Published online April 30, 2026
DOI: https://doi.org/10.7762/cnr.2026.0015

Objective

As global life expectancy rises, the focus has shifted from longevity alone to healthy aging. Although dietary models such as the Mediterranean, Dietary Approaches to Stop Hypertension (DASH), Mediterranean-DASH Intervention for Neurodegenerative Delay, and EAT-Lancet diets show benefits for specific health outcomes, their direct application to South Korean populations is limited by differences in dietary patterns and cultural practices. This study aimed to develop nutritional criteria for a South Korean-adapted longevity diet framework. Methods: A multiphase development approach was used, including a narrative review of major dietary models and clinical nutrition guidelines to identify key components of a longevity diet. Macronutrient distribution, food group intake, and nutrient-specific recommendations were synthesized into a structured framework. The EAT-Lancet reference diet was adjusted from 2,400 to 2,000 kcal/ day to reflect energy requirements of South Korean adults. Results: The proposed framework comprises six domain-specific recommendations, including macronutrient targets of 50%–65% carbohydrates, 10%–20% protein, and 15%–30% fat, with a 1:1 animal to plant protein ratio. Food group recommendations were tailored to South Korean dietary patterns. The framework addresses weight management, glycemic control, cardiovascular health, cognitive function, muscle function, and skin health. It emphasizes whole grains, dietary fiber, plant-based proteins, and unsaturated fats, while limiting refined carbohydrates, added sugars, and saturated fats. Conclusion: This study presents evidence-based nutritional criteria for a South Korean-adapted longevity diet framework that integrates disease prevention with functional health support to promote healthy aging.

Citations

Citations to this article as recorded by  
  • Life-course nutrition strategies for Korean middle-aged adults across biological transitions, nutritional burdens, and a community-linked precision nutrition model: a narrative review
    Yoo Kyoung Park
    Korean Journal of Community Nutrition.2026; 31(3): 215.     CrossRef
  • 1,720 View
  • 38 Download
  • 1 Crossref

Objective

This study investigated the association between plant-based diet indices—overall plant-based diet index (PDI), healthful PDI (hPDI), and unhealthful PDI (uPDI)—and depressive symptoms in South Korean adults.
Methods
This cross-sectional study analyzed 5,846 participants (aged 19–64 years) using data from the 2014 and 2016 South Korea National Health and Nutrition Examination Survey. Dietary intake was assessed with a semiquantitative food frequency questionnaire, from which PDIs were derived. Depressive symptoms were assessed using the Patient Health Questionnaire-9 (PHQ-9). Survey-weighted linear and logistic regression models were applied to assess associations, adjusting for sociodemographic, lifestyle, and clinical factors.
Results
In fully adjusted models, higher overall PDI and hPDI were associated with lower PHQ-9 scores (β=−0.23; 95% confidence interval [CI], −0.41 to −0.04 and β=−0.16; 95% CI, −0.30 to −0.02 per 10-unit increment, respectively), whereas higher uPDI scores were associated with higher PHQ-9 scores (β=0.21; 95% CI, 0.07 to 0.35 per 10-unit increment). For clinical depressive symptoms (PHQ-9 ≥10), each 10-unit increase in overall PDI was associated with a 33% reduction in odds (odds ratio, 0.67; 95% CI, 0.50 to 0.89). Associations for hPDI and uPDI were attenuated and not statistically significant. Subgroup analyses revealed that these associations varied by sex, age, and obesity status.
Conclusion
Greater adherence to healthy plant-based foods and lower intake of less healthy plant-based foods were associated with fewer depressive symptoms among South Korean adults. These findings highlight the importance of plant-based food quality, rather than quantity alone, in supporting mental health.
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Clinical field survey and multidisciplinary expert in-depth interview study on food for special medical purpose products for patients
Ju Hee Kang, Hee-Jung Park, Hyo Jeong Lim, Jung Joo Lee, Bo-Eun Kim, Eun Joo Bae, Yeon Hee Lee, Dal Lae Ju, Young Ran Kim, Jin-Hee Yeom, Hee-Sook Lim, Ha-Neul Kim, Seul Bi Lee, Seo-Yeon Park, Hee Joon Baek, Yoo Kyoung Park
Clin Nutr Res 2026;15(1):12-24.   Published online January 31, 2026
DOI: https://doi.org/10.7762/cnr.2026.0002

