Fuzzy clustering algorithm for university students' psychological fitness and performance detection

Students' psychological fitness is unavoidable, hindering personal development, social interactions, peer influence, and adolescence. Academic stress may be the most dominant factor affecting college students' mental well-being. Therefore, improving the monitoring of mental health issues among college students is a vital topic for study. However, identifying the student's stress level is challenging, leading to uncertainty. Hence, this paper suggests Heuristic Fuzzy C-means Clustering Algorithm (HFCA) for analyzing college students' stress levels, psychological well-being and academic performance detection. The data are collected from the Kaggle stress dataset for predicting student mental health. This study investigates the psychological factors affecting students' academic performance using the suggested HFCA. Students' performance may be predicted using the Fuzzy Cognitive Map (FCM) in this study. This study used fuzzy clustering algorithms to discover the most crucial aspects of student success, such as student involvement and satisfaction. A better understanding of the risk factors for and protective factors against poor mental health can serve as the basis for developing policies and targeted interventions to prevent mental health problems and guarantee that at-risk students can access the help they need. The experimental analysis shows the proposed method HFCA to achieve a high student performance ratio of 96.7%, cognitive development ratio of 97.2%, student engagement ratio of 97.5% and prediction ratio of 95.1% compared to other methods.

Effect of school feeding program on academic performance of primary school adolescents: A prospective cohort study

BACKGROUND

School Feeding Programs (SFPs) in low-income countries help vulnerable children learn better and maintain their health through the provision of nutritious food to school children. Ethiopia scaled up the implementation of SFP in Addis Ababa.

AIMS

We aimed at evaluating the effect of the SFP on the school performance of primary school adolescents in Addis Ababa, Central Ethiopia.

METHOD

A prospective cohort study design was employed on 322 SFP-beneficiary and equal-size non-beneficiary adolescents. SPSS version 24 and multivariable linear regression models were used.

RESULT

In linear regression, unadjusted model (Model 1), compared with the non-school-fed adolescent, the mean difference in difference of average academic scores of school-fed adolescents was higher by 2.11 (β 2.11, 95% CI 1.39-2.83). The beta coefficient remained positive after adjusted for age and sex (Model 2: β 2.11, 95% CI 1.39-2.83), sociodemographic variable (Model 3: β 2.16, 95% CI 1.45-2.88), health and lifestyle variable (Model 4: β 2.21, 95% CI 1.38-3.04). In the final model, adjusted for model five, school absenteeism, there was a significant difference in favor of school-fed adolescents on GPA-score (Model 5: β 2.32, 95% CI 1.47-3.17). Furthermore, being adolescents in middle tertile wealth index families decrease GPA by 1.22 (β -1.22, 95% CI -2.19 to -0.26) as compared to high tertile wealth index.

CONCLUSION

School feeding was positively associated with academic performance. However, these changes may not be meaningful to generate a firm conclusion on the utility of school feeding in improving the academic performance of adolescents.

Changes in dietary and lifestyle behaviors and mental stress among medical students upon Ramadan diurnal intermittent fasting: a prospective cohort study from Taif/Saudi Arabia

BACKGROUND

Intermittent fasting (IF) is a popular dietary plan for weight loss. In fact, fasting is a common practice in different religions such as Buddhism, Hinduism, Judaism, Christianity, and Islam. During the month of Ramadan, more than 1.5 billion Muslims worldwide fast from dawn to sunset. Ramadan diurnal intermittent fasting (RDIF) has health benefits, including a reduction in cardiovascular disease (CVD) risk and an improvement in mood. However, little is known about the effects of RDIF on lifestyle behaviors, such as regular exercise, consuming healthy diet, and avoiding harmful substances, as well as mental stress, and academic performance in high school and university students.

METHODS

In this prospective cohort study, two self-reported questionnaires were sent one week before and during the last week of Ramadan (April 2022; Ramadan 1443 in Hijri Islamic Calendar) to assess changes in lifestyle, perceived stress, and academic achievement of medical students at Taif University in Taif city, Saudi Arabia. Healthy lifestyle components data were collected to calculate healthy lifestyle scores, including body mass index, physical activity, adherence to a Mediterranean diet, smoking status, and sleep duration.

