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Kupek E, Liberali R. Food patterns associated with overweight in 7-11-year old children: machine-learning approach. CIENCIA & SAUDE COLETIVA 2024; 29:e14712022. [PMID: 38198326 DOI: 10.1590/1413-81232024291.14712022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 03/21/2023] [Indexed: 01/12/2024] Open
Abstract
Longitudinal study, whose objective was to present a better strategy and statistical methods, and demonstrate its use with the data across the 2013-2015 period in schoolchildren aged 7 to 11 years, covered with the same food questionnaire (WebCAAFE) survey in Florianopolis, southern Brazil. Six meals/snacks and 32 foods/beverages yielded 192 possible combinations denominated meal/snack-Specific Food/beverage item (MSFIs). LASSO algorithm (LASSO-logistic regression) was used to determine the MSFIs predictive of overweight/obesity, and then binary (logistic) regression was used to further analyze a subset of these variables. Late breakfast, lunch and dinner were all associated with increased overweight/obesity risk, as was an anticipated lunch. Time-of-day or meal-tagged food/beverage intake result in large number of variables whose predictive patterns regarding weight status can be analyzed by machine learning such as LASSO, which in turn may identify the patterns not amenable to other popular statistical methods such as binary logistic regression.
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Affiliation(s)
- Emil Kupek
- Departamento de Saúde Pública, Universidade Federal de Santa Catarina. Florianópolis SC Brasil.
| | - Rafaela Liberali
- Programa de Póa-Graduação em Ciências Médicas, Universidade Federal de Santa Catarina. Florianópolis SC Brasil
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Mata JDS, Freitas JV, Crispim SP, Interlenghi GS, Magno MB, Ferreira DMTP, Araujo MC. Technological tools for assessing children's food intake: a scoping review. J Nutr Sci 2023; 12:e43. [PMID: 37123397 PMCID: PMC10131056 DOI: 10.1017/jns.2023.27] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 02/23/2023] [Accepted: 02/27/2023] [Indexed: 05/02/2023] Open
Abstract
Technological innovations can standardise and minimise reporting errors in dietary assessment. This scoping review aimed to summarise the characteristics of technological tools used to assess children's food intake. The review followed the Joanna Briggs Institute's manual. The main inclusion criterion was studied that assessed the dietary intake of children 0-9 years of age using technology. We also considered articles on validation and calibration of technologies. We retrieved 15 119 studies and 279 articles were read in full, after which we selected 93 works that met the eligibility criteria. Forty-six technologies were identified, 37 % of which had been developed in Europe and 32⋅6 % in North America; 65⋅2 % were self-administered; 27 % were used exclusively at home; 37 % involved web-based software and more than 80 % were in children over 6 years of age. 24HR was the most widely used traditional method in the technologies (56⋅5 %), and 47⋅8 % of the tools were validated. The review summarised helpful information for studies on using existing tools or that intend to develop or validate tools with various innovations. It focused on places with a shortage of such technologies.
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Affiliation(s)
- Jonas de Souza Mata
- Emília de Jesus Ferreiro School of Nutrition, Federal Fluminense University, Niterói, RJ, Brazil
| | - Jade Veloso Freitas
- Department of Epidemiology, Institute of Social Medicine, Rio de Janeiro State University, Rua São Francisco Xavier, 524, 7° andar, bloco E, sala 6004, Maracanã, Rio de Janeiro, RJ CEP 20550-900, Brazil
| | | | | | - Marcela Baraúna Magno
- Associate Professor of Graduate Studies in Dentistry, Veiga de Almeida University, Rio de Janeiro, RJ, Brazil
| | | | - Marina Campos Araujo
- Sérgio Arouca National School of Public Health, Oswaldo Cruz Foundation, Ministry of Health, Rio de Janeiro, RJ, Brazil
