Motivation to learn: an international multilevel study on student autonomy and teacher emphasis on content usefulness / Motivación para aprender: un estudio internacional multinivel sobre la autonomía de los estudiantes y el énfasis de los docentes en la utilidad del contenido

En la educación superior, pocos estudios relacionan factores contextuales en la clase, como el énfasis del profesor en la utilidad del contenido y las características motivacionales de los estudiantes. El objetivo fue probar un modelo multinivel sobre la relación entre el énfasis del docente en la utilidad del contenido durante la clase, la autonomía de los estudiantes y, a su vez, la motivación para aprender. Participaron 3033 estudiantes universitarios matriculados de 1º a 4º grado de Ciencias de la Actividad Física y del Deporte, de universidades de España (N = 602), Portugal (N = 469), México (N = 1177), Chile (N = 372), y Brasil (N = 413). Se realizó un modelo de ecuaciones estructurales multinivel, en el que los participantes respondieron preguntas sobre el énfasis del profesor en la utilidad del contenido de la clase, la autonomía y la motivación para aprender. Se hipotetizó que el énfasis del profesor en la utilidad del contenido predecía la autonomía del estudiante que, por su vez, predecía la motivación para aprender. Los resultados, a nivel grupal e individual, indican que el énfasis del docente en la utilidad del contenido predijo la autonomía del estudiante, y la autonomía predijo la motivación para aprender.(AU)

Teacher autonomy support is related to improved student learn-ing. In higher education, few studies relate classroom contextual factors, such as teacher emphasis on content usefulness, and students' motivational characteristics. The aim was to test a multilevel model about the relation between the extent of teachers’ emphasis on the usefulness of class con-tent with student autonomy, and, in turn, on motivation to learn. The par-ticipants were 3033 university students enrolled from 1st to 4th grade of Sciences of the Physical Activity and Sport, from universities in Spain (N = 602), Portugal (N = 469), Mexico (N = 1177), Chile (N = 372), and Brazil (N = 413). A multilevel structural equation model was performed, in which participants answered questions about the teacher's emphasis on the use-fulness of class content, basic psychological need for autonomy, and moti-vation to learn. At the group and individual levels, the hypothesis is that the teacher's emphasis on the usefulness of class content predict the stu-dent autonomy, in turn, student autonomy predicts student motivation to learn. Results found at the group level and at the individual level the strength of teacher emphasis on class content predicted student autonomy; student autonomy predicted student motivation to learn.(AU)

Integrating deep learning techniques for personalized learning pathways in higher education.

The rapid improvement of artificial intelligence (AI) in the educational domain has opened new possibilities for enhancing the learning experiences for students. This research discusses the critical need for personalized education in higher education by integrating deep learning (DL) techniques to create customized learning pathways for students. This research intends to bridge the gap between constant educational content and dynamic student needs. This research presents an AI-driven adaptive learning platform implemented across four different courses and 300 students at a university in Faisalabad-Pakistan. A controlled experiment compares student outcomes between those using the AI platform and those undergoing traditional instruction. Quantitative results demonstrate a 25 % improvement in grades, test scores, and engagement for the AI group, with a statistical significance of a p-value of 0.00045. Qualitative feedback highlights enhanced experiences attributed to personalized pathways. The DL analysis of student performance data highlights key parameters, including enhanced learning outcomes and engagement metrices over time. Surveys reveal increased satisfaction compared to one-size-fits-all content. Unlike prior AI research lacking rigorous validation, our methodology and significant results deliver a concrete framework for institutions to implement personalized, AI-driven education at scale. This data-driven approach builds on previous attempts by tying adaptations to actual student needs, yielding measurable improvements in key outcomes. Overall, this work empirically validates that AI platforms leveraging robust analytics to provide customized and adaptive learning can significantly enhance student academic performance, engagement, and satisfaction compared to traditional approaches. These findings have insightful consequences for the future of higher education. The research contributes to the growing demand for AI in education research and provides a practical framework for institutions seeking to implement more adaptive and student-centric teaching methodologies.

Analysis of the university experience of undergraduate students of Education degrees.