RESULTS

RDIF was associated with a healthier lifestyle in both female and male participants (pre-RDIF mean score: 2.42 vs post-RDIF mean score: 2.74; statistical power = 0.99; P-value < 0.05). They were more active and adherent to the Mediterranean diet during RDIF. Additionally, the post-RDIF smoking rate declined by 53.4%. Male participants showed higher perceived stress scores during RDIF (pre-RDIF mean score: 19.52 vs post-RDIF mean score: 22.05; P-value < 0.01). No changes in academic performance were observed upon RDIF.

CONCLUSION

Medical students show healthier dietary and lifestyle behaviors and their academic performance is not affected during RDIF. However, perceived stress is higher among male students.

Learning styles and their relationship with preferred teaching methodologies and academic achievement among medical students in teaching medical college, Tamil Nadu

BACKGROUND

Learning styles for medical students have been studied worldwide, and instructors must know and employ the best methods to help students learn. This study evaluates undergraduate medical students' learning styles, preferred teaching methods, and academic examination scores.

MATERIALS AND METHODS

From January to December 2022, this cross-sectional study was performed with medical students at a teaching hospital in Perambalur, Tamil Nadu, India. About 421 individuals were selected using a probability-proportionate size sampling method. A semi-structured pro forma was used to collect the socio-demographic profile, VARK model learning style questionnaire, and teaching method preferences. The data were analyzed using SPSS-21, and the categorical data were represented as frequency and percentage, whereas mean and standard deviation represent quantitative data. The Chi-square test was used to investigate the relationship between academic performance and teaching approaches to the preferred learning style.

RESULTS

Kinesthetic learning was the preferred sensory modality. Nearly 61.8% of medical students were female. The most common preferred learning style among them was (36.8%) kinesthetic, followed by (36.1%) auditory. Most of them received good academic results (64.8%), followed by average (21.9%) results. Most of the students had chosen a demonstration (81.2%), followed by an interactive lecture (77.2%), as their preferred teaching method. There is a significant association of learning style with participant age (p 0.007), year of study (p 0.0001), and preferred teaching methodologies like a demonstration, small group discussion, self-presentation, and laboratory work, which is statistically significant. There is no association between learning style and academic performance.

CONCLUSION

Different teaching approaches, such as demonstration, small-group discussion, self-presentation, and laboratory work, were related to the various learning styles of the students. We also determined that the individuals' preferred learning styles do not affect their academic achievement.

Impact of individual and environmental factors on academic performance of pregnant adolescent

BACKGROUND

Teenage pregnancies continue to disrupt teenage girls' academic development. As a result, teenage mothers are at risk of unemployment, maternal death, and poverty. Previous research, however, has shown that both individual and environmental factors can have a significant impact on the prevalence of adolescent pregnancy. However, there has been little rigorous research on the impact of these factors on pregnant students' academic performance.

OBJECTIVES

The purpose of this study was to determine the relationship between environmental (neighbourhood) and individuals (sexual attitudes, peer attachment) factors. It also examined the influence of individual factors on the academic performance of pregnant teens.

METHODS

The study included a cross-sectional study of 400 pregnant adolescent students aged 15-19 years. The target groups were drawn from three major cities in Nigeria. Respondents were identified through targeted snowballing. Pregnant participants were a combination of married and unmarried girls attending school from home. Data were collected using a structured and self-completed questionnaire. Thus, frequency, mean and standard deviation were used for descriptive analysis. Pearson correlation analysis was applied to show the relationship between variables.

RESULTS

The study found that neighbourhood (r=-.125, p = .12) had a negative and significant relationship with peer attachment. However, there was no significant evidence of a relationship between sexual attitudes and neighbourhood (r=-.040, p = .422). There was, however, a significant relationship between sexual attitudes and academic performance (r = .236, p = .000). There was also a relationship between peer attachment and academic performance (r=-.401, p = < 0.001).

CONCLUSION

This study suggests that the academic performance of pregnant teenagers necessitates a combination of approaches, which includes changes in personal and prosocial behaviour, and environmental reforms. This can be achieved through, peer education, school day-care, subsidised or free contraceptives, free or subsidized education, and community programmes that positively influence young adults in the neighbourhood. These approaches can indirectly boost self-efficacy, motivation, and confidence to achieve higher academic feat, while reducing school dropout rate among the target groups.

