Preclerkship Medical Students' Use of Third-Party Learning Resources.

Importance: Undergraduate medical education increasingly relies on asynchronous, virtual learning; and medical educators have observed students engaging in self-directed learning outside of their institutional curriculum using widely available third-party resources. If medical educators better understand how students are learning, they may uncover novel opportunities to improve preclerkship education. Objective: To explore how and why preclerkship medical students use third-party learning resources. Design, Setting, and Participants: This qualitative study recruited second-year medical students from 7 public and private allopathic US medical schools and conducted 7 virtual focus groups (1 per institution) from September 2022 to January 2023, exploring how and why students use third-party resources. Data were iteratively analyzed in parallel with focus groups using constructivist grounded theory methodology. Data analysis was performed from October 2022 to February 2023. Results: Fifty-eight second-year US medical students who had used a third-party resource at least once participated; 36 (61%) identified as women; 13 (23%) identified as Asian, 6 (11%) as Black, 30 (53%) as White, 6 (11%) as multiracial, and 4 (7%) as other; 6 (10%) identified as Hispanic, Latino, or Spanish origin, and 52 (90%) identified as non-Hispanic, Latino, or Spanish origin; 48 (83%) were aged 23 to 25 years. Participants described engaging in a cyclical process of deciding whether and how to use third-party resources. Four broad themes were identified: (1) hearing about resources, (2) selecting resources, (3) using resources, and (4) tensions and possible solutions. Participants largely heard about third-party resources from peers and turned to resources out of dissatisfaction with some aspect of their medical school curriculum. Students used resources in various ways that were user-dependent and context-dependent. Participants endorsed multiple benefits over their in-house curricula, particularly efficiency, clarity, and concision. Tensions included navigating resource drawbacks and the perception of an antagonistic relationship between medical schools and third-party resources. Participants suggested that medical schools examine the resources, recommend specific ones, integrate them into the curriculum, and subsidize their cost. Conclusions and Relevance: In this qualitative study of preclerkship medical student use of third-party resources, participants perceived that the resources had numerous benefits for learning and suggested that medical schools should more formally acknowledge and integrate their use.

Survey of New Jersey K-12 Professionals on Work-Based Learning During COVID-19: A Preliminary Study and Future Implications.

BACKGROUND: The New Jersey Safe Schools Program (NJSS) offers an online professional development certification course, titled "Designing and Implementing Student Training Plans," for NJ high school (HS) teachers developing secondary school student work-based learning (WBL) programs. WBL provides students opportunities to engage in career-related field tasks, aligned to curricular instruction. METHODS: In January-July 2021, during 7 cohorts of trainings, questions in the training's assignment gauged teacher and student concerns regarding worksite placements during the COVID-19 pandemic, learning delivery format preferences, and alternative activities for WBL credit. RESULTS: In January-July 2021, 68 of 134 HS teachers (51%) were concerned placing students in WBL and indicated "no" and "I don't know" (37% and 31%, respectively) about employer willingness to offer virtual mentorship during the pandemic. CONCLUSIONS: This preliminary study presents insights of newly credentialed WBL supervisory HS teachers regarding impacts of COVID-19 on student health and workplace safety, preferred WBL formats, and potential implementation of COVID-19 safety trainings.

An Association Rule-Based Multiresource Mining Method for MOOC Teaching.

The selection of MOOC teaching resources is influenced by diversified resource positioning methods, which leads to low index efficiency of resource mining. Therefore, this paper proposes a multiresource mining method based on association rules to collect the learning behavior data of MOOC users and establish the MOOC teaching resource warehouse. Aiming at the attribute set of information association positioning, the association rules of teaching resources are designed. In addition, the association rules are combined with the shortest path scheduling scheme of teaching resources to establish the location and mining of diversified MOOC teaching-associated resources. Finally, the clustering method is used to process the results of teaching resource mining and complete the clustering of diversified teaching resources. Experimental results show that the index time required by the proposed mining method is 0.1 s, which is only 1/6 of other resource mining methods.

