Ethical Considerations For Machine Learning Healthcare Applications Essay

Ethical Considerations For Machine Learning Healthcare Applications Essay

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This study explores the urgent policy problem of improving patient safety in for-profit healthcare facilities, concentrating on issues raised by a nurse working in the emergency department of HCA, the nation’s largest hospital system (Crowley et al., 2021). The main objective is to use systems theory to the development of a concept map that provides a thorough approach to improvement. This involves navigating the intricate landscape of balancing profit-driven models with an unwavering commitment to patient safety. The goal of the idea map is to graphically depict the interdependent linkages between the various disciplines and parties involved in this intricate policy issue. Ethical Considerations For Machine Learning Healthcare Applications Essay
Concept Map for Improvement Process
In for-profit healthcare enterprises, the main obstacle is finding a way to balance unwavering patient safety commitment with profit-driven business structures. Finding this balance is crucial to getting the best results for stakeholders and patients alike. The idea map illustrates the complicated interrelationships between the several disciplines and parties involved in this difficult policy problem.


Healthcare Providers (Nurses, Physicians, Technicians)
Problems including limited staffing, subpar supplies, out-of-date equipment, an increase in workload, and communication breakdowns have an immediate effect on frontline healthcare providers. In addition to their direct responsibilities, they advocate for patient safety, which makes it necessary for them to actively take part in the process of improving policy. Ethical Considerations For Machine Learning Healthcare Applications Essay

Administrative Staff and Decision-Makers
Decision-makers and administrative staff struggle with budgetary limitations, communication breakdowns, and the intricacies of decision-making. They play a critical role in allocating funding and tackling systemic problems that have an immediate impact on patient safety.
Patients and Families
As the last users of healthcare services, patients and their families are directly and immediately impacted by compromised patient safety. In addition to getting care, people can be vital allies in spreading awareness and fighting for their own safety.
Regulatory Bodies (Government, Healthcare Agencies)
Regulating organizations, particularly government agencies in charge of regulating healthcare, are impacted by inadequate adherence to regulations and decreased patient safety. They are responsible for maintaining current regulations and helping to create new ones that safeguard patients’ welfare.
The general public is affected by the overall effects of compromised patient safety on public health. Advocating for high-quality healthcare and actively engaging in community-based initiatives that support patient safety are among the responsibilities.
A big part is played by shareholders and investors, who have a stake in the financial success of healthcare companies. Not only do they have a say in how resources are allocated, but they also have a strong stake in the organization’s performance, which is directly related to patient safety.
Concept Map

Improvement Strategies
Legally Required Nurse-to-Patient Ratios
Studies showing gains in nurse satisfaction, patient care, and safety, like Han et al (2021), justify legally regulated nurse-to-patient ratios. Advocating for regulatory changes that enforce these ratios is necessary for implementation in order to guarantee a fair distribution of workloads.
Enhanced Communication Strategies
Given the existence of hierarchical communication hurdles, a proactive strategy would involve setting up regular channels by which frontline employees could speak with decision-makers directly. This encourages teamwork in solving problems and takes a more cooperative approach to addressing patient safety concerns (Kuhn et al., 2021).
Investment in Up-to-Date Equipment and Supplies
An improvement plan recommends designating a portion of earnings for the continuous maintenance and modernization of essential medical equipment, acknowledging the significance of current supplies and equipment for preserving patient safety. This proactive approach addresses the issue of outdated technology jeopardizing patient safety. Ethical Considerations For Machine Learning Healthcare Applications Essay
Community Engagement Programs
Town hall meetings, educational campaigns, and gaining the support of local leaders are all examples of improvement strategies that aim to raise awareness of the problems and encourage better patient safety in the community (Leape et al., 2021). The community is given the chance to actively participate in the healthcare organization’s efforts to enhance patient safety through this initiative.
Monitoring and Evaluation
An essential part of the improvement process is setting up an ongoing feedback loop for stakeholders to evaluate the success of solutions that have been put into practice. Frequent assessments of patient safety indicators, employee satisfaction surveys, and community feedback will provide significant insights into how these strategies impact overall healthcare results.
In conclusion, a comprehensive and well-considered solution to the challenging policy issue of patient safety in for-profit healthcare firms is provided by the concept map and improvement initiatives mentioned above. This project integrates systems theory, involves all relevant parties, and employs targeted tactics in an effort to strike a careful balance between financial interests and an unrelenting commitment to provide safe, high-quality patient care.
As healthcare systems change, maintaining a commitment to patient safety is not only morally required, but also strategically essential. The industry’s dedication to promoting a patient-centric care culture is exemplified by the flexibility and tenacity exhibited by the early adoption of evidence-based programs. This pledge is consistent with HCA’s mission statement, which places a premium on improving and caring for human life “above all else.” Ethical Considerations For Machine Learning Healthcare Applications Essay
Moreover, the importance of this process of development is not limited to HCA; it is present throughout the entire healthcare system. It offers sustainable strategies that prioritize patient safety without compromising financial viability, serving as a road map for other for-profit healthcare firms facing comparable issues. The systems theory-informed collaboration shows a deep comprehension of the intricate relationships affecting healthcare delivery.
This effort draws attention to the complex interactions that exist in for-profit healthcare organizations between organizational dynamics, patient safety commitments, and policy. Due to the project’s complexity, a thorough plan that takes into account many viewpoints, employs evidence-based procedures, and is flexible enough to change with the healthcare landscape is needed. In an ever-changing environment, for-profit healthcare firms must prioritize patient safety as a matter of both moral obligation and strategic necessity to ensure their long-term profitability and adaptability.
Furthermore, there is an additional degree of complexity when dermatological issues are included in the setting of for-profit healthcare, particularly in private practice LLC. Skin cancer, acne, and scar revision are examples of dermatological issues that present subtleties requiring a customized treatment plan. Skincare experts, estheticians, and dermatologists would be among the other parties involved in the concept map’s application to the field of dermatology. The policy issue would have particular effects on these fields, affecting patient care, professional satisfaction, and financial results.
The demand for skincare products, elective dermatological operations, and cosmetic procedures is intimately linked to the financial viability of private dermatology practices. When it comes to elective treatments, when patient happiness and safety are of utmost importance, finding a balance between profitability and patient safety becomes even more crucial.  Ethical Considerations For Machine Learning Healthcare Applications Essay The concept map would have to take into account these particular dynamics and provide customized approaches for maintaining patient safety while negotiating the complexities of a dermatology practice that is for profit.
This research establishes a precedent for resolving complicated policy concerns in many healthcare contexts as the healthcare landscape continues to change. It highlights the industry’s capacity for innovation, adaptation, and patient safety prioritization in every given healthcare environment. Patient safety is prioritized above all else in healthcare, and the collaborative, systems-based approach supports improvement in the future. Ethical Considerations For Machine Learning Healthcare Applications Essay