Analysis of female pre-clinical students' readiness, academic performance and satisfaction in online learning: an assessment of quality for curriculum revision and future implementation

BACKGROUND

The acceptance of online courses by medical and dental students, especially during the coronavirus disease 2019 crisis, is substantial, as reported in various studies. However, the unfavourable online learning experiences of the students during the pandemic were also highlighted. As the teaching-learning process is returning to the "new normal," it is necessary to identify online learning domains implemented during the pandemic crisis that may be applied in pre-clinical courses in the future.

METHODS

A validated Student Online Learning Readiness questionnaire assessed pre-clinical students' online learning competence. Students' academic performance in face-to-face post-pandemic was compared with their performance in online settings during the pandemic crisis. Students' satisfaction with online learning was evaluated using a self-made survey questionnaire. Descriptive statistics, the t-test, and multiple regression analysis were used to analyze the data gathered with a p-value ≤ 0.05 considered statistically significant.

RESULTS

Except for social skills with classmates and groupmates, in which 47.5% of respondents indicated unreadiness, most students were prepared for online learning. Theory-wise, online learners outperformed traditional learners, but the difference was insignificant. In contrast, students' practical skills in face-to-face modality are significantly higher (p = 0.029). Students rated their satisfaction with online learning higher for interactions with instructors and staff and lower for interactions with classmates and group mates and skill acquisition.

CONCLUSION

Providing high-quality pre-clinical online teaching was achieved for theoretical components but not practical skills acquisition. Students' social engagement with peers is one of the key elements crucial to online learning success. Academic leaders and curriculum developers must recognize potential gaps as they transition to online learning.

Adolescents' Internet addiction: Does it all begin with their environment?

BACKGROUND

This is one of the few studies that examines adolescent Internet addiction (IA) among Middle Eastern population. The purpose of this study is to determine whether adolescents' family and school environments play a role in their Internet Addiction.

METHODS

We conduced a survey that included 479 adolescents in Qatar. The survey collected demographic data, the Internet Addiction Diagnostic Questionnaire (IADQ), the Brief Family Relationship Scale (BFRS) and questions from the WHO Health Behavior in School-aged Children (HBSC) survey that assess school environment, academic performance, teacher support, and peer support of the adolescents. Factorial analysis, multiple regression, and logistic regression were used for statistical analysis.

RESULTS

Family environment and school environment were negative and significant predictors of adolescent Internet addiction. The prevalence rate was 29.64%.

CONCLUSION

Results imply that interventions and digital parenting programs should not only target adolescents, but also include entities in the developmental environment of adolescents, i.e. their family and school.

School and language performance in children born with low birth weight

OBJECTIVES

To identify the impact of birth weight on the development of metalinguistic skills and performance in reading, writing, and arithmetic in students aged 6 to 10 years, enrolled from the 1st to the 4th grade of Elementary School in public schools of the metropolitan region of São Paulo.

METHODS

The concurrent cohort included 315 students. Birth weight was the exposure variable, and the outcomes were performance in receptive and expressive language, oral metalinguistic skills, and performance in writing, arithmetic, and reading. The tools employed were the Test of Language Competence (TLC) and the School Performance Test (SPT). Students were grouped into quartiles by birth weight for data analysis (P1: < 2170 g, P2: from 2171 g to 2450 g, P3: from 2451 g to 3150 g, and P4: > 3150 g).

RESULTS

The authors observed a tendency for the lower performance of the two groups with lower birth weights in listening comprehension and oral expression. The lower-weight group tended to perform poorly compared to the other groups vis-à-vis reading. In the global result of the SPT, worse performance was observed in the students in the first quartile compared to the others (p = 0.019). The multivariate analysis revealed no association between birth weight and results in the tests applied after adjusting for maternal schooling.

CONCLUSIONS

Birth weight can interfere with oral and written language development. However, the determination of these processes occurs in the face of complex interaction that includes sociodemographic factors, especially family support and maternal schooling.

