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Full-Text Articles in Rural Health
Key Predictors Of Postpartum Depression And Anxiety Symptoms Among Mothers In Kilifi, Kenya: A Machine Learning Approach, Faith Benson, Rachel Odhiambo, Willie Brink, Anthony Ngugi, Akbar Waljee, Eileen Weinheimer-Haus, Cheryl Moyer, Ji Zhu, Amina Abubakar
Key Predictors Of Postpartum Depression And Anxiety Symptoms Among Mothers In Kilifi, Kenya: A Machine Learning Approach, Faith Benson, Rachel Odhiambo, Willie Brink, Anthony Ngugi, Akbar Waljee, Eileen Weinheimer-Haus, Cheryl Moyer, Ji Zhu, Amina Abubakar
Institute for Human Development, East Africa
Background:
The burden of maternal postpartum depression and anxiety is disproportionately high in sub-Saharan Africa (SSA), yet the use of advanced analytical methods to capture the complex interplay of variables influencing these conditions remains underexplored.
Objective:
To apply machine learning (ML) methods to predict depressive and anxiety symptoms in postpartum mothers and to identify key and actionable predictors.
Methods:
This cross-sectional study included 1,995 biological mothers of singleton infants aged 0–6 months, using survey data collected between March 2023 and March 2024 in Kaloleni and Rabai sub-counties, Kilifi County, Kenya, within the Kaloleni–Rabai Health and Demographic Surveillance …
Social, Environmental And Policy Contexts Affecting The Feasibility And Acceptability Of Improving Household Flooring For Better Health In Rural Kenya, Ulrike Fillinger, Victoria Ochwal, Hugo Legge, Sharon Muli, Karisa Kazungu, Carlos Mcharo, Jacinta Mwongeli, Charles Mwandawiro, Katherine Halliday, Doris Njomo
Social, Environmental And Policy Contexts Affecting The Feasibility And Acceptability Of Improving Household Flooring For Better Health In Rural Kenya, Ulrike Fillinger, Victoria Ochwal, Hugo Legge, Sharon Muli, Karisa Kazungu, Carlos Mcharo, Jacinta Mwongeli, Charles Mwandawiro, Katherine Halliday, Doris Njomo
Institute for Human Development, East Africa
Background Homes with unimproved floors (earth, sand, or clay) are associated with increased risks of soil-transmitted parasites and enteric infections, leading to higher morbidity and reduced quality of life. This study explored the enablers and barriers to adopting improved flooring (sealed, washable, and durable) in three culturally diverse regions of Kenya - Narok, Bungoma, and Kwale - to mitigate disease burdens.
Methods Between August 2021 and July 2022, we conducted 24 focus group discussions with homeowners, stratified by age, gender, and floor type. Additionally, 28 key informant interviews with local government officials, microfinance representatives, and masonry trainers in Kwale and …