Exam 9: Decision Aiding Predictive Systems: a Framework for Data Mining Machine Learning for Health Systems Management

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The Weka tool has been used for predictive work with breast cancer.

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Provide examples of applications where ICU recordings of patients may be utilized to provide safer, higher quality, and cost-effective care to patients.

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ICU recordings of patients can be utilized in various applications to provide safer, higher quality, and cost-effective care to patients. Some examples include:

1. Monitoring and Early Detection: ICU recordings can be used to monitor patients' vital signs, such as heart rate, blood pressure, and oxygen levels. By analyzing these recordings, healthcare providers can detect any abnormalities or warning signs early on, allowing for prompt intervention and potentially preventing adverse events.

2. Treatment Planning and Evaluation: ICU recordings can provide valuable information for healthcare providers to plan and evaluate treatment strategies for patients. By reviewing recordings of patient responses to different treatments, healthcare providers can make more informed decisions about the most effective course of action for each individual patient.

3. Training and Education: ICU recordings can be used for training and education purposes, allowing healthcare providers to review real-life cases and learn from them. This can help improve the skills and knowledge of healthcare professionals, ultimately leading to better patient care.

4. Research and Quality Improvement: ICU recordings can be valuable sources of data for research and quality improvement initiatives. By analyzing large sets of recordings, researchers can identify trends, patterns, and areas for improvement in patient care, leading to advancements in medical knowledge and practice.

Overall, utilizing ICU recordings of patients can lead to safer, higher quality, and cost-effective care by providing valuable insights for healthcare providers, improving training and education, and contributing to advancements in medical research and quality improvement efforts.

Which of the following is a severity score that has been used in predictive IT in ICUs?

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If you introduced a neural network approach in your hospital's IT, what would you be trying to improve?

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Which of the following is most true of quality of life?

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Why and how do you think ML techniques can be used intelligently to deal with airborne diseases?

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The main purpose of DM-ML is to create predictive decision-aiding systems.

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If you were doing data mining on EHR records from a town showing an abnormally high rate of testicular cancer, you would look for what?

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K-NN classifier is also known as:

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Regression compares three variables at a time.

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Classification is a minor part of predictive analysis.

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What is the last phase of CRISP-DM?

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Data mining cannot use raw data to produce clear results, but instead must have sorted, cleaned data.

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Which of the following can DM help health care organizations predict?

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Which of the following methods is not a part of DM?

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A generally useful framework for DM is:

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Which phase of CRISP-DM comes just before deployment?

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If you have been hired by a health innovation company to help create DM-ML systems, you will work with the past, but focus on the future.

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Data from EHR have been useful not just for individual patients, but for overall:

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Effective treatment requires _________ diagnosis.

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