Sleep quality and sleep deprivation: relationship with academic performance in university students during examination period

The beginning of the university brings together maturational, psychosocial and academic changes that make university students more prone to suffer from insufficient or poor quality sleep, which can negatively influence their academic performance. The period of taking exams is a key part of the academic year. However, there are few studies that analyze sleep during this period of time. Our aim is to study the association of sleep quality and sleep deprivation with academic performance during the examination period. A descriptive, cross-sectional and correlational study was carried out with the participation of 640 subjects in the first three years of five faculties belonging to the Universidad Autónoma de Madrid. The instrument used consisted of a questionnaire that included sociodemographic and academic data, Pittsburgh Sleep Quality Index, Epworth Sleepiness Scale and information about the academic performance. During the examination period, a positive association was found between sleep quality and academic performance. University students slept less than desired, both on weekdays and weekends, and the sleep debt during the week was associated with a worse students' perception of their academic performance. In total, 61.3% of the students believed that their performance would improve by getting more sleep. In addition, low drowsiness and napping were also found. In conclusion, during periods of greater academic demand, an insufficient sleep and poor quality is commonly observed, affecting negatively to their academic performance. Actually, about 2/3 of our subjects believed that their performance would improve by getting more sleep.

The Effects of Pubertal Timing on Academic Performance in Adolescence and Career Success in Adulthood: Evidence from a 16-year Longitudinal Study

Previous research showed inconsistent effects of pubertal timing on adolescent academic performance and adult career success. Moreover, the relative importance of biological vs. perceived pubertal timing has not been examined. This study examined effects of biological and perceived pubertal timing on academic performance throughout adolescence and career success in adulthood together with sex differences in an understudied population of pre-dominantly Black youth from lower income families. The sample included 704 youth (52% male, 76% Black, 22% White) interviewed at four time points (Mean ages: 11.8, 13.2, 17.6, and 27.7 years). The results from a mediation path model showed that among males, perceived off-time pubertal timing uniquely predicted lower concurrent academic performance as well as lower objective career success in adulthood; this effect was mediated by lower academic performance throughout adolescence. Additionally, results from bivariate correlation analyses showed associations between early biological pubertal timing and lower concurrent academic performance in males and early perceived pubertal timing and lower concurrent academic performance among females. These findings contribute to the understanding of more nuanced links between pubertal timing, academic performance and subsequent career success in an understudied population of pre-dominantly Black youth from lower income families.

The association between how medical students were selected and their perceived stress levels in Year-1 of medical school

BACKGROUND

The prevalence of medical students' mental distress is high. While schools apply various methods to select a well-performing and diverse student population, little is known about the association between different selection methods and the well-being of these students during medical school. The present retrospective multi-cohort study assessed whether students selected by high grades, assessment, or weighted lottery showed different stress perception levels in Year-1 of medical school.

METHODS

Of 1144 Dutch Year-1 medical students, 650 (57%) of the cohorts 2013, 2014, and 2018 who were selected by high grades, assessment, or weighted lottery completed a stress perception questionnaire (PSS-14). A multilevel regression analysis assessed the association between selection method (independent variable) and stress perception levels (dependent variable) while controlling for gender and cohort. In a post-hoc analysis, academic performance (optimal vs. non-optimal) was included in the multilevel model.

RESULTS

Students selected by assessment (B = 2.25, p < .01, effect size (ES) = small) or weighted lottery (B = 3.95, p < .01, ES = medium) had higher stress perception levels than students selected by high grades. Extending the regression model with optimal academic performance (B=-4.38, p < .001, ES = medium), eliminated the statistically significant difference in stress perception between assessment and high grades and reduced the difference between weighted lottery and high grades from 3.95 to 2.45 (B = 2.45, p < .05, ES = small).

CONCLUSIONS

Selection methods intended to create a diverse student population - assessment and lottery - are associated with higher stress perception levels in Year-1 of medical school. These findings offer medical schools insights into fulfilling their responsibility to take care of their students' well-being.

Multimodal teaching methods for students in dentistry: a replacement for traditional teaching or a valuable addition? A three-year prospective cohort study

BACKGROUND

This student-centred prospective cohort study evaluated the impact of multimodal teaching methods on student performance in the theoretical domain of dental studies.

METHODS

Dental students answered anonymous questionnaires indicating their preferences and opinions three times over three consecutive academic years. Data collected included gender, course, year of study and most frequent and preferred learning modality. Survey responses from Google Forms were analysed with SPSS 20.0 software (IBM Company, Chicago, IL, USA). Scale responses were tested with the Mann-Whitney U test against gender, program and year of study. Grades obtained from structured examinations held in the third academic year were analysed using the Wilcoxon Signed Rank Test according to the teaching method employed. The level of statistical significance was set at p < 0.05.