The evaluation of the university experience of students is an increasingly frequent field of analysis among the academic community, as they represent one of the most important groups in universities and it is essential to know their opinion and satisfaction with the different services and resources that the university institution makes available to them. In this sense, the two objectives of the study were the following: 1) To analyse the undergraduate university experience of the different groups of students (graduates, students, drop-outs). 2) To identify which aspects of the academic training received predict each of the student groups. To this end, a study was carried out specifically aimed at undergraduate education students at the University of Granada (Spain), distinguishing between graduates, students, and those who had dropped out of their studies. A total of 292 students participated (82 female and 210 male), of whom 123 were graduates, 98 were still students and 71 were drop-outs. After the application of three questionnaires, it was found that the three aforementioned groups of participants coincided in particularly valuing characteristic dimensions of the formal teaching-learning scenario in the university experience. In addition, the linear regression analysis carried out identified the personalised attention factor as having the highest predictive value as regards student type. Thus, the results of the study point to an assessment of academic training focused on the need on the part of all three groups of participants for teacher support and individualised guidance. The study may be useful in providing universities with new data to help improve the teaching performance of Education degree teaching staff concerning students; for example, by encouraging their participation in tutorial action programmes.

Digital competences of university students after face-to-face and remote teaching: Video-animations digital create content.

In today's digitally advanced society, there is a need to focus on collaborative educational approaches of a socio-community nature that incorporate technology. From this perspective, the FEJYLEN and FEJYLENVAL programs were conceived and implemented for both remote (online) and face-to-face teaching. These programs are based on an E-Learning-Service methodology, enabling the training of university students in digital skills, and facilitating the transfer of their interactive educational video-animations to early childhood education centers. The study sample consisted of 221 students enrolled in Early Childhood Education and Speech Therapy Degrees. The study had two objectives: first, to compare digital competences before and after participating in the mentioned programs; and second, to evaluate the impact of the type of teaching and university training on the acquisition of digital competences. The findings indicate that students receiving face-to-face teaching demonstrated significant improvement across all digital competences' factors with a medium-high effect size. Conversely, for students receiving remote instruction, improvements were limited to only certain skill factors. Our study reveals that face-to-face teaching is associated with higher scores in digital competencies and more efficient digital content creation. In conclusion, this research highlights the advantages of face-to-face teaching in comparison to remote instruction. This has facilitated a closer connection between the university and the realities faced by educational centers, fostering the exchange of knowledge between learning communities.

Complex artificial intelligence models for energy sustainability in educational buildings.

Energy consumption of constructed educational facilities significantly impacts economic, social and environment sustainable development. It contributes to approximately 37% of the carbon dioxide emissions associated with energy use and procedures. This paper aims to introduce a study that investigates several artificial intelligence-based models to predict the energy consumption of the most important educational buildings; schools. These models include decision trees, K-nearest neighbors, gradient boosting, and long-term memory networks. The research also investigates the relationship between the input parameters and the yearly energy usage of educational buildings. It has been discovered that the school sizes and AC capacities are the most impact variable associated with higher energy consumption. While 'Type of School' is less direct or weaker correlation with 'Annual Consumption'. The four developed models were evaluated and compared in training and testing stages. The Decision Tree model demonstrates strong performance on the training data with an average prediction error of about 3.58%. The K-Nearest Neighbors model has significantly higher errors, with RMSE on training data as high as 38,429.4, which may be indicative of overfitting. In contrast, Gradient Boosting can almost perfectly predict the variations within the training dataset. The performance metrics suggest that some models manage this variability better than others, with Gradient Boosting and LSTM standing out in terms of their ability to handle diverse data ranges, from the minimum consumption of approximately 99,274.95 to the maximum of 683,191.8. This research underscores the importance of sustainable educational buildings not only as physical learning spaces but also as dynamic environments that contribute to informal educational processes. Sustainable buildings serve as real-world examples of environmental stewardship, teaching students about energy efficiency and sustainability through their design and operation. By incorporating advanced AI-driven tools to optimize energy consumption, educational facilities can become interactive learning hubs that encourage students to engage with concepts of sustainability in their everyday surroundings.