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Savelli E, Murmura F. The intention to consume healthy food among older Gen-Z: Examining antecedents and mediators. Food Qual Prefer 2023. [DOI: 10.1016/j.foodqual.2022.104788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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PEREIRA LJ, HINNIG PDF, DI PIETRO PF, ASSIS MAAD, VIEIRA FGK. Trends in food consumption of schoolchildren from 2nd to 5th grade: a panel data analysis. REV NUTR 2020. [DOI: 10.1590/1678-9865202033e190164] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
ABSTRACT Objective To identify trends in food consumption among schoolchildren (2nd-5th grades) from public schools in the city of Florianópolis, Brazil, in a period of three years. Methods Three cross-sectional surveys were carried out in 2013 (n=1,942), 2014 (n=1,989) and 2015 (n=2,418). Dietary intake data were obtained using the Web-Based Food Intake and Physical Activity of Schoolchildren questionnaire. Food items were aggregated to eight food groups. Kruskal-Wallis heterogeneity and trend tests were used to analyze the differences and trends among the mean intake frequency of food groups. Results There were trends to decrease the mean intake frequency of sweets in the total sample (2013: 0.72±0.91; 2014: 0.68±0.87; 2015: 0.67±0.89, p=0.03) which was determined by children between 7-9 years old (2013: 0.69±0.88; 2014: 0.64±0.85; 2015: 0.62±0.87, p=0.02), and boys (2013: 0.75±0.90; 2014: 0.70±0.86; 2015: 0.68±0.88, p=0.03). Younger children also tended to increase the mean intake frequency of fruits and vegetables (2013: 1.03±1.35; 2014: 1.16±1.45; 2015: 1.17±1.41, p=0.03) and those aged ten-12 years decreased their intake of dairy products (2013: 1.32±1.25; 2014: 1.23±1.18; 2015: 1.20±1.20, p=0.05). Conclusion The results suggest positive trends for younger children, with an increased consumption of fruits and vegetables in both sexes and decreased consumption of sweets for boys. Older children reduced their consumption of dairy products over the three-year period of this study.
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Lobo AS, de Assis MAA, Leal DB, Borgatto AF, Vieira FK, Di Pietro PF, Kupek E. Empirically derived dietary patterns through latent profile analysis among Brazilian children and adolescents from Southern Brazil, 2013-2015. PLoS One 2019; 14:e0210425. [PMID: 30620755 PMCID: PMC6324812 DOI: 10.1371/journal.pone.0210425] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2017] [Accepted: 12/21/2018] [Indexed: 12/25/2022] Open
Abstract
The aims of this study were to identify dietary patterns (DPs) of children and adolescents participating in three cross-sectional surveys (2013-2015) and to test their associations with sociodemographic variables, physical activity (PAS), screen-based sedentary activity (SA), and weight status. One-day data were obtained from 5,364 schoolchildren (7-12 years) from public schools of Florianopolis (South of Brazil), using the validated questionnaire Web-CAAFE (Food Intake and Physical Activity of Schoolchildren). DPs were derived from the frequency of daily consumption of 32 foods/beverages by latent profile analysis. Multinomial logistic regression analysis was used to estimate the association of the DPs with sociodemographic variables, physical activity, screen activity and weight status. 'Traditional', 'Monotonous', and 'Mixed' DPs were identified. The percentages of children and adolescents within these profiles were 41.3, 36.3, and 22.4%, respectively. Children and adolescents in the highest tertiles of both PAS and daily frequency of SA had a higher probability to present a 'Mixed' DP compared to peers with less PAS and SA. Children and adolescents who reported having a school meal were significantly more likely to present the 'Traditional'DP, while boys who did not report having a school meal had a higher probability to present the 'Monotonous' DP. The DPs were not associated with the year of survey, age, family income, or weight status.
