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Açikgöz A, Çakirli M, Şahin BM, Çelik Ö. Predicting mothers' exclusive breastfeeding for the first 6 months: Interface creation study using machine learning technique. J Eval Clin Pract 2024; 30:1000-1007. [PMID: 38741561 DOI: 10.1111/jep.14009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 04/24/2024] [Accepted: 04/28/2024] [Indexed: 05/16/2024]
Abstract
BACKGROUND Machine learning techniques (MLT) build models to detect complex patterns and solve new problems using big data. AIM The present study aims to create a prediction interface for mothers breastfeeding exclusively for the first 6 months using MLT. METHOD All mothers who had babies aged 6-24 months between 15.09.2021 and 15.12.2021 and to whom the surveys could be delivered were included. 'Personal Information Form' created by the researchers was used as a data collection tool. Data from 514 mothers participating in the study were used for MLT. Data from 70% of mothers were used for educational purposes, and a prediction model was created. The data obtained from the remaining 30% of the mothers were used for testing. RESULTS The best MLT algorithm for predicting exclusive breastfeeding for the first 6 months was determined to be the Random Forest Classifier. The top five variables affecting the possibility of mothers breastfeeding exclusively for the first 6 months were as follows: "the mother not having any health problems during pregnancy," "there were no people who negatively affected the mother's morale about breastfeeding," "the amount of water the mother drinks in a day," "thinking that her milk supply is insufficient," "having no problems breastfeeding the baby". CONCLUSIONS Using created prediction model may allow early identification of mothers with a risk of not breastfeeding their babies exclusively for the first 6 months. In this way, mothers in the risk group can be closely monitored in the early period.
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Affiliation(s)
- Ayfer Açikgöz
- Department of Child Health and Disease Nursing, Eskisehir Osmangazi University Health Sciences, Eskisehir, Turkey
| | - Merve Çakirli
- Department of Child Health and Disease Nursing, Eskisehir Osmangazi University, Eskisehir, Turkey
| | - Berrak Mizrak Şahin
- Obstetrics and Gynecology Nursing, Bilecik Seyh Edebali University Health Sciences, Bilecik, Turkey
| | - Özer Çelik
- Department of Mathematics and Computer, Eskisehir Osmangazi University Faculty of Science, Eskisehir, Turkey
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Kamal S, Clementina R, Aftab MA, Haider A, Ibrahim M, Abid N, Ali A, Ali A, Gul N, Ahmad A. Comprehensive Analysis of Breastfeeding's Influence on Child Health Outcomes: A Cross-Sectional Study. Cureus 2024; 16:e64194. [PMID: 39130997 PMCID: PMC11310490 DOI: 10.7759/cureus.64194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/09/2024] [Indexed: 08/13/2024] Open
Abstract
Background Breastfeeding is recognized as a crucial determinant of child health and development, yet its multifaceted effects remain underexplored in many contexts. This cross-sectional study investigates the association between breastfeeding practices and various health and developmental outcomes in infants and young children, focusing on exclusive breastfeeding, partial breastfeeding, and formula feeding. Done at Khyber Teaching Hospital, Pakistan, the research aims to provide comprehensive insights into the nuanced impacts of breastfeeding on child well-being. Objectives This study aims to assess the association between breastfeeding duration and practices with the incidence of infectious diseases in infants and young children. It investigates the relationship between different breastfeeding practices: exclusive breastfeeding, partial breastfeeding, and formula feeding and cognitive development outcomes in early childhood. Additionally, the study evaluates the role of breastfeeding in the development of motor skills in infants and young children. Methodology A cohort of 390 participants, aged one month to three years, participated in the study. Data collection encompassed parental interviews, clinical assessments using standardized tools such as the Bayley Scales of Infant Development, and reviews of medical records. Statistical analyses, including frequency analysis and chi-square tests, were conducted to elucidate the relationships between breastfeeding practices and health outcomes. Results Exclusive breastfeeding exhibited a significantly lower incidence of infectious diseases compared to partial breastfeeding and formula feeding. Specifically, among exclusively breastfed children, incidences of colds, pneumonia, and diarrhea were 32%, 39.7%, and 40%, respectively. These rates were notably higher in partially breastfed and formula-fed children. Cognitive development outcomes also varied significantly across feeding groups. Exclusively breastfed children demonstrated superior cognitive performance, with 34.2% rated above average, compared to only 6.5% in the formula-fed group. Additionally, the prevalence of developmental delays was lowest among exclusively breastfed children (14.1%), contrasting with 62.8% in the partial breastfeeding group and 77.0% in the formula-feeding group. Conclusions The study underscores the pivotal role of exclusive breastfeeding in promoting optimal child health and development. Exclusive breastfeeding is associated with significantly reduced incidences of infectious diseases, superior cognitive development outcomes, and a lower prevalence of developmental delays. These findings highlight the importance of supportive interventions and policies aimed at encouraging exclusive breastfeeding practices, ultimately enhancing child well-being and developmental trajectories.