A qualitative exploration of transitions, compliance, and onboarding challenges for international students in health professional education degrees.

Background: Australia provides education services to international students which includes international students completing a health professional education (HPE) degree. Studying for a HPE degree can be challenging for most students. There are specific challenges for international students when completing a degree with clinical placements. The challenges international students can face include receiving adequate and timely information, understanding health service access, and receiving the correct information from education providers and agents.Objectives: To gain an in-depth understanding of the challenges for international health professional education students in accessing healthcare, understanding the requirements of compliance to attend clinical placements and the difficulties with attending clinical placements.Design: A semi-structured interview schedule based on findings from a survey (N = 318 participants) was used to explore international student perspectives in one-on-one interviews.Methods: Data were collected from international HPE students from a single Australian metropolitan multi-campus university using a questionnaire, which included qualitative open-ended questions, in addition to semi-structured follow-on interviews. Data collection took place between March and October 2021 and qualitative data were inductively thematically analysed.Results: Challenges reported in interviews by six international students were focused on understanding the navigation of new administrative systems and compliance processes. Students noted gaps in the communication of understanding legislative compliance requirements to attend clinical placements, difficulties accessing healthcare and making use of overseas student health cover, organisational issues, and transport issues when attending clinical placements.Conclusions: Higher education providers and international education agents must address communication deficits in course requirements linked to clinical placement prerequisites. This study highlights gaps in commencing international students' understanding, and higher education providers' communication of clear, timely detailed information.

Depressive Symptoms Among Higher Education Students in Germany-A Systematic Review and Meta-Analysis.

Objectives: Higher education students in Germany are vulnerable to depressive symptoms. Despite ample evidence, no comprehensive review has recently been conducted. Thus, our systematic review and meta-analysis aims at describing the extent to which students are affected by depressive symptoms. Methods: We searched three databases for articles reporting the prevalence rates of depressiveness among students in Germany published between 2002 and 2023. Pooled prevalence rates were calculated using random effects models, both for the overall sample and for subgroups categorized by gender, study setting, assessment instrument, and whether the study was conducted before or during the COVID-19 pandemic. Results: The search yielded 992 records. After screening, 60 articles remained for data extraction. About one out of five students (21.1%) exhibits depressive symptoms. Pooled prevalence rates differ between subgroups, with higher rates during the COVID-19 pandemic than before (30.6% versus 18.0%) and with females being more affected than their male counterparts (29.0% versus 23.1%). Conclusion: This review underlines the urgency with which the mental health of students should be addressed at the (higher educational) policy level.Clinical Trial Registration: PROPSPERO, Identifier CRD42022384066.

Exploring the Loss Aversion Scale's psychometric properties in Spain.

Loss aversion is a psychological construct defined as a tendency to value potential losses more than gains in a situation that requires decision-making. The Loss Aversion Scale (LAS, eight items) measures an individual's loss aversion to various situations. However, the generalization of its psychometric properties to different population groups is unknown. This study aimed to validate the LAS instrument for use among Spanish university adults. To this end, two studies were conducted: a content validity study calculating the substantive validity (N = 24) of the instrument's translation from original English to Spanish and a study of internal structure and association (N = 766) among Spanish university men and women aged 18-35. The analyses performed for each sample indicated that the instrument had adequate validity and reliability values as a one-dimensional measure; however, items 5 and 8 had to be removed. Their scores indicated moderate-magnitude correlations with social desirability. This article debates the study's limitations, practical implications, and future lines of research based on the results. The conclusion is that the Loss Aversion Scale instrument suits general Spanish population samples and requires probable methodological control concerning social desirability.

'Special issue-ization' as a growth and revenue strategy: Reproduction by the "big five" and the risks for research integrity.

