Bibliographic record
Abstract
In December, 2019, a local epidemic of novel pneumonia disease in Wuhan, Hubei province, China caused by a novel coronavirus, namely severe acute respiratory syndrome (SARS) coronavirus 2.[1] On Feb 11, 2020, WHO renamed the disease as coronavirus disease 2019 (COVID-19). Since that, COVID-19 outbreak has speedily transitioned into a global pandemic.[2] This emerged disease has had serious inferences for public institutions and particularly for educational institutes. On March 18, 2020, the United Nation Educational, Scientific and Cultural Organization reported that around 107 countries had applied national school closures in response to COVID-19, disturbing 862 million student populations worldwide.[3] The closures of schools are based on the response to reduce public contacts between students and thus disturb the disease transmission.[4] The worldwide spread of COVID-19 is prompting a series of public health responses. School closures are considering among the community distancing actions used by policy makers to reduce the spread of an infectious disease. Many countries in the world have started a countrywide educational institute closure, with the goal of averting contacts among students and hence reduce cases. Nevertheless, closing institute has disadvantages, even if the only goal of the measure is to save lives during an epidemic.[5] Educational institutional closure strategies might be national, regional, or reactive closure of specific schools in response to student infection rates. The ministry of education in Libya, in a response to the COVID-19 pandemic, had implemented national school closures by March 15, 2020, and this suspension might extend as the COVID-19 pandemic continues to develop, which could lead to students getting reduced exposure in their classes, causing a negative effect on the learning process and exam performance.[6] In fact, there is a considerable number of students are in the process of preparing for or undertaking examination that require social contact and exposure. As a consequence, several teaching institute in Libya have started online learning strategies by using the academic online platforms to stay connected with their students. For instance, the Research, Consultant and Training Center (RCC) of the University of Tripoli (UOT), Libya has encouraged students and academic staff members to use the available online resources to complete their teaching tasks. As the UOT used the Microsoft (MS) Office 365, the RCC supervise and perform the needed training of students and staff members for using applications which found within that platform and which can assist in online learning like MS Teams, MS OneDrive, MS Class Notebook and other applications.[7] Other approach considered by the UOT is to take advantage of initiatives for learning online in response to coronavirus from many institutions like from Coursera which provides a free access to over 3800 courses from leading universities and corporations.[8] RCC manage the registration of UOT students in Coursera system and evaluate the performance of the learning process. Educational institute closures can affect the mortality rate during an outbreak positively through reducing the number of cases and the outbreak spread. Previous studies reported that the mean number of daily social contacts during school holiday are almost half that of school term days; although, public contacts continue and socializing between individuals actually increases during holidays and school closures.[910] Another study in France reported that prolonged school closures could decrease cases of H5N1 influenza by 13%–17%.[11] Furthermore, studies concluded that schools are potential places for disease transmission on the basis of contact patterns of flu-like pathogens among US individuals. Nevertheless, that voluntary social changes, without obligatory closures, seemed to diminish infected cases of the 2009 H1N1 influenza by 10%–13%.[12] Even with widespread fear and uncertainty, the educational community in Libya must wonder about the steps should be considered to maintain the continuality of education during pandemics. Libyan authorities could benefit from the experience of SARS on medical education in China.[13] Some Chinese schools officially cancelled formal teaching on wards and their exams were postponed, hindering the education of students in the aspect of the emerging outbreak.[13] Likewise, in Canada, the influence of the SARS delayed the study for up to 6 weeks.[14] Moreover, progresses in medical education as a consequence of disruptive moments are expected. Adhering to the medical curriculum that emphasis on pandemic demonstrating, infection control, public health, and telehealth are needed. Students and instructors can assist in recording and investigating the impact of current changes to learn and apply new principles and practices to the future. It is uncertain how long countries can uphold tight suppression procedures before behavioral tiredness in the population arises. Given that social distancing actions might stay for many months or even years, there is a crucial need to recognize how countries can safely return students to education. Once the level of COVID-19 cases starts to fall, the actions used to attain suppression might evolve over time. It will be crucial for studies to screen the consequence of the reopening of schools on the numbers of COVID-19 cases. Academic scholars and policy makers should also be involved in investigating other school social distancing interventions that are much less disruptive than completely school closure and might significantly evolved to preserving the control of this pandemic. Observational studies are instantly desirable to guide policy on the opening of schools once the pandemic is under control.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".