Introduction: Accelerometer-based measurements of physical activity types are commonly used to replace self-reports. To advance the field, it is desirable that such measurements allow accurate detection of key daily physical activity types. This study aimed to evaluate the performance of a machine learning classifier for detecting sitting, standing, lying, walking, running, and cycling based on a dual versus single accelerometer setups during free-living. Methods: Twenty-two adults (mean age [SD, range] 38.7 [14.4, 25–68] years) were wearing two Axivity AX3 accelerometers positioned on the low back and thigh along with a GoPro camera positioned on the chest to record lower body movements during free-living. The labeled videos were used as ground truth for training an eXtreme Gradient Boosting classifier using window lengths of 1, 3, and 5 s. Performance of the classifier was evaluated using leave-one-out cross-validation. Results: Total recording time was ∼38 hr. Based on 5-s windowing, the overall accuracy was 96% for the dual accelerometer setup and 93% and 84% for the single thigh and back accelerometer setups, respectively. The decreased accuracy for the single accelerometer setup was due to a poor precision in detecting lying based on the thigh accelerometer recording (77%) and standing based on the back accelerometer recording (64%). Conclusion: Key daily physical activity types can be accurately detected during free-living based on dual accelerometer recording, using an eXtreme Gradient Boosting classifier. The overall accuracy decreases marginally when predictions are based on single thigh accelerometer recording, but detection of lying is poor.
Kerstin Bach, Atle Kongsvold, Hilde Bårdstu, Ellen Marie Bardal, Håkon S. Kjærnli, Sverre Herland, Aleksej Logacjov, and Paul Jarle Mork
Logan T. Markwell, Andrew J. Strick, and Jared M. Porter
Sports, along with nearly all facets of life, have been impacted by the COVID-19 pandemic. The National Basketball Association quickly adopted a unique method to finish the 2019–2020 regular season and playoffs. The entire league quarantined for months in what was known as the “NBA bubble” where games were played in spectator-less arenas. During this time, increases in shooting accuracy were reported, suggesting that free throws and field goals were made at record-breaking levels. This study examined differences in free throw shooting accuracy with and without spectators. Archival data were retrieved and analyzed to evaluate the potential differences. Free throw shooting accuracy with and without spectators were examined in multiple analyses. Our examination revealed free throw percentages were significantly greater in spectator-less arenas compared with the 2018 and 2019 seasons with spectators. Changes of the environmental characteristics, due to spectator-less arenas, were likely contributors to the improved free throw phenomenon reported in this study.
Alexandra Stribing, Adam Pennell, Emily N. Gilbert, Lauren J. Lieberman, and Ali Brian
Individuals with visual impairments (VI) trend toward lower motor competence when compared with peers without VI. Various forms of perception often affects motor competence. Thus, it is important to explore factors that influence forms of perception and their differential effects on motor competence for those with VI. Therefore, the purposes of this study were to explore and describe the differential effects of age, gender, and degree of vision on self-perceptions, parents’ perceptions, metaperceptions, and locomotor skills, and to examine potential associations among all variables with actual locomotor competence for adolescents with VI. Adolescents with VI completed two questionnaires and the Test of Gross Motor Development-Third Edition. Parents completed a parent perception questionnaire. Mann–Whitney U and Kruskal–Wallis H analyses showed no differential effects for gender or age on any dependent measures. Degree of vision affected locomotor skills, but not any other factor. Spearman rho correlations showed significant associations among locomotor and self-perceptions, degree of vision and locomotor, and metaperceptions with parents’ perceptions. Adolescents reported relatively high self-perceptions and metaperceptions; however, their actual locomotor competence and parents’ perceptions were relatively low. Findings may help situate future intervention strategies targeting parents supporting their children’s locomotor skills through self-perceptions.
Jennifer L. Gay and David M. Buchner
Introduction: Little is known about the stability of occupational physical activity (PA) and documented compensation effects over time. Study objectives were to (a) determine the stability of accelerometer estimates of occupational and nonoccupational PA over 6 months and 1 year in adults who do not change jobs, (b) examine PA stability in office workers relative to employees with nonoffice jobs who may be more susceptible to seasonal perturbations in work tasks, and (c) examine the stability data for compensation effects seen at baseline in this sample. Methods: City/county government workers from a variety of labor sectors wore an accelerometer at initial data collection, and at 6 (n = 98) and 12 months (n = 38) following initial data collection. Intraclass correlation coefficients (ICCs) were calculated for accelerometer counts and minutes by intensity, domain, and office worker status. Partial correlation coefficients were examined for compensation effects. Results: ICCs ranged from .19 to .91 for occupational and nonwork activity variables. ICCs were similar by office worker status. In both counts and minutes, greater occupational PA correlated with lower total nonwork PA. However, as minutes of occupational moderate to vigorous physical activity increased, nonoccupational moderate to vigorous physical activity did not decrease. Conclusions: There was moderate to high stability in occupational and nonoccupational PA over 6- and 12-month data collection. Occupational PA stability was greater in nonoffice workers, suggesting that those employees’ PA may be less prone to potential cyclical factors at the workplace. Confirmation of the compensation effect further supports the need for workplace intervention studies to examine changes in all intensities of activity during and outside of work time.
