Study design
This cross-sectional study used data from the Japan COVID-19 and Society Internet Survey (JACSIS), a nationwide cross-sectional survey conducted in 202134. Additionally, we used data from pregnancy and maternity surveys, which include data on fathers whose partners were currently pregnant or postpartum13. This study was reported in accordance with the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) checklist35 (Supplementary Information).
Sample
The study samples for this survey were retrieved from the pooled panels of the Internet research company Rakuten Insight, Inc., Hong Kong, which holds approximately 2.3 million panelists who voluntarily registered in exchange for small incentive points when completing questionnaires13,34. Figure 1 presents a flowchart of the data extraction process. We excluded those whose youngest child had not yet been born (n = 560). The following were also considered invalid responses and excluded from the sample: respondents who did not select a specific option when asked to do so in a dummy question (n = 125); respondents who reported less than 22 weeks of delivery (n = 28); respondents who reported data on the apparent imbalance between weeks of delivery and birth weight (n = 33); respondents who reported abusing all seven substances (alcohol, sleeping medications, opioids, sniffing paint thinner, legal-high drugs, marijuana, and cocaine/heroin); and respondents who selected all 16 medical histories on the list (n = 15). To identify father–infant bonding during the COVID-19 pandemic, we included data after the first COVID-19 cases were reported in Japan, which were the partners of those who gave birth between January 16, 2020, and August 18, 2021 (n = 1055). No missing data were observed.
Variable measurement
Outcome
The Mother-to-Infant Bonding Scale (MIBS) was used to measure father-to-infant bonding. The Japanese version of Mother-to-Infant Bonding Scale (MIBS-J) was developed by Yoshida et al. (2012) based on the Mother-infant Bonding Questionnaire by Kumar36. This scale was originally developed to measure bonding between mothers and children but has also been validated for fathers10. The scale consists of 10 items, such as “I feel loving towards my baby”, which are answered on a four-point scale of “almost always strongly agree”, “sometimes strongly agree”, “sometimes slightly agree” and “never agree10”8. The maximum score was 30 points, with higher scores corresponding to weaker bonding10.
Kitamura et al.37 reported that the MIBS-J was structured into two factors, “Anger and Rejection” (items 2, 3, 5 and 7) and “Lack of Affection” (items 1, 6, 8, and 10) by exploratory factor analysis. As these are different aspects of the fathers’ bonding23,37, MIBS-J scores in this study were calculated separately for Anger and Rejection and Lack of Affection in this study.
Covariates
Previous studies have found that the father’s presence at birth11,12, participation in paternity classes11,12,13,14, number of children8, parental leave status13, and developmental delay in the child38 affected father–infant bonding. As paternal attributes, medical history including depression29 and the Edinburgh Postnatal Depression Scale10,29,39 were reported as factors associated with father–infant bonding. The Edinburgh Postnatal Depression Scale is a 10-item self-report scale for screening postpartum depression39 in mothers and fathers, with a cut-off score of 8/9 and has been found to identify probable postnatal depression40. Partner relationships8,9,14 and partner violence29, anxiety7, and fathers’ adverse childhood experiences20,41,42 have also been shown to be associated with father–infant bonding.
Predictors
We describe the predictors conceptually separately from the covariates to convey the purpose of this study more clearly. The following were used as predictors: desired pregnancy, child abuse-related behavior, and variables such as emergency cesarean section, premature birth, low birth weight and Neonatal Intensive Care Unit (NICU) admission, which were considered to potentially impede early contact between the infant and father. Family adaptability, partnership, growth, affection, and resolve (Family APGAR) also included as predictors. Family APGAR is a five-item scale used to determine self-reported family dysfunction, with higher scores indicating highly functional families43. The variables were related to the recent COVID-19 pandemic, history of COVID-19 infection, anxiety about COVID-19 infection, and the impact of the COVID-19 pandemic on childcare and work, including teleworking.
Statistical analysis
The study participants were divided into two groups, depending on their partners’ parity because these differences have been reported as effect modifiers of father–infant bonding8. Descriptive statistics for all variables included in this study were mean standard deviation (SD) and sample size (n, %). For comparisons between the two groups, the student’s t-test was used for continuous variables and a chi-square test was used for categorical variables. The predictors and covariates were entered into the linear (Gauss–Markov-type) regression model as follows. In the first step, age and education level were entered using the forced entry method to examine associations with factors from the MIBS-J as demographic variables. Then, in Step 2, the above variables, which have been shown to be associated with father–infant bonding in the previous studies, were added to the Step 1 model with forward–backward stepwise variable selection approach while keeping the variables in the Step 1. The input/removal criteria during the stepwise iterations were measured based on the distribution of F-statistics with 5% for the input and 10% for the removal, respectively. Two-sided p value of < 0.05 was considered statistically significant. Multicollinearity was tested using variance inflation factor (VIF), and no multicollinearity was observed. Statistical analysis was conducted using IBM SPSS statistics Version 23.
Ethical approval
This study was approved by the Bioethics Review Committee of Osaka International Cancer Institute, Japan (approval number: 20084). Informed consent was obtained electronically from all participants prior to the survey. Data were collected anonymously. This study was performed in accordance with the ethical guidelines for medical and health research involving human subjects enforced by the Japanese Ministry of Health, Labour, and Welfare, and the Declaration of Helsinki.