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Affiliation(s)
- Sidra Kamal
- Internal Medicine, Karachi Medical and Dental College, Karachi, PAK
| | | | | | - Aqsa Haider
- Internal Medicine, Khyber Medical College, Peshawar, PAK
| | | | - Nimra Abid
- Surgery, Institute of Medical Sciences, Khyber Medical University, Kohat, PAK
| | - Ayaz Ali
- Internal Medicine, Khyber Medical College, Peshawar, PAK
| | - Ashraf Ali
- Internal Medicine, Khyber Medical College, Peshawar, PAK
| | - Nida Gul
- Medicine, Khyber Medical College, Peshawar, PAK
| | - Afaq Ahmad
- Internal Medicine, Rehman Medical Institute, Peshawar, PAK
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Hanach N, Radwan H, Bani Issa W, Saqan R, de Vries N. The perceived mental health experiences and needs of postpartum mothers living in the United Arab Emirates : A focus group study. Midwifery 2024; 132:103977. [PMID: 38518436 DOI: 10.1016/j.midw.2024.103977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 02/06/2024] [Accepted: 03/16/2024] [Indexed: 03/24/2024]
Abstract
BACKGROUND After childbirth, mothers are particularly vulnerable to mental health problems including anxiety and depression, which often remain undetected and untreated. In the United Arab Emirates (UAE), recent figures revealed a substantial prevalence of postpartum depression. However, postpartum mental health remains largely understudied in the country's clinical and research settings. Therefore, given the paucity of literature in the UAE and building upon previous epidemiological findings, this study aimed to explore the perceived mental health experiences and needs of mothers during the postpartum period to guide the development of targeted interventions that address mothers' unique mental health challenges. METHODOLOGY Four focus groups were conducted, involving a total of 27 Emirati and multicultural expatriate mothers aged 32.47 ± 4.56 years old, living in the UAE and within their first year postpartum. Descriptive interpretive thematic analysis was employed to analyze the data. ANALYSIS Six themes were generated that capture the mothers postpartum experiences and mental health needs: (1) distinct postpartum experiences of primiparous and multiparous mothers, (2) experiences of emotional distress in the initial postpartum stage, (3) multifaceted challenges in breastfeeding, (4) multifactorial influences on postpartum mental health, (5) postpartum social support resources and providers, and (6) the need for formal and informal resources. CONCLUSIONS The findings highlight the importance of considering the unique cultural and societal factors that impact maternal mental health in the UAE, given its diverse population. A collaborative multidisciplinary approach, integrating culture sensitivity, is vital to address the mental health needs of postpartum mothers and to guide the development of tailored evidence-based interventions.
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Affiliation(s)
- Nivine Hanach
- Faculty of Health, Medicine, and Life Sciences, Care and Publica Health Research Institute, Maastricht University, Maastricht, the Netherlands.
| | - Hadia Radwan
- Clinical Nutrition and Dietetics Dept., College of Health Sciences, Research Institute of Medical and Health Sciences (RIMHS), University of Sharjah, Sharjah, United Arab Emirates
| | - Wegdan Bani Issa
- Nursing Dept., College of Health Sciences, Research Institute of Medical and Health Sciences (RIMHS), University of Sharjah, Sharjah, United Arab Emirates
| | - Roba Saqan
- Health Promotion Group, Research Institute of Medical and Health Sciences (RIMHS), University of Sharjah, Sharjah, United Arab Emirates
| | - Nanne de Vries
- Faculty of Health, Medicine, and Life Sciences, Care and Publica Health Research Institute, Maastricht University, Maastricht, the Netherlands
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Hulsbosch LP, Nyklíček I, Boekhorst MG, Potharst ES, Pop VJ. Breastfeeding continuation is associated with trait mindfulness but not with trajectories of postpartum depressive symptoms. Midwifery 2023; 124:103770. [PMID: 37419008 DOI: 10.1016/j.midw.2023.103770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 06/28/2023] [Accepted: 06/30/2023] [Indexed: 07/09/2023]
Abstract
OBJECTIVE The WHO recommends breastfeeding for at least six months as breastfeeding has many benefits for both infant and mother. The association of breastfeeding continuation with trait mindfulness during pregnancy and trajectories of postpartum depressive symptoms has not been examined yet. The current study aimed to assess this association using cox regression analysis. DESIGN, SETTING AND PARTICIPANTS The current research is part of a large longitudinal prospective cohort study following women from 12 weeks of pregnancy onwards in the South-East part of the Netherlands. MEASUREMENTS A total of 698 participants filled out the Three Facet Mindfulness Questionnaire-Short Form (TFMQ-SF) at 22 weeks of pregnancy and completed both the Edinburgh Postnatal Depression Scale (EPDS) and questions on breastfeeding continuation one week, six weeks, four months, and eight months postpartum. Breastfeeding continuation was defined as exclusive breastfeeding or both breastfeeding and formula. The assessment eight months postpartum was used as a proxy for the WHO recommendation to continue breastfeeding for at least six months. FINDINGS Two trajectories (classes) of EPDS scores were determined using growth mixture modeling: 1) low stable (N = 631, 90.4%), and 2) increasing (N = 67, 9.6%). Cox regression analysis showed that the trait mindfulness facet non-reacting was significantly and inversely associated with the risk of breastfeeding discontinuation (HR = 0.96, 95% CI [0.94, 0.99], p = .002), while no significant association was found for belonging to the increasing EPDS class versus belonging to the low stable class (p = .735), adjusted for confounders. KEY CONCLUSIONS This study is the first to show that higher trait mindfulness non-reacting scores, but not persistently low levels of postpartum depressive symptoms, increase the likelihood of breastfeeding continuation. IMPLICATIONS FOR PRACTICE Improving non-reacting in perinatal women by meditation practice as part of a mindfulness-based intervention may lead to better breastfeeding continuation outcomes. Several mindfulness-based programs may be suitable.
