Optimal sampling strategies for characterizing behavior and affect from ambulatory audio recordings.

Advances in mobile and wearable technologies mean it is now feasible to record hours to days of participant behavior in its naturalistic context, a great boon for psychologists interested in family processes and development. While automated activity recognition algorithms exist for a limited set of behaviors, time-consuming human annotations are still required to robustly characterize the vast majority of behavioral and affective markers of interest. This report is the first to date which systematically tests the efficacy of different sampling strategies for characterizing behavior from audio recordings to provide practical guidelines for researchers. Using continuous audio recordings of the daily lives of 11 preschool-aged children, we compared sampling techniques to determine the most accurate and efficient approach. Results suggest that sampling both low and high frequency verbal and overt behaviors is best if samples are short in duration, systematically rather than randomly selected, and sampled to cover at least 12.5% of recordings. Implications for assessment of real-world behavior are discussed. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

Mixed-methods library evaluation integrating the patron, library, and external perspectives: The case of Namibia regional libraries.

The article presents a mixed-methods evaluation of regional libraries in Namibia, which incorporates three perspectives: the patron perspective (library users), the library perspective (library staff, management, and related officials), and the external perspective (including evaluators and monitoring data). Seven data collection methods were used: patron surveys, patron panel studies, focus group discussions, key informant and staff interviews, secondary data analysis, media analysis, and observations. The goal of the evaluation was to assess library performance for both formative and summative purposes by addressing evaluation questions on areas such as library services, use, and operations. Building upon the literature review of how mixed-methods approaches can contribute to library evaluation, the aim of this article is to show how a mixed-methods evaluation can be designed to examine multi-faceted library performance and to illustrate how the evaluation design allows information complementarity and can be utilized to present diverse viewpoints of the above three perspectives. The evaluation design, analysis process, and lessons learned from this study may be useful to evaluators engaged in evaluation of public services or programs (including public libraries) that examine multiple aspects of service performance and involve a variety of stakeholders.

Momentary work worries, marital disclosure, and salivary cortisol among parents of young children.

OBJECTIVE: To investigate whether worries about work are linked to people's own cortisol levels and their spouses' cortisol levels in everyday life and whether marital factors may moderate these links. Although research has shown that satisfying marriages can buffer the physiological effects of everyday stress, the specific mechanisms through which marriage influences the processing and transmission of stress have not yet been identified. METHODS: Thirty-seven healthy married couples completed baseline measures and then provided saliva samples and indicated their worries about work for six times a day from a Saturday morning through a Monday evening. RESULTS: Wives' cortisol levels were associated positively with their own work worries (p = .008) and with their husbands' work worries (p = .006). Husbands' cortisol levels were associated positively only with their own work worries (p = .015). Wives low in both marital satisfaction and disclosure showed a stronger association between work worries and cortisol compared with wives reporting either high marital satisfaction and/or high marital disclosure. CONCLUSIONS: These results suggest that momentary feelings of stress affect not only one's own cortisol levels but affect close others' cortisol levels as well. Furthermore, they suggest that, for women, the stress-buffering effects of a happy marriage may be partially explained by the extent to which they disclose their thoughts and feelings with their spouses.