The exponential growth of MDPI and Frontiers over the last decade has been powered by their extensive use of special issues. The "special issue-ization" of journal publishing has been particularly associated with new publishers and seen as potentially "questionable." Through an extended case-study analysis of three journals owned by one of the "big five" commercial publishers, this paper explores the risks that this growing use of special issues presents to research integrity. All three case-study journals show sudden and marked changes in their publication patterns. An analysis of special issue editorials and retraction notes was used to determine the specifics of special issues and reasons for retractions. Descriptive statistics were used to analyse data. Findings suggest that these commercial publishers are also promoting special issues and that article retractions are often connected to guest editor manipulation. This underlies the threat that "special issue-ization" presents to research integrity. It highlights the risks posed by the guest editor model, and the importance of extending this analysis to long-existing commercial publishers. The paper emphasizes the need for an in-depth examination of the underlying structures and political economy of science, and a discussion of the rise of gaming and manipulation within higher education systems.

From athletic excellence to academic influence: a study of retired Chinese athletes transitioning into the higher education sector.

While the career transition of athletes has been explored to several extents, it is often marked by complex psychosocial challenges and requires a redefined sense of identity and professional purpose. Research to date has predominately focused on the disadvantages or inequity emerging from broad social demographics without delving into specific career transition pathways, such as into higher education settings. This study specifically investigates the unique psychosocial factors underlying the career transition of retired Chinese athletes into higher education. We conducted an interview phase with retired Chinese athletes (Phase 1, n = 17) and a Delphi phase with senior human resources (HR) managers from Chinese higher education settings (Phase 2, n = 15). This approach allowed us to understand the lived experiences and challenges of these athletes within the Chinese cultural and social context, as well as HR experts' perceptions of their career transitions, respectively. The results unveil crucial psychosocial factors that motivate, and the barriers that challenge, and difficulties retired Chinese athletes in their transition, informing intervention and policy efforts to facilitate their successful integration into higher education.

Improving student diet and food security in higher education using participatory and co-creation approaches: a systematic review.

BACKGROUND: Higher education students are an important target group for public health nutrition interventions. When designing tailored and contextually relevant interventions, participatory and co-creation approaches are increasingly recognized as promising but their use and effectiveness has not been assessed in this type of population. We systematically reviewed interventions aiming to improve dietary quality and/or food security in higher education settings with the aims 1) to identify and describe their participatory and co-creation approaches and 2) to compare the effectiveness of interventions using or not using participatory and co-creation approaches. METHODS: Our search in PubMed, Google Scholar, Web of Science, EMBASE was performed in January 2023 and yielded 3658 unique records, out of which 42 articles (66 interventions) were included. Effectiveness of interventions was assessed at the individual level (longitudinal evaluations) or at the group level (repeated cross-sectional evaluations). A five-level classification was used to describe a continuum of engagement from students and other partners in the intervention design and implementation: no participation (level one), consultation, co-production, co-design and co-creation (levels two to five). To synthetize effectiveness, comparisons were made between studies without participation (level one) or with participation (levels two-five). RESULTS: Ten (24%) out of 42 studies used a participatory and co-creation approach (levels two-five). Studies using a participatory and co-creation approach reported a positive finding on individual-level outcome (i.e. overall diet quality or food group intake or food security) in 5/13 (38%) intervention arms (vs 13/31 or 42% for those without participation). Studies using a participatory and co-creation approach reported a positive finding on group-level outcomes (i.e. food choices in campus food outlets) in 4/7 (57%) (vs 8/23 or 35% in those without participation). CONCLUSIONS: Participatory and co-creation approaches may improve the effectiveness of nutrition interventions in higher education settings but the level of evidence remains very limited. More research is warranted to identify best co-creation practices when designing, implementing and evaluating nutritional interventions in the higher education setting. TRIAL REGISTRATION: PROSPERO registration number CRD42023393004.

Evaluation of veterinary students' suture performance according to three different instructional modalities.

