Suchergebnisse

AbstractCOVID-19 is a disease that affects the quality of life in all aspects. However, the government policy applied in 2020 impacted the lifestyle of the whole world. In this sense, the study of sentiments of people in different countries is a very important task to face future challenges related to lockdown caused by a virus. To contribute to this objective, we have proposed a natural language processing model with the aim to detect positive and negative feelings in open-text answers obtained from a survey in pandemic times. We have proposed a distilBERT transformer model to carry out this task. We have used three approaches to perform a comparison, obtaining for our best model the following average metrics: Accuracy: 0.823, Precision: 0.826, Recall: 0.793 and F1 Score: 0.803.

Background: The onset of the COVID-19 pandemic has contributed to increased stress among healthcare professionals. Among these healthcare providers are Ontario pharmacists, who are facing new and pre-existing challenges and new stressors since the pandemic. Objectives: This study aimed to understand the stressors and lessons learned by Ontario pharmacists during the pandemic through their lived experiences. Methods: In this descriptive qualitative study, we conducted semi-structured one-on-one interviews with Ontario pharmacists virtually to learn about their stressors and lessons learned during the pandemic. Interviews were transcribed verbatim, then analyzed using thematic analysis Findings: We reached data saturation after 15 interviews and identified 5 main themes: (1) Communication/miscommunication with the public and other care providers; (2) high workload due to staff shortage and low appreciation/acknowledgement; (3) mismatch in market demand and supply; (4) informational gaps pertaining to the COVID-19 pandemic along with rapid protocol changes; and (5) lessons learned to improve the future of pharmacy practice in Ontario. Discussion: Our study helped us gain a better understanding of the stressors pharmacists faced, their contributions, and the opportunities that arose due to the pandemic. Conclusion: Drawing on these experiences, this study provides recommendations to improve pharmacy practice and increase preparedness for future emergencies.

Postsecondary students with disabilities (SWDs) face significant challenges to their academic and personal well-being. There is a demand for more supportive strategies to facilitate fulfilling and equitable academic experiences for SWDs. This review aimed to (1) determine the effectiveness of various interventions, programs, and accommodations for enhancing the overall well-being of postsecondary SWDs and (2) evaluate the implications of these support strategies for disability service providers at postsecondary institutions. A narrative review was conducted, examining 13 studies aimed at enhancing the well-being of postsecondary SWDs. Studies were classified using the International Classification of Functioning, Disability and Health (ICF) Model. Ergonomics, assistive technology, and counselling programs had positive improvements on the academic success of SWDs. In SWDs, health status was associated with higher community participation, and physical interventions were beneficial to reducing pain over time. Coaching and mentoring opportunities were beneficial for successful goal fulfilment. However, there remains a risk of digital eye strain when using technology to support postsecondary SWDs. The findings indicate that a range of support strategies can benefit several different components of SWDs experiences. This review identifies research gaps and opportunities to examine support strategies to improve the physical and mental well-being of SWDs.