How can nurses contribute to machine learning through the assistance of obtaining knowledge and skills to better support patients?
By evaluating technology and filling data gaps
By simply accessing and using information
By studying statistics to understand the algorithms
By gathering patient data
The Correct Answer is A
A. By evaluating technology and filling data gaps. – Nurses can contribute by identifying gaps in data that machine learning models need to improve accuracy, and by assessing technology to ensure it meets clinical needs and complements patient care.
B. By simply accessing and using information. – Access alone does not contribute significantly to machine learning; active data input and gap identification are more effective.
C. By studying statistics to understand the algorithms. – Studying algorithms helps understand machine learning but does not directly contribute to its function or data generation.
D. By gathering patient data. – While gathering data is helpful, without evaluating technology and addressing data gaps, it doesn’t fully contribute to machine learning model improvement.
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Correct Answer is A
Explanation
A. Clinical decision support – Clinical decision support (CDS) systems offer real-time alerts that can flag critical issues and help reduce errors by providing tiered warnings based on severity.
B. Evidence-based practice (EBP) – EBP supports care decisions based on research but doesn’t provide active alerts for order entries.
C. Robotics – Robotics don’t generate alerts or assist with diagnosis and treatment errors.
D. Artificial intelligence – AI can help in data processing but lacks the specific alert system functionality needed for real-time order entry verification.
Correct Answer is A
Explanation
A. Referring the patient to the patient portal. – This directs the patient to the correct resource where they can find their information in real time, improving efficiency and reducing the need for phone calls.
B. Referring the patient to their primary care physician. – This would likely not be as efficient as directing the patient to the portal, which they can access independently.
C. Scheduling an appointment. – This would not address the patient's current needs for information and could lead to unnecessary delays.
D. Mailing the associated documentation. – This is a slower method and does not provide real-time access to information.