Urban Classification, Not COVID-19 Community Rates, Was Associated With Modes of Learning in US K-12 Schools?

OBJECTIVES: To identify factors associated with the decision to provide in-person, hybrid, and remote learning in kindergarten through 12th grade school districts during the 2020-2021 school year. METHODS: We performed a retrospective study evaluating school district mode of learning and community coronavirus 2019 (COVID-19) incidence and percentage positivity rates at 3 time points during the pandemic: (1) September 15, 2020 (the beginning of the school year, before Centers for Disease Control and Prevention guidance); (2) November 15, 2020 (midsemester after the release of Centers for Disease Control and Prevention guidance and an increase of COVID-19 cases); and (3) January 15, 2021 (start of the second semester and peak COVID-19 rates). Five states were included in the analysis: Michigan, Missouri, North Carolina, Ohio, and Wisconsin. The primary outcome was mode of learning in elementary, middle, and high schools during 3 time points. The measures included community COVID-19 incidence and percentage positivity rates, school and student demographics, and county size classification of school location. RESULTS: No relationship between mode of learning and community COVID-19 rates was observed. County urban classification of school location was associated with mode of learning with school districts in nonmetropolitan and small metropolitan counties more likely to be in-person. CONCLUSIONS: Community COVID-19 rates did not appear to influence the decision of when to provide in-person learning. Further understanding of factors driving the decisions to bring children back into the classroom are needed. Standardizing policies on how schools apply national guidance to local decision-making may decrease disparities in emergent crises.

Addressing Pediatric Developmental and Mental Health in Primary Care Using Tele-Education.

This study evaluates the effectiveness of an early childhood tele-education program in preparing community pediatric clinicians to manage developmental and mental health disorders in young children. Community pediatric clinicians from rural, underserved, or school-based health center practices in the mid-Atlantic region participated in a weekly tele-education videoconference. There was a significant knowledge gain evidenced by the percentage of questions answered correctly from pre- to post- didactic exposure (P < .001). Participants reported an increase in knowledge from pre- (P < .001) and in confidence from pre- to post- participation (P < .001). Practice management changes demonstrated an encouraging trend toward managing patients in the Medical Home, as compared with immediately deferring to specialists following participation. This early childhood tele-education videoconferencing program is a promising response to the urgent need to confidently increase the role of pediatricians in the provision of care for childhood developmental and mental health disorders.

Research on Classroom Online Teaching Model of "Learning" Wisdom Music on Wireless Network under the Background of Artificial Intelligence.

This article uses a multimodal smart music online teaching method combined with artificial intelligence to address the problem of smart music online teaching and to compensate for the shortcomings of the single modal classification method that only uses audio features for smart music online teaching. The selection of music intelligence models and classification models, as well as the analysis and processing of music characteristics, is the subjects of this article. It mainly studies how to use lyrics and how to combine audio and lyrics to intelligently classify music and teach multimodal and monomodal smart music online. In the online teaching of smart music based on lyrics, on the basis of the traditional wireless network node feature selection method, three parameters of frequency, concentration, and dispersion are introduced to adjust the statistical value of wireless network nodes, and an improved wireless network is proposed. After feature selection, the TFIDF method is used to calculate the weights, and then artificial intelligence is used to perform secondary dimensionality reduction on the lyrics. Experimental data shows that in the process of intelligently classifying lyrics, the accuracy of the traditional wireless network node feature selection method is 58.20%, and the accuracy of the improved wireless network node feature selection method is 67.21%, combined with artificial intelligence and improved wireless, the accuracy of the network node feature selection method is 69.68%. It can be seen that the third method has higher accuracy and lower dimensionality. In the online teaching of multimodal smart music based on audio and lyrics, this article improves the traditional fusion method for the problem of multimodal fusion and compares various fusion methods through experiments. The experimental results show that the improved classification effect of the fusion method is the best, reaching 84.43%, which verifies the feasibility and effectiveness of the method.

Distance learning in higher education during COVID-19: The role of basic psychological needs and intrinsic motivation for persistence and procrastination-a multi-country study.