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Affiliation(s)
- Adriana Soares Lobo
- Postgraduate Program in Nutrition, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Maria Alice Altenburg de Assis
- Postgraduate Program in Nutrition, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
- Postgraduate Program in Physical Education, Sports Center, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Danielle Biazzi Leal
- Postgraduate Program in Nutrition, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
- Postgraduate Program in Physical Education, Sports Center, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Adriano Ferreti Borgatto
- Postgraduate Program in Physical Education, Sports Center, Federal University of Santa Catarina, Florianópolis, SC, Brazil
- Department of Informatics and Statistics, Technological Center, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Francilene Kunradi Vieira
- Postgraduate Program in Nutrition, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Patricia Faria Di Pietro
- Postgraduate Program in Nutrition, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
| | - Emil Kupek
- Department of Public Health, Center for Health Sciences, Federal University of Santa Catarina, Florianópolis, SC, Brazil
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Henriksen HB, Carlsen MH, Paur I, Berntsen S, Bøhn SK, Skjetne AJ, Kværner AS, Henriksen C, Andersen LF, Smeland S, Blomhoff R. Relative validity of a short food frequency questionnaire assessing adherence to the Norwegian dietary guidelines among colorectal cancer patients. Food Nutr Res 2018; 62:1306. [PMID: 29545734 PMCID: PMC5846207 DOI: 10.29219/fnr.v62.1306] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Revised: 01/03/2018] [Accepted: 01/24/2018] [Indexed: 12/15/2022] Open
Abstract
Background The Norwegian food-based dietary guidelines (FBDG) aim at reducing the risk of developing chronic diseases and promote overall health. We studied the effect of the Norwegian FBDG in colorectal cancer (CRC) patients. There is a need for a time-efficient dietary assessment tool measuring adherence to these guidelines in patients treated for dietary dependent cancer, such as CRC patients. Objective To evaluate a new short food frequency questionnaire (NORDIET-FFQ), developed to estimate adherence to the Norwegian FBDG among CRC patients. Design Eighty-one CRC patients from both study groups in the Norwegian Dietary Guidelines and Colorectal Cancer Survival study, an ongoing dietary intervention, completed both the short 63-item NORDIET-FFQ and a 7-day weighed food record. Results The NORDIET-FFQ was on group level able to estimate intakes of fruits, vegetables, unsalted nuts, fish, fatty fish, high fat dairy products, unprocessed meat, processed meat, red meat, water, sugar-rich beverages, alcoholic drinks, and sugar- and fat-rich foods. Ranking of individuals according to intake was good (r = 0.31–0.74) for fruits and vegetables, fruits, unsalted nuts, whole grain products, sugar-rich cereals, fish, fatty fish, dairy products, red meat, water, sugar-rich beverages, alcoholic beverages, and sugar- and fat-rich foods. The NORDIET-FFQ was able to identify the individuals who did not fulfil the recommendations of fruits, vegetables, unsalted nuts, whole grains, low-fat dairy products, processed meat, water, alcoholic beverages, and sugar- and fat-rich foods (sensitivity: 67–93%). Conclusions The NORDIET-FFQ showed good ability in to estimate intakes of plant-based foods, fish, dairy products, meat, and energy-dense foods; adequate ranking of individuals according to intake of most recommendations except for unprocessed meat, processed meat, and vegetables; and importantly a good ability to identify those patients in need of dietary counselling for foods that are known to modulate the risk of CRC. Trial registration National Institutes of Health ClinicalTrials.gov; Identifier: NCT01570010.
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Affiliation(s)
- Hege Berg Henriksen
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Monica Hauger Carlsen
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Ingvild Paur
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Sveinung Berntsen
- Faculty of Health and Sports Science, University of Agder, Kristiansand, Norway
| | - Siv Kjølsrud Bøhn
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Anne Juul Skjetne
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Ane Sørlie Kværner
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Christine Henriksen
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Lene Frost Andersen
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Sigbjørn Smeland
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Division of Cancer Medicine, Oslo University Hospital, Oslo, Norway
| | - Rune Blomhoff
- Department of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway.,Department of Clinical Service, Division of Cancer Medicine, Oslo University Hospital, Oslo, Norway
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Jesus GMD, Assis MAAD, Kupek E, Dias LA. Consistency evaluation of values of weight, height, and body mass index in Food Intake and Physical Activity of School Children: the quality control of data entry in the computerized system. REVISTA BRASILEIRA DE EPIDEMIOLOGIA 2017; 20:573-585. [PMID: 29267744 DOI: 10.1590/1980-5497201700040002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Accepted: 04/10/2017] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION The quality control of data entry in computerized questionnaires is an important step in the validation of new instruments. The study assessed the consistency of recorded weight and height on the Food Intake and Physical Activity of School Children (Web-CAAFE) between repeated measures and against directly measured data. METHODS Students from the 2nd to the 5th grade (n = 390) had their weight and height directly measured and then filled out the Web-CAAFE. A subsample (n = 92) filled out the Web-CAAFE twice, three hours apart. The analysis included hierarchical linear regression, mixed linear regression model, to evaluate the bias, and intraclass correlation coefficient (ICC), to assess consistency. Univariate linear regression assessed the effect of gender, reading/writing performance, and computer/internet use and possession on residuals of fixed and random effects. RESULTS The Web-CAAFE showed high values of ICC between repeated measures (body weight = 0.996, height = 0.937, body mass index - BMI = 0.972), and regarding the checked measures (body weight = 0.962, height = 0.882, BMI = 0.828). The difference between means of body weight, height, and BMI directly measured and recorded was 208 g, -2 mm, and 0.238 kg/m², respectively, indicating slight BMI underestimation due to underestimation of weight and overestimation of height. This trend was related to body weight and age. CONCLUSION Height and weight data entered in the Web-CAAFE by children were highly correlated with direct measurements and with the repeated entry. The bias found was similar to validation studies of self-reported weight and height in comparison to direct measurements.