RESULTS

The response rate was high (> 80%) throughout the study. Acceptance of online modalities increased over time (Kruskal-Wallis test, p < 0.001) and 75% of students requested that online teaching modalities be maintained. Significant differences in gender, program of study, year of study and discipline taught were observed (Mann-Whitney test, p < 0.05). Females differed from males by favouring online modalities and face-to-face lectures, respectively, and clinical year students opted to retain pre-recorded online lectures. Recorded lectures resulted better for teaching core knowledge (Wilcoxon Signed Rank Test, p = 0.034), while face-to-face lectures were better for teaching applied knowledge (Wilcoxon Signed Rank Test, p = 0.043). Student responses to open-ended questions identified the need for a blended approach with in-person lecturing as an opportunity to socialise and avoid mental health issues. Although preferences varied, students showed a willingness to influence their learning and changes in curriculum, a predilection for self-directed learning and the need for freedom in engaging with resources and content.

CONCLUSIONS

In the context of this study, online teaching modalities resulted in comparable examination performance and improved student satisfaction. This highlights the need for a blended approach to teaching.

Air quality and individual-level academic performance in Brazil: A nationwide study of more than 15 million students between 2000 and 2020

Studies have shown that living and studying in places with poor air quality is associated with cognitive deficits. However, there is still a limitation in the literature in terms of study design and geographic location. Also, only a few studies have looked at the effects of more than one air pollutant. To address this research gap, in this study we estimated the association between air pollution (considering three criteria air pollutants - PM_2.5, NO₂, and O₃) and academic performance (a proxy of cognitive performance) at the student level in Brazil between 2000 and 2020. We assessed academic performance data from a nationwide high school exam. The data included 15,443,772 students who took this national test between 2000 and 2020 in Brazil. Air pollution data was derived from satellite remote sensing observations. We fit mixed-effects regression models with a state-specific random intercept and adjusted for school characteristics, spatio-temporal factors, and socioeconomic status. We performed sub-group analyses by stratifying the analysis by type of school management (private or public), location of the school (urban or rural), sex, and periods. Our findings suggest air pollution exposure was associated with drops in the students' marks varying from 0.13% to 5.39%. To our knowledge, this is the first study that estimates the association between air pollution and individual-level academic performance in Brazil. This study is of substantial environmental and educational importance by supporting policymakers to improve the air quality surrounding schools.

Impact of ethnic identity and geographical home location on student academic performance

Situated against the backdrop of a politically fueled ethnic hate between the Northern Region and the rest, this study exposes the relationship between the students' regions of origin and their academic performance in Malawian higher education to contribute to appropriate student support and healthy study habits. Spearman's rHO indicated weak but statistically significant correlations between one's home region and academic performance. Kruskal Wallis Test (N = 20,263) revealed that no single region outperforms others. Thematic analysis of interview data (N = 15) through NVivo revealed that students believe effort matters more in academic performance irrespective of one's region of origin. Implications for education policy that harness healthy study habits to enhance student achievement, retention, and self-efficacy about success are discussed.

Survey data assessing the junior high school students' learning attitudes toward home-based education amidst the Covid-19 pandemic

This dataset was obtained to determine the learning attitudes of junior high school (JHS) students toward Home-Based Education (HBE). A descriptive - survey approach was used employing a proportional stratified random sampling to determine the samples n = 398 drawn from a total population of N = 75,542 junior high school students enrolled in 42 public secondary schools in Zamboanga City Division for SY 2020-2021. The data collection was conducted from August 2021 to September 2021 amidst lockdown thus, a combined data collection - Online & Offline was conducted using an adopted validated instrument. Out of 398 samples considered, only 383 eligible consenting JHS students completed the survey with a response rate of 96.23% to include 274 (71.54%) Online & 109 (28.46%) Offline. There were two problems investigated to include determining the learning attitudes of JHS students measured in terms of Nature, Anxiety, Expectations, & Openness to Learning, and to determine whether there exists a significant difference between the learning attitudes of junior high school students across four Independent Variables (IVs): gender, grade level, age and socioeconomic status (SES). Mean, Standard Deviation, and MANOVA were used to analyze the data gathered. Data assumptions were employed before employing MANOVA, and based on the results obtained from the data analysis, the overall learning attitudes of junior high school students toward HBE is High; and learning attitude varies significantly across grade level and age in terms of Nature and Anxiety of Learning, and in the SES in terms of Expectations of Learning. .

