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Varun-L
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Parent(s):
7b3cca0
Update 6
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algo.py
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description="""
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<h2>Purpose</h2>
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<p>This application is a
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The model achieved an accuracy of 87 percent accuracy during testing.
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The tool takes various inputs such as age, gender, and specific health indicators, and provides a risk assessment and recommendation based on the model's prediction.</p>
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<h2>Developed by</h2>
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<p>The project was led by Principal Investigator <b>Dr. Kanipakam Sunitha,</b> Assistant Professor
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<h2>Description</h2>
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<p>The data set was collected from the children who are suffering from hearing impaired and taking training at special school. Children are from different areas of Andhra Pradesh and Telangana.</p>
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<p>The tool is designed to be user-friendly, with a simple interface for inputting information and receiving the risk assessment and recommendations. It serves as a valuable resource for assessing hearing health risks and taking necessary precautions or treatments. However, it's important to consult with a healthcare professional for a comprehensive evaluation. This tool is intended to supplement, not replace, professional medical advice.</p>
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<hr>
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"""
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@@ -36,5 +38,5 @@ If our work is beneficial for your research, please consider citing:
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📧 Get in Touch
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<br>
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If you have any queries, please feel free to contact
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"""
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description="""
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<h2>Purpose</h2>
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<p>This application is a Predictive Model developed for finding severity of hearing Loss in children. It uses a Lasso regression model trained on a dataset of hearing health indicators to predict the risk of hearing loss.
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The model achieved an accuracy of 87 percent accuracy during testing.
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The tool takes various inputs such as age, gender, and specific health indicators, and provides a risk assessment and recommendation based on the model's prediction.</p>
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<h2>Developed by</h2>
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<p>The project was led by Principal Investigator <b>Dr. Kanipakam Sunitha,</b> Assistant Professor, Dept. of Law, SPMVV, Tirupati, and Co-Principal Investigator <b>Dr. N.V. Muthu Lakshmi,</b> Assistant Professor, Dept. of Computer Science, SPMVV, Tirupati. The project received financial support from the DST-CURIE-AI Center, SPMVV, Tirupati.</p>
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<h2>Description</h2>
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<p>The data set was collected from the children who are suffering from hearing impaired and taking training at special school. Children are from different areas of Andhra Pradesh and Telangana.</p>
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<p>The tool is designed to be user-friendly, with a simple interface for inputting information and receiving the risk assessment and recommendations. It serves as a valuable resource for assessing hearing health risks and taking necessary precautions or treatments. However, it's important to consult with a healthcare professional for a comprehensive evaluation. This tool is intended to supplement, not replace, professional medical advice.</p>
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<hr>
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<h2>A Predictive Model to Find Hearing Loss in Children Using Machine Learning Algorithms</h2>
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"""
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📧 Get in Touch
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<br>
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If you have any queries, please feel free to contact Dr.N.V.Muthu Lakshmi at <b> nvmuthulakshmi@gmail.com </b>.
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"""
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app.py
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gr.Number(label="Age"),
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gr.Radio(['Male', 'Female'], label="Gender"),
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gr.Radio(['Poor', 'BPL', 'Middle Class', 'Upper Class'], label="Economic Status"),
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gr.Radio(['Yes', 'No'], label="Any Known Genetic Hearing Loss in Family"),
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gr.Radio(['Yes', 'No'], label="Is the parent marriage a Consanguineous Marriage?"),
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gr.Radio(['Yes', 'No'], label="Any Prenatal Problems
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gr.Radio(['Yes', 'No'], label="Any Postnatal Problems
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gr.Radio(['Yes', 'No'], label="Any Complications During Birth
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gr.Radio(['Yes', 'No'], label="Any Siblings with Hearing Problems"),
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gr.Number(label="Left Ear Hearing Loss Severity (in dB)"),
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gr.Number(label="Right Ear Hearing Loss Severity (in dB)")
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],
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gr.Number(label="Age"),
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gr.Radio(['Male', 'Female'], label="Gender"),
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gr.Radio(['Poor', 'BPL', 'Middle Class', 'Upper Class'], label="Economic Status"),
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gr.Radio(['Yes', 'No'], label="Any Known Genetic Hearing Loss in Family?"),
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gr.Radio(['Yes', 'No'], label="Is the parent marriage a Consanguineous Marriage?"),
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gr.Radio(['Yes', 'No'], label="Any Prenatal Problems?"),
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gr.Radio(['Yes', 'No'], label="Any Postnatal Problems?"),
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gr.Radio(['Yes', 'No'], label="Any Complications During Birth?"),
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gr.Radio(['Yes', 'No'], label="Any Siblings with Hearing Problems?"),
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gr.Number(label="Left Ear Hearing Loss Severity (in dB)"),
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gr.Number(label="Right Ear Hearing Loss Severity (in dB)")
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],
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