ISSN2320-2882
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Paper Title
AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT
Authors
Sameena Saleem , Nida Yafiaa N , Dhanush RK , Shanudheen AT , Ajina H
Keywords
Background and Motivation,. Problem Statement, Objectives, Literature Review, Industry Players, System Architecture, Methodology (Step-by-Step Build),Implementation Walkthrough, Testing Like Pros, Results in Action, Challenges Overcome, Limitations (Keeping It Real),Ethical Guardrails, Cost & Scalability Breakdown, Real-World Deployments
Abstract
Imagine you're feeling off--feverish, tired, maybe a nagging cough--but it's late, and the clinic's closed. Digital tools have exploded in healthcare, yet folks in rural spots or busy cities still struggle for that first bit of reliable advice. Enter our AI-based virtual nursing assistant: a web app that grabs your symptoms, crunches them with a Naive Bayes model, and spits out likely conditions plus practical tips like "rest up and hydrate."
We built the backend in Python/Flask, frontend with HTML/CSS/JS for a smooth feel, and used MultiLabelBinarizer to turn messy symptom lists into clean data. It's all about nursing-level guidance--no doctoring here, just helpful nudges. Tests clocked in at 1-2 seconds per query with solid accuracy on known inputs. Dataset limits hold it back now, but it's primed for deep learning upgrades. Bottom line: lightweight AI like this can spark better health habits, teach nursing students, and bridge care gaps everywhere.
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IJCRT — journal style
"AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 2, page no.g493-g500, February 2026, Available :https://ijcrt.org/papers/IJCRT2602743.pdf
APA — 7th edition
Saleem, S., N, N. Y., RK, D., AT, S., & H, A. (2026). AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT. International Journal of Creative Research Thoughts, 14(2), g493-g500. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743
MLA — 9th edition
Saleem, Sameena, et al. "AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT." International Journal of Creative Research Thoughts, vol. 14, no. 2, 2026, pp. g493-g500, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743.
Chicago — 17th, bibliography
Saleem, Sameena, et al. "AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT." International Journal of Creative Research Thoughts 14, no. 2 (2026): g493-g500. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743.
Harvard — author–date
Saleem, S. et al. (2026) 'AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT', International Journal of Creative Research Thoughts, 14(2), pp. g493-g500. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743
IEEE — numbered reference
S. Saleem, N. Y. N, D. RK, S. AT and A. H, "AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT," IJCRT, vol. 14, no. 2, pp. g493-g500, Feb. 2026.
Vancouver — biomedical
Saleem S, N NY, RK D, AT S, H A. AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT. IJCRT. 2026 Feb;14(2):g493-g500.
AMA — 11th edition
Saleem S, N NY, RK D, AT S, H A. AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT. IJCRT. 2026;14(2):g493-g500. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2602743,
author = {Sameena Saleem and Nida Yafiaa N and Dhanush RK and Shanudheen AT and Ajina H},
title = {AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT},
journal = {International Journal of Creative Research Thoughts},
volume = {14},
number = {2},
pages = {g493-g500},
year = {2026},
month = {February},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Saleem, Sameena
AU - N, Nida Yafiaa
AU - RK, Dhanush
AU - AT, Shanudheen
AU - H, Ajina
TI - AI-BASED VIRTUAL NURSING ASSISTANT FOR SYMPTOM-BASED HEALTHCARE MANAGEMENT
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 14
IS - 2
PY - 2026
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743
SP - g493-g500
ER -
Issue
Volume 14 Issue 2,
February-2026
Pages : g493-g500
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 14, Issue 2, February 2026
- Pages
- g493-g500
- Published
- February 2026
- Registration ID
- IJCRT_302065
- Published Paper ID
- IJCRT2602743
- Research Area
- Health Science All
- Author Type
- Indian Author
- Location
- Lakshmipuram extension Krs nagar, Tamil Nadu, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 133
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2602743
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2602743.pdf
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