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Previous studies indicate that the use of disability benefits is associated with reduced chances of having children. The current study aimed to identify the bidirectional nature of this association which has been overlooked in previous research. The longitudinal data used in this study were obtained from the Swedish national registers. It consists of 440,200 individuals born from 1968 to 1970 with a follow-up period extending up to 2010. Descriptive analysis, heat map visualization, and multinomial logistic regression were performed. The results show a complex and dynamic association between disability and parenthood. Starting on disability benefits at the age of 20–25 years was associated with a reduced chance of having children during the follow-up duration (≤42 years). Interestingly, another pattern was also revealed, and individuals who had their first child as teenagers (aged 13–19 years) were at higher odds of starting to receive disability benefits during their 30s and 40s compared to the rest of the study population. This is the first study to show evidence of a bidirectional nature of the association between age at starting to use disability benefits and the age of having a first child. Our findings demonstrate the potential of using heatmaps and multinomial regression on time-to-event data to examine bidirectional relationships between various factors investigated across several disciplines.

This study examines the temporal dynamics of consumer attitudes, perceived value and purchase intentions toward green agricultural foods, addressing critical gaps in the literature on sustainable consumption behaviours. It emphasises the mediating role of perceived value and its evolution over time, offering insights into consumer decision-making processes.

A longitudinal design was adopted, collecting data through structured questionnaires from primary household food purchasers in northern Taiwan at baseline, three months and six months. Analytical techniques, including multiple regression, mediation analysis and repeated measures ANOVA, were employed to examine relationships and track changes over time.

The results reveal that consumer attitudes positively influence perceived value, which fully mediates the relationship with purchase intentions. Temporal analysis indicates significant increases in perceived value and purchase intentions over six months, demonstrating that sustained exposure to green agricultural foods reinforces consumer commitment and pro-environmental behaviours. Attitudes alone do not directly predict purchase intentions without the mediation of perceived value, highlighting the critical role of perceived benefits in driving long-term sustainable consumption.

This study provides actionable insights for enhancing the perceived value of green agricultural foods. Businesses should prioritise health and environmental benefits, while policymakers can design campaigns and incentives to promote sustainable dietary habits, aligning with Sustainable Development Goal 12.

By exploring the mediating role of perceived value in transforming positive consumer attitudes into purchase intentions, this study highlights how perceived value, shaped by health and environmental benefits, drives consumer behaviour. These findings contribute valuable insights for enhancing market appeal and supporting sustainable food marketing strategies.

Construction research comprises quality contributions to the modern methods of construction (MMC) context in terms of their benefits and relative advantages. However, the uptake of MMC is yet deemed very low in the public sector. Knowing that public clients acquire the purchasing power and the influential status to drive industry change, understanding their low MMC uptake is necessary.

A systematic review of literature has been chosen to extract the key variables contributing to the limited adoption of MMC across the public sector, reinforced by a qualitative semi-structured interview with 12 industry leaders and public clients. This methodology enables the authors to explore works from the past decade, paving a direction for an adequate empirical investigation by reviewing and critically analysing 49 academic articles and interviewing 12 industry leaders and public clients.

The study captured and argued the characteristics that have an influence on public clients' decision, inhibiting the extraction of values associated with greater MMC deployment. A critical analysis resulted in identifying 13 characteristics under 4 main themes, providing a new argument to existing knowledge by calling on the need to better understand public clients and the influence of their own characteristics on their MMC uptake.

This paper utilises the diffusion of innovation (DOI) theory which offers constructs that help explain the influence of the characteristics of a decision-making unit. The authors’ knowledge on public construction clients is limited, and more research in this direction may help in better aggregating construction demand. Overall, arguments provided in this paper enable relative improvements in supply's business models when approaching the public market. The study is believed to be in support of the relative governmental efforts to shape effective policies that can enhance innovation uptake among public bodies.