Due to the COVID-19 pandemic, higher educational institutions worldwide switched to emergency distance learning in early 2020. The less structured environment of distance learning forced students to regulate their learning and motivation more independently. According to self-determination theory (SDT), satisfaction of the three basic psychological needs for autonomy, competence and social relatedness affects intrinsic motivation, which in turn relates to more active or passive learning behavior. As the social context plays a major role for basic need satisfaction, distance learning may impair basic need satisfaction and thus intrinsic motivation and learning behavior. The aim of this study was to investigate the relationship between basic need satisfaction and procrastination and persistence in the context of emergency distance learning during the COVID-19 pandemic in a cross-sectional study. We also investigated the mediating role of intrinsic motivation in this relationship. Furthermore, to test the universal importance of SDT for intrinsic motivation and learning behavior under these circumstances in different countries, we collected data in Europe, Asia and North America. A total of N = 15,462 participants from Albania, Austria, China, Croatia, Estonia, Finland, Germany, Iceland, Japan, Kosovo, Lithuania, Poland, Malta, North Macedonia, Romania, Sweden, and the US answered questions regarding perceived competence, autonomy, social relatedness, intrinsic motivation, procrastination, persistence, and sociodemographic background. Our results support SDT's claim of universality regarding the relation between basic psychological need fulfilment, intrinsic motivation, procrastination, and persistence. However, whereas perceived competence had the highest direct effect on procrastination and persistence, social relatedness was mainly influential via intrinsic motivation.

Teacher stress and anxiety during COVID-19: An empirical study.

The purpose of this study was to explore how returning to teaching during the Coronavirus disease (COVID-19) pandemic impacted teachers' stress and anxiety. Specifically, the study investigated how teachers' anxiety changed during the first month of school. Additionally, the study explored the association of teachers' stress and anxiety and predictor variables for changes in teacher anxiety while teaching during the COVID-19 pandemic. The present study included 329 elementary teachers from across the United States who completed a survey during the first week of October 2020. The results found that most teachers saw no change or an increase in anxiety during the first month. Significant predictors of increased teacher anxiety included stress and communication within the school, with virtual instruction teachers having the most increase in anxiety. In comparison, the no change in anxiety group included significant predictors of stress, virtual instruction, and communication within the school. The present study provides applicable information to schools and districts as there is limited empirical research on the impact of the COVID-19 pandemic on teachers. Teachers are working as frontline workers during the pandemic; thus, schools and districts need to monitor teacher stress and anxiety during the COVID-19 pandemic and provide the necessary support. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

Educators' implementation and use of social and emotional learning early in the COVID-19 pandemic.

The coronavirus disease of 2019 (COVID-19) has had multifaceted effects on students, their families, and the educators who support their learning. Early in the COVID-19 pandemic, one of the most notable changes for schools was the sudden move to distance learning-an unprecedented disruption to academic, social, and emotional instruction. Social and emotional learning (SEL) skills play an important role in human development by supporting academic success and overall well-being, including skills for effectively coping with stressors such as those imposed by the COVID-19 pandemic. Building on previous work, we created the Crisis Response Educator SEL Survey (CRESS) to examine predictors of SEL implementation during the pandemic. Structural equation models (SEMs) were used to predict: (a) educators' reported challenges implementing SEL during distance learning; (b) educator SEL implementation with students and use of social and emotional (SE) strategies for themselves; and (c) educator self-judgment and emotional exhaustion. Predictors included school/district guidance to support SEL, school/district support of educator SE needs, and the priority on SEL for the school and the educator. Our sample consisted of 219 educators committed to SEL who reported on their experience with SEL during distance learning toward the end of the 2019-2020 school year. Findings suggest that school/district support of educator SE needs predicts lower levels of challenge implementing SEL during distance learning and lower levels of educator burnout and self-judgment, whereas greater school/district guidance to support SEL was associated with more SEL implementation with students and more educator use of SE strategies for themselves. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

COVID-19-Related School Closures and Learning Modality Changes - United States, August 1-September 17, 2021.