Char, D. S., Abràmoff, M. D., & Feudtner, C. (2020). Identifying ethical considerations for machine learning healthcare applications. The American Journal of Bioethics, 20(11), 7-17.
Crable, E. L., Biancarelli, D., Walkey, A. J., & Drainoni, M. L. (2020). Barriers and facilitators to implementing priority inpatient initiatives in the safety net setting. Implementation Science Communications, 1, 1-11.
Crowley, R., Atiq, O., Hilden, D., & Health and Public Policy Committee of the American College of Physicians. (2021). Financial profit in medicine: A position paper from the American College of Physicians. Annals of Internal Medicine, 174(10), 1447-1449.
Kuhn, K. M., Meijerink, J., & Keegan, A. (2021). Human resource management and the gig economy: Challenges and opportunities at the intersection between organizational HR decision-makers and digital labor platforms. Research in personnel and human resources management, 39, 1-46.
Leape, L. L. (2021). Making healthcare safe: the story of the patient safety movement (p. 450). Springer Nature. Ethical Considerations For Machine Learning Healthcare Applications Essay

I need connection ( the same topic – LLC and skin cancer prevention) between previous PPT file (check the uploaded documents) and concept map you did before (I uploaded your previous work to editing). I like the concept map you did, i just need the similarities of project between two tasks.
This is comment from Professor: Nina, Thank you for your dedication to skin cancer detection/prevention. This is a great topic. With solution #1 be sure to be specific about a community effort for screening. Something that can be placed into policy and the regional or state level. On this slide, there is a statement “Evidence Shows…” include a source for this and the below statements. Great facts just need a source. For solution 2, you mention a few things, choose one, such as education in schools that can be implemented as a policy. On this slide bullets 2-3 need citations. Evidence should be presented on the topic to support its importance. You are ready to move on to the concept map. Dr. Dunlap Ethical Considerations For Machine Learning Healthcare Applications Essay

Introduce your concept map by identifying your chosen policy topic that will influence an organization and/or community issue impacting quality,financial outcomes, and/or access for patients.
Using systems theory, create a concept map for the improvement process of your project. Be sure to include all stakeholders including other disciplines that will be involved.
For each individual or discipline involved, include in the concept map box how that person/discipline is affected by the topic and/or outcome of the policy.
Include citations on the concept map for the sources that support your topic.

This assignment will be a 4-page document including a cover page, introduction page, concept map page, and reference page. Ethical Considerations For Machine Learning Healthcare Applications Essay
Follow APA 7th ed format.
The first page is the title page.
The second page is a concise, written introduction explaining your findings, which addresses the topics above.
The third page is your concept map.
The fourth page is your reference page
Use Lucid chart or another tool such as Word/PPT/VIsio to create your concept map for your improvement process plan.
Make sure you export your concept map in PDF format for uploading to Blackboard.
Submit your explanation and concept map as one document.
Any uploaded document to Blackboard must be in one of the following formats:
See the rubric for graded content description.
Check your syllabus for the specific due Ethical Considerations For Machine Learning Healthcare Applications Essay



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