Paul Bernard Rukavina
The deleterious effects of weight bias in physical activity spaces for children, adolescents, and adults are well documented. Different types of weight bias occur, and they interact at multiple levels within a person’s ecology, from the messaging of often unattainable sociocultural thin/muscular ideals and physical inequities (e.g., equipment not appropriate for body shapes and sizes) to interpersonal and public discriminatory comments. However, the most damaging is the internalization and application of negative weight-bias stereotypes by those with overweight and obesity to themselves. An imperative for social justice is now; there is great need to advocate for, provide support for, and design inclusive physical activity spaces to reduce weight bias so that all individuals feel welcome, accept their bodies, and are empowered to live a healthy, active lifestyle. To make this a reality, an interdisciplinary and preventive approach is needed to understand bias and how to minimize it in our spaces.
Olan K.M. Scott, Bo (Norman) Li, and Stephen Mighton
This study examined differences in the Seven Network’s primetime coverage of the 2018 PyeongChang Winter Olympic Games on all of its channels. Over 102 hr of total coverage was analyzed for clock time, name mentions, and the descriptions of athletes by announcers divided by gender. Results found that male athletes received the bulk of the clock time; 13 of the top 20 most-mentioned athletes were men. There were also gender differences in the word for word descriptors of success, failure, physicality, and personality. From a theoretical perspective, results found the framing of the 2018 PyeongChang Winter Olympic Games to favor male Olympians. The top three sports that were broadcast featuring women were ice hockey, freestyle skiing, and snowboarding, which differs from other studies in this line of scholarship, so differences in the sports covered in the Australian context provides a unique context to study the Winter Olympics. Theoretical and practical implications are provided.
Jennifer A. Otmanowski and Jo-Ana D. Chase
The purpose of this research is to identify the effectiveness of primary care-based interventions designed to increase older adults’ physical activity (PA). Primary care was defined as a patient’s main source of health care. Standardized mean difference effect size (ES) was calculated related to changes in PA levels in adults’ ≥65. Moderator analysis was performed to explore the relationship between participant characteristics, interventions, interventionists, and ES. Overall mean ES 0.27 (95% confidence interval [0.15, 0.39], p < .01) was calculated for 25 two-group comparisons involving 4,685 total participants with a mean age of 75.08. There was little evidence to support counseling over exercise referrals. The use of theory or a pedometer did not modify the ES. PA interventions delivered in primary care are effective and can be delivered by other health-care providers working with the primary provider. Many different behavior change strategies may be used to promote PA.
June Won and J. Lucy Lee
The purpose of this study was to: (a) investigate the actual positions in digital communications; (b) assess the relationship between position-congruity among intended positions (i.e., how a firm desires to be perceived by consumers), actual brand positions, and perceived brand positions (i.e., the perceptions that customers have in their minds); and (c) understand the role of actual positioning (AP) in the positioning process. Multiple methods (one-on-one and focus group interviews, content analysis) were applied to analyze positions. Brand managers, golf consumers, and digital advertisements in Golf Digest magazine were sampled. Content analysis, frequencies and percentages, percentage difference, and regression analysis were performed for all positions for each research brand. The results revealed that: (a) tangibility-based positions (88.5%: great quality, innovation) outnumbered intangibility-based ones (11.5%: tour performance, tradition) in digital AP, (b) there was no positive correlation between the degree of congruence between intended and AP and the degree of congruence between intended and perceived positioning, and (c) the AP mediated between intended and perceived positioning in the brand positioning model. The study provides empirical evidence for the mediating role of AP and suggests modifications to the previous positioning process.
Blake L. Price, Gene L. Farren, and Jennifer A. Stoll
Social media use by student-athletes has become a topic of concern for interscholastic athletic directors. The recent Mahanoy Area School District v. B.L. Supreme Court case highlighted how student speech has evolved in the digital age. This study explored how Texas interscholastic athletic directors view social media policy implementation and the effect it has on student-athlete behavior. Semistructured interviews were conducted with 13 athletic directors across all six University Interscholastic League enrollment classifications. Analysis revealed that athletic directors do have legal concerns when restricting online off-campus speech but see a need for promoting positive social media use by their student-athletes. The results suggest high school athletic departments must update their policies frequently to ensure that the information relayed to student-athletes is current, relevant, and based on recent case law.