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BackgroundOne life event that requires extensive resilience and adaptation is parenting. However, resilience and perceived support in child-rearing vary, making the real-world situation unclear, even with postpartum checkups. ObjectiveThis study aimed to explore the psychosocial status of mothers during the child-rearing period from newborn to toddler, with a classifier based on data on the resilience and adaptation characteristics of mothers with newborns. MethodsA web-based cross-sectional survey was conducted. Mothers with newborns aged approximately 1 month (newborn cohort) were analyzed to construct an explainable machine learning classifier to stratify parenting-related resilience and adaptation characteristics and identify vulnerable populations. Explainable k-means clustering was used because of its high explanatory power and applicability. The classifier was applied to mothers with infants aged 2 months to 1 year (infant cohort) and mothers with toddlers aged >1 year to 2 years (toddler cohort). Psychosocial status, including depressed mood assessed by the Edinburgh Postnatal Depression Scale (EPDS), bonding assessed by the Postpartum Bonding Questionnaire (PBQ), and sleep quality assessed by the Pittsburgh Sleep Quality Index (PSQI) between the classified groups, was compared. ResultsA total of 1559 participants completed the survey. They were split into 3 cohorts, comprising populations of various characteristics, including parenting difficulties and psychosocial measures. The classifier, which stratified participants into 5 groups, was generated from the self-reported scores of resilience and adaptation in the newborn cohort (n=310). The classifier identified that the group with the greatest difficulties in resilience and adaptation to a child’s temperament and perceived support had higher incidences of problems with depressed mood (relative prevalence [RP] 5.87, 95% CI 2.77-12.45), bonding (RP 5.38, 95% CI 2.53-11.45), and sleep quality (RP 1.70, 95% CI 1.20-2.40) compared to the group with no difficulties in perceived support. In the infant cohort (n=619) and toddler cohort (n=461), the stratified group with the greatest difficulties had higher incidences of problems with depressed mood (RP 9.05, 95% CI 4.36-18.80 and RP 4.63, 95% CI 2.38-9.02, respectively), bonding (RP 1.63, 95% CI 1.29-2.06 and RP 3.19, 95% CI 2.03-5.01, respectively), and sleep quality (RP 8.09, 95% CI 4.62-16.37 and RP 1.72, 95% CI 1.23-2.42, respectively) compared to the group with no difficulties. ConclusionsThe classifier, based on a combination of resilience and adaptation to the child’s temperament and perceived support, was able identify psychosocial vulnerable groups in the newborn cohort, the start-up stage of childcare. Psychosocially vulnerable groups were also identified in qualitatively different infant and toddler cohorts, depending on their classifier. The vulnerable group identified in the infant cohort showed particularly high RP for depressed mood and poor sleep quality.

Body dissatisfaction during pregnancy can significantly impact maternal and child health. Therefore, this longitudinal study investigated changes in body dissatisfaction using two figure rating scales developed from photographic digital data of Japanese pregnant women during the sixth and tenth months of pregnancy. Study participants were recruited at their sixth month prenatal visit at a primary maternity clinic in Japan from October 2014 to March 2015. Body dissatisfaction was estimated based on the perceived and ideal body sizes of 135 pregnant women, expressed as body mass index. Data were collected using selfadministered questionnaires. The study found that body dissatisfaction in the tenth month was significantly higher than that in the sixth month. Among the participants, 75 (55.6%) and 79 (58.5%) experienced body dissatisfaction, desiring to be thinner (where perceived body size exceeded ideal body size) during the sixth and tenth months of pregnancy, respectively. Pregnant women who had body dissatisfaction and a desire to be thinner in the sixth month tended to experience an increase in body dissatisfaction by the tenth month compared to those without body dissatisfaction in the sixth month. During the sixth and tenth months, women with body dissatisfaction showed significantly larger perceived body sizes than those without body dissatisfaction. These results indicated that the use of a figure rating scale at the sixth month of pregnancy may help identify women with body dissatisfaction; moreover, perceived body size might be a key factor in preventing an increase in body dissatisfaction from the second to third trimesters. [ABSTRACT FROM AUTHOR]