A clinical and technical methodological review on stress detection and sleep quality prediction in an academic environment

BACKGROUND

Mental health in recent times is a much talked about topic and its effects on the sleep health of the students are said to result in long-term health issues if not identified and resolved. Students who are subjected to psychological stress have often been reported to have lower sleep quality which together has affected the academic performance of the students.

OBJECTIVE

While stress has its adverse effect on students'quality of sleep, an effort is also made to identify standard techniques and tools to automatically assess stress levels and sleep quality in a non-invasive environment among students only. This article mainly focuses on the Clinical and technical methodology employed in stress level detection and sleep quality prediction among students.

METHODS

This study was conducted by examining all research studies conducted in the past with respect to students in an academic setting from year 2000 to early 2022. The papers under study where finalised based on different methodologies involved in stress level detection and sleep quality prediction considering both in unimodal and multimodal measurements.

RESULTS

While questionnaires and physiological signals are used as a standard measuring tool, it is mostly used in a unimodal environment to measure students' mental stress or sleep quality in academic settings.

CONCLUSION

This paper describes in detail the clinical aspect of the association between mental stress, sleep quality, and academic performance in students followed by technical aspects to analyse the stress levels and sleep quality both qualitatively and quantitatively in an academic environment.

The mediating role of neurocognitive functions in the relation between physical competencies and academic achievement of primary school children

Previous studies into associations between physical, neurocognitive and academic skills have reported inconsistent results. This study aimed to get more insight into these relations by examining all three domains simultaneously, testing a complete mediational model including measures of physical competencies (cardiovascular fitness and motor skills), neurocognitive skills (attention, information processing, and core executive functions), and academic achievement (reading, mathematics, and spelling). Dutch primary school students (n = 891, 440 boys, mean age 9.17 years) were assessed on the Shuttle Run Test (cardiovascular fitness), items of the Körperkoordinationstest für Kinder and Bruininks-Oseretsky Test-II (fundamental motor skills), computerized neurocognitive tests, and standardized academic achievement tests. A multilevel structural equation model showed that physical competencies were only indirectly related to academic achievement, via specific neurocognitive functions depending on the academic domain involved. Results provide important implications, highlighting the importance of well-developed physical competencies in children.

Monetary versus grade incentives depending on personality traits: A field experiment on undergraduate students' performance

This study aims to examine the role of personality on the effectiveness in improving students' performance of two extrinsic incentives: monetary and grade incentives. To achieve this goal, we conducted a randomized field experiment in which students in a Microeconomics course were offered the opportunity to participate in a practice test program, with no effects on the grade of the course itself. In the call to participate, students were informed that participants would be randomly assigned to one of two groups. Whereas in the control group students would not be monetarily incentivized, participants assigned to the treatment group would be paid according to their performance in the practice tests. In addition, we elicited the big five personality and risk aversion traits of the participants (168 undergraduates). All subjects received grade incentives in the later official course exam, in which no monetary incentives were offered. We used non-parametric tests to carry out both between-subjects and within-subjects performance comparisons. Controlling for potential confounding factors like students' gender and academic record, our OLS regressions indicate that although monetary incentives are effective in improving students' performance in practice tests, their effect does not carry over to the course exam. Furthermore, we find that the effectiveness of grade incentives (used in the course exam) on improvement as a substitute for monetary incentives (adopted in practice tests), is higher the more conscientious the students are.

Online education of engineering students: Educational platforms and their influence on the level of academic performance

The World Health Organization announced the COVID-19 pandemic, which led to considerable disruption of the global education system and required an early adaptation of the educational process. In addition to the resumption of the educational process, it was necessary to preserve the academic performance of students of higher educational institutions, including engineering ones. This study aims to develop a curriculum for engineering students to increase their level of success. Igor Sikorsky Kyiv Polytechnic Institute (Ukraine) hosted the study. The sample consisted of 354 fourth-year students of the Engineering and Chemistry Faculty: 131 "Applied Mechanics", 133 "Industrial Engineering", and 151 "Automation and Computer-Integrated Technologies". The sample included students of the Faculty of Computer Science and Computer Engineering: 121 "Software Engineering", and 126 "Information Systems and Technologies" - 154 students from the 1st year and 60 students from the 2nd year. The study was conducted during 2019-2020. The data includes grades for in-line classes and final test scores. The result of the research has shown that modern digital tools such as Microsoft Teams, Google Classroom, Quizlet, YouTube, Skype, and Zoom, among others, have provided a highly effective educational process. The results of the educational process are as follows: 63 + 23 + 10 students received "Excellent/Perfect" (A) in 2019, 65 + 44 + 8 in 2020; 146 + 64 + 20 and 159 + 81 + 18 received "Good (B, C)", respectively; 135 + 64 + 30 and 120 + 27 + 31 "Satisfactory" (D, E), respectively; - 10 + 3 + 0 and 10 + 2 + 3 "Unsatisfactory" (F), respectively. There was a tendency to increase the average score. The researchers found that the learning models were different before (offline) and during (online) the COVID-19 epidemic. However, the academic results of students were not different. The authors can conclude that e-learning (distance, online) is possible when training engineering students. The introduction of a new, jointly developed author's course "Technology of mechanical engineering in Medicine and Pharmacy" will also allow future engineers to be more competitive in the labor market.