Objective

Food for special medical purpose (FSMP) has become essential in clinical nutrition care. However, comprehensive data on FSMP utilization practices among healthcare professionals in South Korea are limited. This study aimed to investigate perceptions, current practices, and needs regarding FSMP among healthcare professionals.
Methods
A mixed-methods approach was employed, combining a cross-sectional survey of 417 healthcare professionals (47 physicians, 219 nurses, and 151 dietitians) from 90 institutions with focus group interviews of 24 Nutrition Support Team members from six institutions. Data were collected from May to October 2025.
Results
Substantial interphysician variability was observed in documentation for enteral formula prescriptions. Infusion rates were documented in 9.2% of the physician orders; feeding method was recorded in 14.1%. Across all professional groups, diarrhea was the most common reason for changing enteral formulas (36%–39%). In education related enteral formulas, 59.6% of the physicians expected dietitians to educate patients; however, this role was most commonly performed by nurses (59.8%). Dietitians prioritized hygiene (66.9%) and safety (64.2%) when selecting products, and 84.1% of the institutions were providing oral nutritional supplements.
Conclusion
These findings highlight the need for standardized prescription documentation, evidence-based feeding protocols, and clearly defined professional roles in multidisciplinary frameworks, to optimize FSMP utilization.
  • 2,059 View
  • 39 Download

Review Article

Effects of meal sequence intervention on blood glucose response in healthy adults: a systematic review
Jinmin Kim, Eun-Hee Jang, Seungmin Lee
Clin Nutr Res 2026;15(1):55-63.   Published online January 31, 2026
DOI: https://doi.org/10.7762/cnr.2025.0027

Objective

Achieving glycemic control is essential in the prevention and management of metabolic disorders, with several dietary strategies having been proposed. Meal sequence, which is defined as the order of food consumption while maintaining the overall composition and intake, may attenuate postprandial glycemic responses. This systematic review aimed to assess the effects of meal sequences on postprandial glycemic responses in healthy adults and explore its potential as a preventive strategy for glycemic control.
Methods
Literature published between January 2015 and March 2025 in PubMed, Cochrane Library, Web of Science, KoreaMed, and RISS was searched using the keywords “healthy adult,” “food order,” “meal sequence,” and “glucose response.”
Results
Among the 2,442 records identified, one randomized controlled trial, four randomized crossover studies, and one repeated-measures design with a total of 107 participants aged 20–36.7 years met the inclusion criteria. Most of the studies reported that consuming vegetables, fruits, or protein-rich foods before carbohydrate-rich foods reduced postprandial glucose responses and incremental area under the curve compared with mixed or carbohydrate-first meals. These effects were also noted in randomized controlled trials and randomized crossover design.
Conclusion
Our findings indicate that adjusting the order of food consumption can effectively mitigate acute postprandial glucose responses in healthy individuals. Further large-scale and long-term randomized controlled trials across diverse populations and standardized protocols are warranted to strengthen the evidence base.
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Research Note

