What is NLP & Why NLP is Needed Review Writing - IT Computer Science Assignment Help

Assignment Task

Task 

PICO- Among adults (aged ?18 years) with type 2 diabetes who follow a vegetarian diet, How does a survey assist evaluate whether or not their physician's care and nutritional needs will improve?

Why NLP is Needed?

• There is generally a lack of information from the physician. For example, rather than offering information about alternate dietary options, we are frequently told to avoid eating bread, sugar, or rice.
• A survey of this group will be conducted using open-ended questions. As a result, I would therefore utilize Natural Language Processing inquiries to determine the relative frequency of certain terms in an intuitive and easy-to-understand manner. Example – “Lack”, “alternative” ”option”
• These methods will provide patients concern regarding the topic and provide a better understanding to what is important to patients.

Project Proposal – Background/Significance 
Background and significance - incorporate what you have learned from your modified scoping review

•  What is your research question?
•  State as a compelling question.
•  Why are you studying this problem?
•  Prevalence of problem; what is known/unknown.
•  Lack of evidence: the gap you are trying to fill.
•  Why are you using NLP to study this problem?
•  What evidence do you have that NLP can work and should be used?
•  Similar NLP applications in this topic area (but still leaving room for you to fill a gap).
•  NLP applications in similar use-cases (not your topic area but analogous).
•  Why is NLP necessary to answer this research question.

Project Proposal - Innovation 
How will this study be innovative and move the scienceforward?

•  New methods
•  New use case application
•  New question that needs answer
•  Key component to future advancement in the field

Project proposal – Methods: Data 
Explain your methods: pull in all salient points from our lectures and readings. Examples of items to include:

•  PICOT details: population to be studied, intervention, outcomes, etc.
•  Data – from where (institution, websites, social media, etc.)
•  IRB permissions needed/obtained – is this human subjects research?
•  Data details
•  If EHR notes, what sections/types of notes
•  If websites/social media – which ones and why chosen
•  If survey answers – describe survey study (brief outline of questions asked, how administered)
•  Data quantity - how many subjects’ data, data from what time period (e.g. 1 year, 5 years)

Project Proposal – Methods: Team Members 

•  Who is on your research team and what duties do they perform?

Project proposal –Model and Analyses 

Data analyses:

•  Data preparation
•  Cleaning data/handling of missing data
•  Key considerations for developing a robust NLP model: discuss these

considerations in relation to your project

•  Workflow
•  Tools to be used (review all that we have talked about, discuss what you will useand why)
•  Steps – provide a diagram
•  What is your approach to NLP: syntactic, semantic, keyword search with RegEx,ML?
•  Metrics for assessment
•  Annotation: training, assessment
•  NLP model: assessment

Project proposal – Results/Contingency 
What are your expected results?

• Why are these important in the field?
• What will you do if some part of study doesn’t work as expected?
• What will you do with results (dissemination plan).

Project Proposal – Limitations 

• What are limitations of your study and how will you address?

Project Proposal – References 

• References cited in proposal with reference list using AMA style Note: Scoping review summary and all references and PRISMA and/or PRISMA-ScR documentation to be submitted as separate assignment.

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