Beginning in January 2021, the U.S. government prioritized ensuring continuity of learning for all students during the COVID-19 pandemic (1). To estimate the extent of COVID-19-associated school disruptions, CDC and the Johns Hopkins University Applied Physics Laboratory used a Hidden Markov Model (HMM) (2) statistical approach to estimate the most likely actual learning modality based on patterns observed in past data, accounting for conflicting or missing information and systematic Internet searches (3) for COVID-19-related school closures. This information was used to assess how many U.S. schools were open, and in which learning modalities, during August 1-September 17, 2021. Learning modalities included 1) full in-person learning, 2) a hybrid of in-person and remote learning, and 3) full remote learning.

How COVID-19 kick-started online learning in medical education-The DigiMed study.

BACKGROUND: The coronavirus disease 2019 (COVID-19) pandemic led to far-reaching restrictions of social and professional life, affecting societies all over the world. To contain the virus, medical schools had to restructure their curriculum by switching to online learning. However, only few medical schools had implemented such novel learning concepts. We aimed to evaluate students' attitudes to online learning to provide a broad scientific basis to guide future development of medical education. METHODS: Overall, 3286 medical students from 12 different countries participated in this cross-sectional, web-based study investigating various aspects of online learning in medical education. On a 7-point Likert scale, participants rated the online learning situation during the pandemic at their medical schools, technical and social aspects, and the current and future role of online learning in medical education. RESULTS: The majority of medical schools managed the rapid switch to online learning (78%) and most students were satisfied with the quantity (67%) and quality (62%) of the courses. Online learning provided greater flexibility (84%) and led to unchanged or even higher attendance of courses (70%). Possible downsides included motivational problems (42%), insufficient possibilities for interaction with fellow students (67%) and thus the risk of social isolation (64%). The vast majority felt comfortable using the software solutions (80%). Most were convinced that medical education lags behind current capabilities regarding online learning (78%) and estimated the proportion of online learning before the pandemic at only 14%. In order to improve the current curriculum, they wish for a more balanced ratio with at least 40% of online teaching compared to on-site teaching. CONCLUSION: This study demonstrates the positive attitude of medical students towards online learning. Furthermore, it reveals a considerable discrepancy between what students demand and what the curriculum offers. Thus, the COVID-19 pandemic might be the long-awaited catalyst for a new "online era" in medical education.

Application of telemedicine in the COVID-19 epidemic: An analysis of Gansu Province in China.

This paper analyzes the application of various telemedicine services in Gansu Province, China during the COVID-19 epidemic, and summarizes the experiences with these services. In addition, the satisfaction levels of patients and doctors with the application of telemedicine in COVID-19 were investigated, the deficiencies of telemedicine in Gansu were determined, and recommendations for modification were proposed. Coronavirus Disease 2019 (COVID-19) has broken out in China, and Gansu Province in Northwest of China has not been spared. To date, there are 91 local COVID-19 cases and 42 imported cases. 109 hospitals were selected as designated hospitals during the COVID-19 outbreak, and most of them were secondary hospitals. However, it was unsatisfactory that the ability of medical services is relatively low in most of secondary hospitals and primary hospitals. Therefore, we helped the secondary hospitals cope with COVID-19 by means of remote consultation, long-distance education, telemedicine question and answer (Q&A). Our practical experience shows that telemedicine can be widely used during the COVID-19 epidemic, especially in developing countries and areas with lagging medical standards.

Use of online resources by undergraduate medical students at College of Medicine, Majmaah University, Kingdom of Saudi Arabia.