Autism spectrum disorder (ASD) is a multifactorial neurodevelopmental condition often accompanied by metabolic and nutritional imbalances. Conventional dietary interventions, such as the gluten-free, casein-free diet, typically fail to consider individual genetic variations. Nutrigenomics, the study of gene-nutrient interactions, offers a promising framework for exploring personalized dietary interventions that may help address the metabolic and neurological complexities associated with ASD, although current evidence remains preliminary. This research note offers recommendations for integrating nutrigenomics into special education through a multidisciplinary approach that combines clinical nutrition, genetics, and educational practice via a 3-phase agenda. Stage 1 focuses on identifying behavioral subgroups within special education settings and using validated tools such as the Child Behavior Checklist Scale to analyze nutritional intake. Stage 2 involves the development and pilot-testing of behavior-specific nutrition protocols that are tailored to these subgroups, incorporating input from practice experts in nutrigenomics. Lastly, in Stage 3, a personalized nutrition model that incorporates genetic screening and metabolic profiling is constructed in collaboration with dietitians, educators, and caregivers. By bridging clinical and educational domains, this study seeks to establish nutrigenomics-based nutrition therapy as a viable and equitable intervention for improving health and developmental outcomes among students with ASD.

Citations

Citations to this article as recorded by  
  • Relationship Between Calcium and Gut Microbial Composition and Metabolic Pathways in Children with Autism
    Jialin Li, Xinjie Xu, Huinuo Wang, Rui Gao, Bing Li, Xin You
    Metabolites.2026; 16(6): 405.     CrossRef
  • 1,859 View
  • 32 Download
  • 1 Crossref
Original Articles

Cataracts are a major cause of visual impairment worldwide, particularly among older adults, with an increasing prevalence due to population aging. Surgery is the primary treatment; however, preventive strategies are crucial for reducing the disease burden. This study aimed to investigate dietary and health-related factors associated with cataract occurrence and develop a predictive model using machine learning. Data were derived from the Korea National Health and Nutrition Examination Survey 2015–2017. The study included 190 women aged 60–79 years: 124 with cataracts and 66 controls. Analyzed variables included sociodemographic, behavioral, chronic disease, and dietary intake factors. After data preprocessing, 4 machine learning algorithms: support vector machine (SVM), random forest (RF), eXtreme gradient boosting, and multilayer perceptron were used. Model performance was evaluated using accuracy, precision, recall, F1-score, and area under the receiver operating characteristic curve (AUROC) and precision-recall curves. Among the tested models, the SVM achieved the best performance under stratified 10-fold cross-validation, with 71% accuracy, 86% precision, 73% recall, 79% F1-score, 65% AUROC, and 81% AUPRC. According to our findings, the odds of having cataracts can be effectively predicted using dietary and health data without relying on specialized ophthalmic equipment. The proposed model demonstrates the potential of machine learning-based tools for early identification and prevention of cataracts. Future studies with larger and more diverse samples, as well as integrating additional data sources such as genomics and lifestyle factors, are warranted to refine predictive accuracy and enhance personalized nutrition-based interventions.

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Meal Patterns and Protein Food Utilization in Public and Private Geriatric Long-term Care Hospitals
Ga-Eun Choi, Hye-Yeon Lee, Mi-Hyun Kim
Clin Nutr Res 2025;14(4):260-269.   Published online October 28, 2025
DOI: https://doi.org/10.7762/cnr.2025.14.4.260

This study examined meal patterns and protein-rich food utilization in the foodservice practices of public and private geriatric long-term care hospitals in South Korea. Over a period of 6 months, a total of 612 daily menus (306 from each hospital type, breakfast, lunch, and dinner) were collected from four hospitals (two public, two private). Each menu was categorized by meal composition, included staple food, soup, main dish, side dishes, and kimchi. The most common meal pattern consisted of a staple food, soup, main dish, two side dishes, and kimchi. Compared with private hospitals, public hospitals offered a greater variety in meal composition, staple foods, soups, and main dishes. However, no significant differences were observed in protein foods of main dishes. Overall, meat accounted for about half, whereas fish accounted for one-third. Approximately 30% of protein foods in main dishes were processed. In side dish 1, the proportion of protein-rich foods was lower in public than in private hospitals, whereas the proportion of processed foods exceeded two-thirds in both hospital, but was significantly higher in public hospitals. Soup was the second most important protein source after the main dish, with fish as the most often used; however, processed protein foods were also common. These findings indicate that the main dish and soup are the principal protein sources, and the relatively high inclusion of fish reflects a favorable pattern. However, to ensure intake of high-quality proteins by older adults, the high reliance on processed protein foods highlights the need to reconsider foodservice practices.

