Project Check-ins
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School
Trine University *
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Course
AUDITING
Subject
Information Systems
Date
Nov 24, 2024
Type
docx
Pages
3
Uploaded by MasterScience9621
Project Check-in 1:
Project Overview:
This project aims to address the challenges by:
Developing a Clinical Decision Support System (CDSS) called
"CardioSage" to assist in CVD diagnosis and treatment
recommendation.
Integrating extensive medical guidelines and research into the CDSS to
ensure evidence-based decision-making.
Key Milestones Achieved:
Milestone 1:
Gathered the dataset from reliable sources, ensured it's relevant to
analysis objectives.
Verified the quality and completeness of the data.
Analyzed and understood the key attributes and their role such as:
Blood pressure, Body measures, Muscle strength - grip test, Oral health
– dentition and
Taste & smell in the examination data.
Milestone 2:
Data Cleaning: Handled missing values and outliers in the dataset.
Feature selection is performed by analyzing the correlation between
attributes and the target variable.
Performed attribute correlation for model interpretability and
multicollinearity detection.
Correlation after Feature selection:
Correlation
before Feature selection:
Work Planned for the Next Period:
CDSS Model Development.
Recommendation Module
Integrating Medical Guidelines.
Project Check-in 2:
Accomplished Milestones:
1.
Data Cleaning:
Successfully handled missing values and outliers
within the dataset to ensure data quality.
2.
Feature Selection:
Analyzed attribute correlations to determine
features relevant to the target variable.
3.
Attribute Correlation Analysis:
Conducted correlation studies for
model interpretability and multicollinearity detection.
4.
Model Development:
Completed the development of predictive
models using Logistic Regression and Naive Bayes algorithms.
Project Status Snapshot:
Clinical Guideline Integration:
Current primary focus is integrating
clinical guidelines with the developed models for Strategic decision
making capabilities.
User Interface :
Refining the user interface to enable seamless
interaction with the integrated models and guidelines.
Ongoing Tasks:
Clinical Guideline Integration:
Actively working on merging
established medical guidelines into the existing models to enhance
decision support.
User Interface Enhancement:
Refinement of the user interface to
ensure optimal visualization and user-friendly interaction.
Planned Next Steps:
Immediate objectives are integration of clinical guidelines with the existing
models, along with continual refinement of the user interface for good
usability.
Upcoming Tasks:
Thorough testing, validation of the integrated models with clinical
guidelines and evaluating the decision making.
Comprehensive documentation consisting the integrated model,
clinical guidelines, and some brief user interface details.
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