To Prepare: Review The Articles And Evaluate Their Use Of Li ✓ Solved

To prepare: Review the articles and evaluate their use of linear

To prepare: Review the articles (linked below) and evaluate their use of linear regression. Select one article that interests you to examine more closely in this Discussion. Critically analyze the article that you selected and consider the strengths and weaknesses described. Reflect on potential remedies to address these weaknesses, and how the findings from this study may contribute to evidence-based practice, the field of nursing, or society in general. Post a brief description of the article that you selected, providing its correct APA citation.

Critically analyze the article by addressing the following questions: What are the goals and purposes of the research study that the article describes? How is linear or logistic regression used in the study? What are the results of its use? What other quantitative and statistical methods could be used to address the research issue discussed in the article? What are the strengths and weaknesses of the study?

Then, explain potential remedies to address the weaknesses that you identified for the research article that you selected. Analyze the importance of this study to evidence-based practice, the nursing profession, or society. Be specific and provide examples.

Articles: Chi, C., Wu, H., Huan, C., & Lee, Y. (2017). Using linear regression to identify critical demographic variables affecting patient safety culture from viewpoints of physicians and nurses. Hospital Practices and Research, 2(2), 47–53. doi:10.15171/hpr.2017.12

De Groot, K., De Veer, A. J. E., Paans, W., & Francke, A. L. (2020). Use of electronic health records and standardized terminologies: A nationwide survey of nursing staff experiences. International Journal of Nursing Studies, 104. doi:10.1016/j.ijnurstu.2020.103523

Echevarria, I. M., Patterson, B. J., & Krouse, A. (2017). Predictors of transformational leadership of nurse managers. Journal of Nursing Management, 25(3), 167–175. doi:10.1111/jonm.12452

Edmonson, C. (2015). Strengthening moral courage among nurse leaders. Online Journal of Issues in Nursing, 20(2). doi:10.3912/OJIN.Vol20No20PPT01

Malagon-Aguilera, M. C., Suà±er-Soler, R., Bonmatà-Tomas, A., Bosch-Farré, C., Gelabert-Vilella, S., & Juvinyà -Canal, D. (2019). Relationship between sense of coherence, health and work engagement among nurses. Journal of Nursing Management, 27(8), 1620–1630. doi:10.1111/jonm.12848

Westland, H., Schuurmans, M. J., Bos-Touwen, I. D., de Bruin-van Leersum, M. A., Monninkhof, E. M., Schrà¶der, C. D., de Vette, D. A., & Trappenburg, J. C. (2020). Effectiveness of the nurse-led Activate intervention in patients at risk of cardiovascular disease in primary care: A cluster-randomised controlled trial. European Journal of Cardiovascular Nursing, 19(8), 721–731. doi:10.1177/

Yeom, H.-E. (2021). Causal beliefs about hypertension and self-care behaviour in Korean patients. Collegian, 28(1), 48–56. doi:10.1016/j.colegn.2020.04.007

Paper For Above Instructions

For this analysis, I have selected the article by Chi et al. (2017) titled "Using linear regression to identify critical demographic variables affecting patient safety culture from viewpoints of physicians and nurses." In this study, the authors aimed to explore how various demographic factors impact the safety culture within healthcare settings as perceived by healthcare professionals.

The primary goal of the research was to identify critical demographic variables that influence patient safety culture, specifically through the perspectives of physicians and nurses. To accomplish this, the authors utilized linear regression analysis to evaluate the relationships between the demographic variables (such as age, years of experience, and education level) and the patient safety culture ratings provided by the respondents.

Linear regression was employed to quantify the association between the demographic variables and the perceived patient safety culture. The results indicated that certain demographic factors were indeed significant predictors of the safety culture scores. For example, it was found that younger age and higher educational levels were associated with more favorable perceptions of safety culture among healthcare professionals.

While the use of linear regression was beneficial in this study, several alternative quantitative methods could have been applied. For instance, logistic regression could be utilized if the outcome variable was binary, such as whether the respondent perceived a positive or negative safety culture. Additionally, multivariate analysis could provide a more comprehensive understanding by simultaneously examining the influence of multiple demographic variables.

The strengths of this study are rooted in its empirical approach, contribution to the understanding of factors affecting patient safety culture, and practical implications for healthcare policy and training programs. However, there are weaknesses as well. One notable limitation is the potential bias in self-reported data, as participants may provide socially desirable responses rather than accurate perceptions. Furthermore, the study may not account for all demographic factors that could influence patient safety culture, therefore limiting the generalizability of the findings.

To address these weaknesses, the authors could implement strategies such as triangulating the findings with qualitative data from interviews or focus groups to gain deeper insights into the perceptions of safety culture. Moreover, expanding the demographic variables examined might enhance the comprehensiveness of the research.

The implications of this study are significant for evidence-based practice in nursing. Understanding the factors that influence patient safety culture can lead to targeted interventions aimed at improving safety practices within healthcare facilities. By addressing the identified weaknesses, the field of nursing can enhance safety culture, which ultimately benefits patient outcomes.

Furthermore, this study promotes a broader understanding of the dynamics between healthcare professionals' backgrounds and their perceptions of safety culture, illuminating areas for further research and focused training that can lead to a safer healthcare environment.

References

  • Chi, C., Wu, H., Huan, C., & Lee, Y. (2017). Using linear regression to identify critical demographic variables affecting patient safety culture from viewpoints of physicians and nurses. Hospital Practices and Research, 2(2), 47–53. doi:10.15171/hpr.2017.12
  • De Groot, K., De Veer, A. J. E., Paans, W., & Francke, A. L. (2020). Use of electronic health records and standardized terminologies: A nationwide survey of nursing staff experiences. International Journal of Nursing Studies, 104. doi:10.1016/j.ijnurstu.2020.103523
  • Echevarria, I. M., Patterson, B. J., & Krouse, A. (2017). Predictors of transformational leadership of nurse managers. Journal of Nursing Management, 25(3), 167–175. doi:10.1111/jonm.12452
  • Edmonson, C. (2015). Strengthening moral courage among nurse leaders. Online Journal of Issues in Nursing, 20(2). doi:10.3912/OJIN.Vol20No20PPT01
  • Malagon-Aguilera, M. C., Suà±er-Soler, R., Bonmatà-Tomas, A., Bosch-Farré, C., Gelabert-Vilella, S., & Juvinyà-Canal, D. (2019). Relationship between sense of coherence, health and work engagement among nurses. Journal of Nursing Management, 27(8), 1620–1630. doi:10.1111/jonm.12848
  • Westland, H., Schuurmans, M. J., Bos-Touwen, I. D., de Bruin-van Leersum, M. A., Monninkhof, E. M., Schrà¶der, C. D., de Vette, D. A., & Trappenburg, J. C. (2020). Effectiveness of the nurse-led Activate intervention in patients at risk of cardiovascular disease in primary care: A cluster-randomised controlled trial. European Journal of Cardiovascular Nursing, 19(8), 721–731. doi:10.1177/
  • Yeom, H.-E. (2021). Causal beliefs about hypertension and self-care behaviour in Korean patients. Collegian, 28(1), 48–56. doi:10.1016/j.colegn.2020.04.007