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Chronic obstructive pulmonary disease (COPD) is a major respiratory disorder characterized by irreversible airflow limitation. The role of diet in the prevention and management of COPD is receiving increasing attention. This study aimed to examine the association between the composite intake of vegetables, fruits, meat, and fish and pulmonary function as well as COPD prevalence in a representative sample of Korean adults aged ≥ 40 years using data from the 7th Korea National Health and Nutrition Examination Survey. Higher vegetable intake was associated with significantly better pulmonary function parameters, including forced vital capacity (p < 0.001), forced vital capacity percent predicted (p = 0.050), forced expiratory volume (FEV) in 1 second (FEV1; p < 0.001), FEV1 percent predicted (p = 0.038), FEV in 6 seconds (p < 0.001), and peak expiratory flow (p < 0.001). Furthermore, individuals with a high combined intake of vegetables, fruits, meat, and fish demonstrated a 0.261-fold lower COPD prevalence than those without such intake (p = 0.039). The dietary inflammatory index (DII) was significantly lower among participants without COPD than among those with COPD (mean DII = −3.6947, p = 0.002), indicating that a diet rich in anti-inflammatory nutrients can help reduce COPD risk. These findings suggest that vegetable consumption supports improved respiratory function, and a composite dietary pattern incorporating various food groups may help reduce the prevalence of COPD in the adult population.

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Perceptions of Meat Alternatives Among Adolescents in Korea
Bo-Young Lyum, Su-Ryeon Han, Minseo Choi, Mi-Kyeong Choi
Clin Nutr Res 2025;14(3):174-181.   Published online July 25, 2025
DOI: https://doi.org/10.7762/cnr.2025.14.3.174

We investigated adolescents’ perceptions of meat alternatives and examined the relationships among their views on various types of these alternatives. A survey was conducted with 372 middle and high school students, focusing on their perceptions of 3 categories of meat alternatives: plant-based meats, edible insects, and cultured meats. The relationships among these perceptions were subsequently analyzed. Overall, 77.4% of respondents were aware of meat alternatives, and 38.7% reported having consumed them. Perception levels differed by category, with plant-based meats receiving the highest scores, followed by cultured meats and edible insects. Notably, perceptions across the different categories of meat alternatives were significantly correlated. These findings suggest that increasing awareness about meat alternatives—particularly through education—may help promote sustainable and healthy eating behaviors among adolescents.

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This study was conducted to analyze diet and health-related factors based on the income level of single-adult households using data from the Korea National Health and Nutrition Survey (KNHANES). Among those who participated in the 2016–2018 KNHANES, 951 single-adult households aged 19 to 64 were selected, and factors such as general characteristics, physical characteristics, dietary behaviors, health behaviors, and the prevalence of chronic diseases were analyzed. The high-income group had higher frequency of eating out, better dietary status generally, higher recognition rate of nutrition labels than the other groups. The rate of alcohol consumption and smoking was higher in the high-income group of single-adult households, while the rates of anxiety and depression were higher in the low-income group. Additionally, the use of dietary supplements decreased as income level decreased. Among chronic diseases, hypertension, diabetes, and dyslipidemia had the lowest prevalence in the middle-income group and the highest prevalence in the low-income group. These results suggest that diet and health behaviors vary by income level in single-adult households and may be associated with the prevalence of chronic diseases. Future systematic studies should be conducted to determine the causal relationships between these factors.