Background: Higher education attempts to ameliorate the learning experience through match between learning subjects and students' learning styles. Aim: This study evaluates the efficacy of three different instructional modalities aimed at teaching veterinary students how to make simple suture knots. Methods: A cohort of 43 fourth-year students were split into 3 groups and provided with different instructional modalities: presentation with pictures and descriptions, hard copy text, and muted video. The student's surgical simulation performance was evaluated. Then, they answered a 23 question-survey, Fleming VARK questionnaire based, investigating their learning profile. Kruskal Wallis test evaluated different instructional modalities effect on student's performance. The chi-square test assessed differences between instructional modalities and learning profiles, profile self evaluation, and training session comprehension. Results: Students showed auditory unimodal VARK profile (16/43), did not know their learning profile (26/43), and favored personalized teaching strategies (43/43). No differences were found for: surgical performance, except for forceps handling; and between instructional modalities: either for learning profiles (p-value = 0.43), or profile self evaluation (p-value = 0.42). Differences were found between instructional modalities and training session comprehension. As limitations, auditory instructional modalities, participants' age, and gender were not recorded or evaluated. Conclusion: Our study provides feedback on modern teaching modalities in which students play a key role. Participants showed a variety of learning profiles although displaying no significant performance differences.

Strategies, Facilitators, and Barriers in Managing Academic Occupational Disruptions: Implications for Occupational Therapy Education.

Background: Higher education was gravely affected by the pandemic which caused academic occupational disruptions and affected students. Challenges in successful engagement in occupations influence the health and well-being of the individual. Consequently, it is vital for occupational therapist (OT) educators to be informed on how to manage academic occupational disruptions to minimize its occurrence, mitigate its impact, and support students' academic occupations. Objectives: This study aimed to determine the strategies, facilitators, and barriers in managing academic occupational disruptions encountered by Filipino OT educators. Methods: Respondents were ninety (90) Filipino OT educators coming from the different HEIs in the Philippines offering BSOT who completed an online cross-sectional survey. A 4-point Likert-scale was used to determine the strategies, facilitators, and barriers in managing academic occupational disruptions. Descriptive statistics was used for data analysis. Results: Respondents often (M = 2.95, SD = 0.94) utilize strategies for managing academic occupational disruptions, highlighting scheduling of synchronous and asynchronous sessions to balance online workload as the most utilized strategy. Respondents often (M = 3.00, SD = 0.70) encounter facilitators of managing academic occupational disruptions, citing flexibility of the school in adapting existing courses based on the context of delivery as the most common facilitator. Respondents sometimes (M = 2.19, SD = 0.95) encounter barriers to managing academic occupational disruptions, indicating need to work for income as the top barrier. Conclusion: Despite the utilization of strategies and presence of facilitators in managing academic occupational disruptions, Filipino OT educators still encountered barriers. Psychosocial support and needs were also highlighted across strategies, facilitators, and barriers in managing academic occupational disruptions. This prompts for further sustainable development of OT competence to inform occupational therapy educators on how to minimize academic occupational disruptions, to mitigate its impact, and to support students' academic occupations.

Fostering student authorship skills in synthetic biology.

Women and racial minorities are underrepresented in the synthetic biology community. Developing a scholarly identity by engaging in a scientific community through writing and communication is an important component for STEM retention, particularly for underrepresented individuals. Several excellent pedagogical tools have been developed to teach scientific literacy and to measure competency in reading and interpreting scientific literature. However, fewer tools exist to measure learning gains with respect to writing, or that teach the more abstract processes of peer review and scientific publishing, which are essential for developing scholarly identity and publication currency. Here we describe our approach to teaching scientific writing and publishing to undergraduate students within a synthetic biology course. Using gold standard practices in project-based learning, we created a writing project in which students became experts in a specific application area of synthetic biology with relevance to an important global problem or challenge. To measure learning gains associated with our learning outcomes, we adapted and expanded the Student Attitudes, Abilities, and Beliefs (SAAB) concept inventory to include additional questions about the process of scientific writing, authorship, and peer review. Our results suggest the project-based approach was effective in achieving the learning objectives with respect to writing and peer reviewed publication, and resulted in high student satisfaction and student self-reported learning gains. We propose that these educational practices could contribute directly to the development of scientific identity of undergraduate students as synthetic biologists, and will be useful in creating a more diverse synthetic biology research enterprise.

Higher Education Institutions as Strategic Centers for Promoting Social Innovation in Gerontology: Insights from the Senior Innovation Lab Training Initiative.