Admission criteria and academic performance in medical school

BACKGROUND

Different variables have been used to predict the academic performance of students in medical schools. The aim of this study was to assess the effect of demographics, admission system, and high-school background on the academic performance of medical students.

METHODS

We conducted this longitudinal cohort study on 808 students admitted to the Faculty of. Medicine at the University of Jordan (Amman, Jordan), in the years 2012 and 2013. Admission pathway, and academic performance data were collected and analyzed.

RESULTS

A total of 808 students [i.e., 426 (52.7%) females, and 382(47.3%) males] were identified. Admitted students were holding 17 different types of high school degrees, and were accepted through 6 different quota pathways (open competition [National unified admission], underprivileged ["Makrumah"], parallel, children of university staff, international students, and others). Students admitted through the open competition and the underprivileged quota(Makrumah) were more likely to graduate on time and had higher graduation grades while students admitted through the parallel, international and others quota were more likely to fail and had lower graduation grades. Regarding highs school degrees, the students that were more likely to graduate were those with IB and the Jordanian high school degrees. The highest graduation GPA was for IB students followed by SAT, IGCSE as well as Jordanian and Syrian high school degrees respectively. IB, Jordanian, Kuwaiti and IGSC high school grades were significantly correlated with the graduation GPA.

CONCLUSIONS

Admission criteria such as type of high school degree and grades as well as admission pathways can predict the likelihood to graduate and the graduation GPA of medical students. Open competition and underprivileged admission pathways as well as IB, IGCSE and Jordanian high school degrees seem to be better predictors of student performance in the medical school.

Nursing students' nomophobia, social media use, attention, motivation, and academic performance: A structural equation modeling approach

AIM

To investigate the interrelationships of nomophobia, social media use, attention, motivation, and academic performance among nursing students.

BACKGROUND

There is a preponderance of studies about nursing students' nomophobia, social media use, and academic performance. However, the mediating role of motivation and attention between nomophobia and academic performance remains a blind spot in nursing literature.

DESIGN

Cross-sectional design and structural equation modeling (SEM) approach.

METHOD

Students from five nursing institutions in the Philippines were recruited via convenience sampling (n = 835). We used STROBE guidelines in reporting this study. Three self-report instruments (Motivational Strategies for Learning Questionnaire [MSLQ], Media and Technology Usage and Attitude Scale [MTUAS], and Nomophobia Questionnaire [NMP-Q]) were used to collect data. SEM, mediation analyses, and path analyses were used for data analysis.

RESULTS

The emerging model afforded acceptable model fit indices. Nursing students' nomophobia positively influenced social media use whereas negatively impacting motivation and attention. Social media use, motivation, and attention directly affect academic performance. Path analyses depicted that motivation and attention mediated the indirect effect of nomophobia on academic performance. Motivation mediated the indirect impact of nomophobia on attention. Finally, attention mediated the indirect effect of motivation on academic performance.

CONCLUSION

Nursing institutions and educators can use the proposed model in developing guidelines for evaluating nomophobia and regulating social media use in the academic and clinical context. These initiatives could support nursing students' transition from school to practice while assisting them in maintaining their academic performance.