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Affiliation(s)
- Lianne P Hulsbosch
- Center of Research in Psychological and Somatic disorders (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands.
| | - Ivan Nyklíček
- Center of Research in Psychological and Somatic disorders (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Myrthe Gbm Boekhorst
- Center of Research in Psychological and Somatic disorders (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Eva S Potharst
- UvA minds, academic outpatient (child and adolescent) treatment center of the University of Amsterdam, Amsterdam, the Netherlands; Research Institute of Child Development and Education, University of Amsterdam, Amsterdam, the Netherlands
| | - Victor Jm Pop
- Center of Research in Psychological and Somatic disorders (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
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Farrag NS, Hashad RE, El-Gilany AH. The Practice of Breastfeeding in Public and its Associated Factors Among Egyptian Mothers. Breastfeed Med 2023; 18:66-73. [PMID: 36579924 DOI: 10.1089/bfm.2022.0177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Introduction: The practice of breastfeeding in public (BFP) is associated with the perceived social norms. No sufficient knowledge is available regarding this practice, the attitudes related, and the significant associated factors in Egypt. Aim: To assess the prevalence of BFP, attitudes, barriers, and enabling factors. Methods: A cross-sectional study was conducted in Dakahlia Governorate, Egypt, including breastfeeding mothers whose babies were ≤12 months of age. A predesigned validated interviewer-administered questionnaire was used to collect data. Results: The study included 400 participants, 72.8% of them had practiced breastfeeding in public at least once. Regression analysis showed that being urban, high socioeconomic standard, having babies who were of normal birthweight and not the first in order were significant predictors of higher prevalence of BFP. Also, positive mother's attitude and having a family member who also practiced BFP were independent significant predictors. Finally, mothers who practiced breastfeeding in public are less likely to have supportive families' attitude. The most common causes of not practicing BFP is men's presence (94%), followed by husband disagreement (78.5%), absence of breast cover (69.3%), or feeling embarrassed (63.2%). Conclusion: Breastfeeding in public is a frequent practice among the studied mothers. Underlying factors associated with BFP can help guide tailored health education message to nursing mothers. Privacy was the keyword behind not practicing BFP.
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Affiliation(s)
- Nesrine Saad Farrag
- Public Health, Community Medicine Department, Faculty of Medicine, Port-Said University, Port-Said, Egypt
| | | | - Abdel-Hady El-Gilany
- Public Health, Community Medicine Department, Faculty of Medicine, Mansoura University, Mansoura, Egypt
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Feeding Practices of Infants and Toddlers by Their Mothers in Selected Northern Emirates of the United Arab Emirates. Nutrients 2022; 14:nu14183719. [PMID: 36145101 PMCID: PMC9501191 DOI: 10.3390/nu14183719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 08/28/2022] [Accepted: 09/06/2022] [Indexed: 11/17/2022] Open
Abstract
Research on the feeding practices of infants and young children in the United Arab Emirates (UAE) is limited, especially in the northern regions of the country. A retrospective web-based survey was conducted to assess child feeding practices among the mothers of young children aged 6 months to 2.5 years in the northern emirates of the UAE. Information from a total of 475 mothers was collected on maternal socio-demographic factors, child feeding practices, and the use of vitamin and mineral supplements. For the first 6 months, 46.7% of the infants were exclusively breastfed, 43.8% were fed on both breastmilk and formula, and 9.5% were given formula only. Significant differences in the types of feeding were found correlating with maternal age (p = 0.02) and employment status (p < 0.001) but not with educational level, with a higher proportion of younger and unemployed women exclusively breastfeeding. However, although a significantly higher proportion of mothers with lower educational levels breastfed their children for ≥6 months (p = 0.026), they introduced “other milk” (non-breastmilk or formula) before the child reached the age of 12 months (p = 0.022). In this study, 22.1% of the infants and 8.1% of the toddlers did not receive an animal source of iron, while 52.6% of the children received vitamin/mineral supplements. The median daily frequency intake of sweets and savory snacks was substantially higher than the respective intake of fruits and vegetables. Intervention programs that focus on healthy infant and toddler feeding, including food sources of iron and nutrient-dense food groups, are needed in the UAE.
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