BACKGROUND: Social innovation and gerontology develop a wide range of actions aimed at supporting and improving the needs of long-lived populations. Higher education institutions (HEIs) are drivers of change, and their potential to develop solutions through teaching students' social innovation skills should be considered in the field of longevity. This article reports the results obtained by the Senior Innovation Lab (SIL) training initiative. METHODS: Challenge-based learning, design thinking, and lean startup approaches were implemented in training 26 participants with the final aim of developing innovative solutions to previously identified long-lived population needs. RESULTS: Final products were innovative ideas developed through collaboration between students, academic staff, and business employees, indicating the importance of adopting entrepreneurial approaches in academic teaching. The participants identified motivation and perseverance as the most relevant entrepreneurial skills and most of them also perceived that they possessed it. The participants also considered spotting opportunities (chance to add value) as the most desired skill throughout the whole experience. CONCLUSIONS: SIL's assessment showed that social innovation methodologies contributed to the development of learning strategies, enabling potential solutions for the ageing challenges.

Promoting Inclusive Learning Environments: Leveraging University Websites for Digital Empowerment in the Post-COVID-19 Era.

In an era of global interdependence, universities play a crucial role in promoting social responsibility and sustainable development. The United Nations Convention on the Rights of Persons with Disabilities emphasizes the empowerment of individuals with disabilities, a key aspect of inclusion. The COVID-19 pandemic underscored the necessity of digital platforms to ensure equitable opportunities, particularly for those with disabilities. It highlighted challenges in transitioning to remote operations and stressed the importance of accessible digital tools in maintaining inclusivity during disruptions. This study investigates how university websites promote social responsibility and empower individuals with disabilities in Saudi Arabia, the UK, and the US. It also examines how these websites foster inclusivity, advocate for disability rights, and contribute to societal change. Using a qualitative case study design, the study evaluated university websites focusing on accessibility services, inclusive policies, and academic accommodations. Qualitative content and thematic analyses identified recurring themes and variations. The findings reveal diverse strategies in empowerment initiatives, website maintenance practices, community engagement approaches, the accessibility of support services, and the presentation of success stories. Despite differences among websites, this study underscores their significance in empowering individuals with disabilities. Recommendations aim to guide universities worldwide in enhancing their digital platforms, ensuring inclusivity, especially during challenges like the COVID-19 pandemic.

How College Students Used Information From Institutions of Higher Education in the United States During COVID-19: Web-Based Cross-Sectional Survey Study.

BACKGROUND: The start of the COVID-19 pandemic resulted in the implementation of nonpharmaceutical interventions by US institutions of higher education at an unprecedented level. During the backdrop of an emerging pandemic, younger adults (eg, college students) had an overall lower risk for severe outcomes for SARS-CoV-2, making this population a potential source of transmission for age groups with high susceptibility and negative health outcomes. We examine how college students' level of concern for COVID-19 was influenced by different sources of information, their living status, income level, and other demographic identifiers and its association with prevention behavior change. OBJECTIVE: We sought to examine the level of concern, defined as the extent to which the participant would take corrective action to mitigate contracting or spreading the virus (to family or friends) by using personal protective equipment such as a face mask, practicing social distancing, and following other public health recommendations, among college students during the COVID-19 pandemic. METHODS: A cross-sectional, web-based survey was conducted in 2021 among 185 college students aged 18-41 years, with most living in New York City and the United States (n=134, 72.4%). Out of 185 college students, 94 provided their zip codes, with 51 of those college students indicating they lived in New York City areas. The participants completed the survey via a QR code. Study participants who did not complete the full survey or were not college students in any US college or university were excluded. Analyses were conducted using R (version 4.2.2; R Foundation for Statistical Computing). RESULTS: Of 185 respondents participated in the study, 25 (13.5.%) used emails from their schools, 51 (27.6%) used mainstream media, and 109 (58.9%) used social media and other sources to obtain information about COVID-19. Of the 109 participants who learned about the pandemic from social media, 91 (83.5%) were concerned; however, only 63% (32/51) and 60% (15/25) of the participants who sourced information from mainstream media and their schools' email, respectively, were concerned. Further, the participants who received information from social media and other sources were about 3 times more likely to be concerned about COVID-19 than participants who received information from the university via email (P=.036; OR=3.07, 95% CI: 1.06-8.83).. CONCLUSIONS: College students who received information from social media and other sources were more likely to be concerned about COVID-19 than students who received information from their school via emails.