Burden or empowerment? A double-edged sword model of the efficacy of parental involvement in the academic performance of chinese adolescents

It has been traditionally thought that children can obtain resources that promote their academic performance through their parents' involvement. However, in reality, parents' involvement in their children's education may threaten children with an excessive academic burden. This study argues that parental involvement is both empowering and burdensome for children and proposes a model in which parental involvement is a double-edged sword. The model entails two paths, one in which learning constitutes a burden and another in which learning leads to empowerment. Based on a survey of 647 adolescents, a structural equation model is used to test this hypothesis. The results suggest that parental involvement can negatively impact academic performance because children feel more stressed as a result of the increase in academic expectations; parental involvement also has a positively impact on academic performance because of an increase in children's engagement in learning. The above results provide some practical guidance for parents' involvement in their children's education.

Supplementary Information

The online version contains supplementary material available at 10.1007/s12144-023-04589-y.

Time outdoors positively associates with academic performance: a school-based study with objective monitoring of outdoor time

BACKGROUND

To explore the relationship between outdoor time and academic performance among school-aged children.

METHODS

This study was designed as a cross-sectional study. Data were derived from a school-based prospective children myopia intervention study (STORM). Outdoor time was recorded by self-developed algorithm-validated wristwatches in real-time and calculated as the cumulative average of 10 months. The academic performance was recorded and provided by the participating schools and further standardized. Other information was collected using an online standardized questionnaire. Mixed-effects model and B-Spline method were used to investigate the association between time spent on different types of daily activity, including outdoor activity and academic performance.

RESULTS

A total of 3291 children with mean age 9.25 years were included in the final analysis. Overall, outdoor time was associated with academic performance in a non-linear manner; specifically, not exceeding 2.3 h per day, outdoor time was positively associated with academic performance; exceeding 2.3 h per day, this association became non-significant. Likewise, daily sleep duration and out-of-school learning time were associated with academic performance in a non-linear manner, resulting in turning points of 11.3 and 1.4 h per day, respectively. Separate analysis showed that outdoor time and sleep duration but not out-of-school learning time were positively associated with academic performance in Chinese, mathematics and English.

CONCLUSION

Outdoor time, sleep duration and out-of-school learning time were associated with academic performance in a non-linear manner. Promotion of outdoor time may not negatively impact on academic performance.

TRIAL REGISTRATION

Our study was registered in ClinicalTrials.gov (Identifier: NCT02980445).

Exploring educational impacts among pre, during and post COVID-19 lockdowns from students with different personality traits

The influence of personality traits on educational outcomes has been widely recognized and studied. Research has explored its effects on factors such as student satisfaction, academic anxiety, and dishonesty, particularly during the COVID-19 pandemic. However, there has been a lack of studies comparing the learning behaviors and performance of students with different personality traits during the pre, during, and post-COVID-19 lockdown periods. This study fills this gap by analyzing the differences in academic metrics, such as class grades and assignment submissions, among students with varying personality traits during different lockdown periods. Our research, based on a dataset of 282 graduate students in the USA, identified correlations and patterns between lockdown periods, personality traits, and academic metrics. For example, the class grades and the rate of late submissions were affected by different lockdown periods. Students with lower degree in extraversion and agreeableness made less attempts in assignment submissions. These findings can assist educators in identifying impacted students and developing effective teaching strategies at early stage in future incidents.

How successful the online assessment techniques in distance learning have been, in contributing to academic achievements of management undergraduates?

The implementation of online teaching and assessments was prompted by the current COVID-19 pandemic. Therefore, all universities had to adopt the distance-learning method as the only choice to continue education delivery. This study's main objective is to understand the effectiveness of assessment techniques followed through distance learning in Sri Lankan management undergraduates during COVID-19. Furthermore, utilizing a qualitative approach and thematic analysis for data analysis, semi-structured interviews with 13 management faculty lecturers selected through the purposive sample technique were used for data collection. The survey was conducted via an online questionnaire that was distributed to Sri Lankan undergraduates, and a total of 387 samples from management undergraduates were drawn for the quantitative data analysis using a simple random sampling technique. The study's main findings revealed that five online assessments are currently being utilized to evaluate management undergraduates' academic performance under distance learning, including online examinations, online presentations, online quizzes, case studies, and report submissions. In addition, this study statistically and with some qualitative empirical evidences in the existing literature proved that online examinations, online quizzes, and report submissions have a significant impact on undergraduates' academic performance. Further, this study also recommended that universities should implement procedures for online assessment techniques in order to assess the quality assurance of assessment techniques.

Supplementary Information

The online version contains supplementary material available at 10.1007/s10639-023-11715-7.