The current pandemic has revolutionized medical education with a rapid shift to online teaching and learning strategies. The students have coped by turning to the online resources to keep pace with the change. To determine the type and practice of online resources used by undergraduate medical students and compare the use of online resources with gender and GPA. This was a cross-sectional study in which an online self-administered questionnaire was used to evaluate the type and practices of the online resources used by the medical students during the Covid-19 pandemic. Complete enumeration sampling method was used to collect the data from 180 medical students studying at College of Medicine, Majmaah University, Saudi Arabia. One hundred and thirty students (72.2%) were unaware of the free online resources offered by the University. Most students (58.3%, n = 105) consulted peers for online references. Male students preferred PowerPoint presentations and consulting online resources for studying as compared to the females, whereas females preferred to study textbooks predominantly as compared to males (p = 0.005). Male students significantly shifted to the online resources during the COVID-19 pandemic as compared to females (p = 0.028). Students with the highest GPA scores shifted to online educational resources during pandemic. A significant proportion of the undergraduate medical students at College of Medicine, Majmaah University used online educational resources for learning. We recommend that the college administration for deliberation with the medical educationalists for necessary curricular amendments and taking necessary steps to make the college Academic supervision and mentorship program more proactive to meet the challenges of students' use of online educational resources.

Mitigating COVID-19 outbreaks in workplaces and schools by hybrid telecommuting.

The COVID-19 epidemic has forced most countries to impose contact-limiting restrictions at workplaces, universities, schools, and more broadly in our societies. Yet, the effectiveness of these unprecedented interventions in containing the virus spread remain largely unquantified. Here, we develop a simulation study to analyze COVID-19 outbreaks on three real-life contact networks stemming from a workplace, a primary school and a high school in France. Our study provides a fine-grained analysis of the impact of contact-limiting strategies at workplaces, schools and high schools, including: (1) Rotating strategies, in which workers are evenly split into two shifts that alternate on a daily or weekly basis; and (2) On-Off strategies, where the whole group alternates periods of normal work interactions with complete telecommuting. We model epidemics spread in these different setups using a stochastic discrete-time agent-based transmission model that includes the coronavirus most salient features: super-spreaders, infectious asymptomatic individuals, and pre-symptomatic infectious periods. Our study yields clear results: the ranking of the strategies, based on their ability to mitigate epidemic propagation in the network from a first index case, is the same for all network topologies (workplace, primary school and high school). Namely, from best to worst: Rotating week-by-week, Rotating day-by-day, On-Off week-by-week, and On-Off day-by-day. Moreover, our results show that below a certain threshold for the original local reproduction number [Formula: see text] within the network (< 1.52 for primary schools, < 1.30 for the workplace, < 1.38 for the high school, and < 1.55 for the random graph), all four strategies efficiently control outbreak by decreasing effective local reproduction number to [Formula: see text] < 1. These results can provide guidance for public health decisions related to telecommuting.

COVID-19 Home Quarantine Accelerated the Progression of Myopia in Children Aged 7 to 12 Years in China.

Purpose: To investigate the effect of home quarantine during the COVID-19 pandemic on myopia progression in children and its associated factors. Methods: Myopic children aged 7 to 12 years with regular follow-up visits every half a year from April 2019 to May 2020 were included. Cycloplegic refraction was measured at baseline and at two follow-up visits. The first follow-up visit (visit 1) was conducted before the COVID-19 home quarantine, whereas the second (visit 2) was four months after the home quarantine. Myopia progression at visits 1 and 2 were compared. Factors associated with changes in myopia progression were tested with a multiple regression analysis. Results: In total, 201 myopic children were enrolled. There was a significantly greater change in spherical equivalent at visit 2 (-0.98 ± 0.52 D) than at visit 1 (-0.39 ± 0.58 D; P < 0.001). Students were reported to have spent more time on digital devices for online learning (P < 0.001) and less time on outdoor activities (P < 0.001) at visit 2 than at visit 1. Children using television and projectors had significantly less myopic shift than those using tablets and mobile phones (P < 0.001). More time spent on digital screens (ß = 0.211, P < 0.001), but not less time on outdoor activities (ß = -0.106, P = 0.110), was associated with greater myopia progression at visit 2. Conclusions: Changes in behavior and myopic progression were found during the COVID-19 home quarantine. Myopic progression was associated with digital screen use for online learning, but not time spent on outdoor activities. The projector and television could be better choices for online learning.