An Exploration of Lived Experiences of Sexually and Gender Diverse Staff Members in Higher Education: A Case Study.

Sexually and gender diverse staff in Higher Education Institutions may experience a sense of belonging and acceptance in inclusive environments, but may also face discrimination and bias, leading to feelings of isolation and exclusion. This paper reports on findings from 40 in-depth interviews and six focus group discussions with LGBTQIA+ self-identified staff members in a HEI and LGBTQIA+ allies who may identify as LGBTQIA+ themselves. Findings reveal that first impressions when joining a university as a staff member may have a long-lasting effect, while both positive and negative experiences are present. Further, a pattern is developed among gay men who may be placing more emphasis on their relationship with line managers, which can be supportive but at times toxic, unsupportive and inattentive. In addition to this, the findings highlight discrimination faced by staff, its impact on their wellbeing, and the significance of visibility and representation. This paper concludes that lived experiences of LGBTQIA+ staff members in Higher Education continue to be mixed with a high percentage of staff experiencing discrimination, primarily in the form of microaggressions, but institutions need to be more pro-active to foster safe spaces for all with more inclusive policies and practices.

Discrepancies in prevalence estimates of suicidal ideation and attempts in 18- to 22-year-old US college students: a comparison of three surveys.

PURPOSE: Suicidal thoughts and behaviors (STB) have been increasing among US college students. Accurate measurement of STB is key to understanding trends and guiding suicide prevention efforts. We aimed to compare the prevalence estimates of STB among college students from two campus-based surveys (the National College Health Assessment [NCHA] and the Healthy Minds Study [HMS]) and one general population study (the National Survey on Drug Use and Health [NSDUH]). METHODS: Estimates were generated from the three surveys for past year suicidal ideation (PYSI) and past year suicide attempts (PYSA) among 18- to 22-year-old full-time college students. Data were combined from each survey to develop bivariate and multivariate regression models for odds of PYSI and PYSA. RESULTS: Estimates for PYSI varied between the three surveys: 34.3% for NCHA, 15.0% for HMS, and 10.7% for NSDUH. Estimates for PYSA were 2.6% for NCHA, 1.6% for HMS, and 1.7% for NSDUH. After adjusting for demographic and educational characteristics, odds of PYSI remained significantly lower for HMS participants (aOR 0.31, 95% CI 0.29-0.33) and NSDUH participants (aOR 0.19, 95% CI 0.19-0.30) compared to NCHA participants. The odds of PYSA for HMS participants were lower than those for NCHA participants (aOR 0.63, 95% CI 0.54-0.73). CONCLUSION: Estimates of PYSI and PYSA vary between leading sources of data on college student mental health. The differences are likely related to question wording, survey implementation, as well as institutional and individual representation. Accounting for these differences when interpreting estimates of STB can help guide suicide prevention efforts.

The Impact of Artificial Intelligence (AI) on Midwifery Education: A Scoping Review.

As in other healthcare professions, artificial intelligence will influence midwifery education. To prepare midwifes for a future where AI plays a significant role in healthcare, educational requirements need to be adapted. This scoping review aims to outline the current state of research regarding the impact of AI on midwifery education. The review follows the framework of Arksey and O'Malley and the PRISMA-ScR. Two databases (Academic Search Premier and PubMed) were searched for different search strings, following defined inclusion criteria, and six articles were included. The results indicate that midwifery practice and education is faced with several challenges as well as opportunities when integrating AI. All articles see the urgent need to implement AI technologies into midwifery education for midwives to actively participate in AI initiatives and research. Midwifery educators need to be trained and supported to use and teach AI technologies in midwifery. In conclusion, the integration of AI in midwifery education is still at an early stage. There is a need for multidisciplinary research. The analysed literature indicates that midwifery curricula should integrate AI at different levels for graduates to be prepared for their future in healthcare.