Citations

Citations to this article as recorded by  
  • Moderating effect of health-related behavior on the relationship between socioeconomic characteristics and willingness to pay for safe and nutritious food among smallholder farmers in Southwest, Nigeria
    Edamisan Stephen Ikuemonisan, Temitope Abiodun Oluwalade
    Frontiers in Nutrition.2026;[Epub]     CrossRef
  • Synergistic Effect of Socioeconomic Characteristics and Health-Related Behaviour on Willingness to Pay for Safe and Nutritious Food Among Smallholder Farmers in Southwest, Nigeria
    Edamisan Stephen Ikuemonisan
    ABUAD International Journal of Natural and Applied Sciences.2026; 6(1): 36.     CrossRef
  • Building resilience through sustainable food environments and diets
    Joana Morgado, Lerato Phali, Fabio Gaetano Santeramo
    Agriculture & Food Security.2026;[Epub]     CrossRef
  • Health-related behaviour and willingness to pay for safe and nutritious food among smallholder farmers in Southwest Nigeria
    Edamisan Stephen Ikuemonisan
    Agriculture & Food Security.2026;[Epub]     CrossRef
  • 1,279 View
  • 11 Download
  • 4 Crossref

Nutrition fact labels (NFLs) have advantages because they are an intuitive tool that provides unified information regulated by the government and does not require any devices or special skills. During pandemic, with increased interest in information about healthy food choices and optimum nutrition, frequent exposure to NFLs on pre-packaged foods and dietary supplements may have helped consumers become aware of and/or use NFLs. We aimed to evaluate NFL usage changes from the pre- and early to the late pandemic years in the Korean adult population, using data from the Korean Community Health Survey (3-year total respondents n = 687,610) conducted from 2019 to 2021. NFL awareness, effect, and utilization ratios in each subgroup (sex, age, diabetes mellitus/hypertension, subjective health status, and physical activity) were analyzed for the 3 years by the cross-tabulation test of weighted complex sample analysis. Despite the declining awareness of NFLs in the Korean population, the proportion of individuals who were affected by the NFL content in the entire population and the utilization ratio among those who were aware of NFLs increased continuously during the early and late pandemic periods. Thus, Nutrition experts and policy-makers need to increase efforts to maintain interest in NFLs that emerged during the pandemic. NFLs, a conventional but well-regulated and effective tool, may have enabled the Korean population to make healthy food choices during the pandemic.

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5A's Behavior Change Model Improves Nutrition Knowledge and Intake Among Adolescent Athletes
Saningun Lee, Yeongtaek Hwang, Hyunjung Lim
Clin Nutr Res 2024;13(4):244-256.   Published online October 29, 2024
DOI: https://doi.org/10.7762/cnr.2024.13.4.244

This study compared the effects of 12 weeks of intensive nutrition education (IE) using the 5A's behavioral change model and basic nutrition education (BE) on nutritional knowledge and nutrient intake among Korean adolescent athletes. This study included elite adolescent athletes (IE group: n = 65, BE group: n = 65) at a physical education high school in Seoul. In this prospective, randomized, controlled trial, the athletes' body composition, nutritional knowledge, nutrient intake, and self-management practices were evaluated at the beginning and end of the intervention. Both groups had increased levels of nutrition knowledge between pre- and post-test, but the change in total score for nutrition knowledge was significantly higher in the IE group than in the BE group (p < 0.001). Energy intake post-test increased significantly in the IE group (from 2,185 to 2,651 kcal/day, p < 0.001) but not in the BE group. The intake of carbohydrates, protein, and fat also increased significantly in the IE group (carbohydrates: from 298 to 352 g/day, protein: from 86 to 106 g/day, fat: from 71 to 88 g/day, all p < 0.001), but the change in the BE group was not significant. Additionally, the IE group showed a significant overall increase in vitamins and minerals compared to the BE group at post-test. Adolescent athletes in the IE group showed improved nutritional knowledge and intake compared to those in the BE group 12 weeks after the intervention.

Citations

Citations to this article as recorded by  
  • The impact of the 5A nursing model on pain in patients with postherpetic neuralgia: a randomized controlled trial
    Xi Yi
    Frontiers in Pain Research.2026;[Epub]     CrossRef
  • 1,852 View
  • 16 Download
  • 1 Crossref