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Affiliation(s)
- Gilmar Mercês de Jesus
- Programa de Pós-Graduação em Educação Física, Universidade Federal de Santa Catarina - Florianópolis (SC), Brasil
| | - Maria Alice Altenburg de Assis
- Programa de Pós-Graduação em Educação Física, Universidade Federal de Santa Catarina - Florianópolis (SC), Brasil.,Programa de Pós-Graduação em Nutrição, Universidade Federal de Santa Catarina - Florianópolis (SC), Brasil
| | - Emil Kupek
- Programa de Pós-Graduação em Saúde Coletiva, Universidade Federal de Santa Catarina - Florianópolis (SC), Brasil
| | - Lizziane Andrade Dias
- Laboratório de Atividade Física, Universidade Estadual de Feira de Santana - Feira de Santana (BA), Brasil
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Jesus GMD, Assis MAAD, Kupek E. [Validity and reproducibility of an Internet-based questionnaire (Web-CAAFE) to evaluate the food consumption of students aged 7 to 15 years]. CAD SAUDE PUBLICA 2017. [PMID: 28640328 DOI: 10.1590/0102-311x00163016] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The study evaluated the validity and reproducibility of the food consumption section of the questionnaire Food Intake and Physical Activity of School Children (Web-CAAFE), an Internet-based software for the qualitative measurement of food consumption by recalling the previous day. A total of 390 students in grades 2 to 5 (7 to 15 years) of a semi-integral public school participated in the study. The validity was tested by comparing the report in the Web-CAAFE and the direct observation of food consumed in the school in the previous day. The reproducibility was evaluated in a sub-sample of 92 schoolchildren, by comparing repeated reports in the Web-CAAFE on the same day. Probabilities of accuracy in the Web-CAAFE report in relation to the observation (matches, omissions and intrusions and respective 95% confidence intervals) among seven food groups were estimated through multinomial logistic regression. The average for the match rate was 81.4% (variation: 62% sweets and 98% beans); for the omission rate was 16.2% (variation between 2.1% dairy products and 28.5% sweets); for the intrusion rate was 7.1% (variation between 1.3% beans and 13.8% cereals). Sweets, cereals and processed foods, snack foods and fried foods simultaneously exhibited higher rates of omission and intrusion. Students 10 years of age or older had lower probabilities of intruding food items. There were no significant variations in the accuracy of the report between repeated measures. The Web-CAAFE was a valid and reliable instrument for the evaluation of food consumption, when applied to students in grades 2 to 5 of public schools.
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Affiliation(s)
| | | | - Emil Kupek
- Universidade Federal de Santa Catarina, Florianópolis, Brasil
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The use of multiple imputation method for the validation of 24-h food recalls by part-time observation of dietary intake in school. Br J Nutr 2016; 116:904-12. [PMID: 27452779 DOI: 10.1017/s0007114516002737] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
External validation of food recall over 24 h in schoolchildren is often restricted to eating events in schools and is based on direct observation as the reference method. The aim of this study was to estimate the dietary intake out of school, and consequently the bias in such research design based on only part-time validated food recall, using multiple imputation (MI) conditioned on the information on child age, sex, BMI, family income, parental education and the school attended. The previous-day, web-based questionnaire WebCAAFE, structured as six meals/snacks and thirty-two foods/beverage, was answered by a sample of 7-11-year-old Brazilian schoolchildren (n 602) from five public schools. Food/beverage intake recalled by children was compared with the records provided by trained observers during school meals. Sensitivity analysis was performed with artificial data emulating those recalled by children on WebCAAFE in order to evaluate the impact of both differential and non-differential bias. Estimated bias was within ±30 % interval for 84·4 % of the thirty-two foods/beverages evaluated in WebCAAFE, and half of the latter reached statistical significance (P<0·05). Rarely (<3 %) consumed dietary items were often under-reported (fish/seafood, vegetable soup, cheese bread, French fries), whereas some of those most frequently reported (meat, bread/biscuits, fruits) showed large overestimation. Compared with the analysis restricted to fully validated data, MI reduced differential bias in sensitivity analysis but the bias still remained large in most cases. MI provided a suitable statistical framework for part-time validation design of dietary intake over six daily eating events.
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