Sukoon

Product or Programme · All products and programmes
Evidence · 2 claims (1 for, 1 mixed) · 2 studies (2 associational), q2 · 0 of 2 report an effect size · 2 claims rest on one study

Description

A web application developed by Muhammad Fahad Bashir that combines Random Forest stress-severity classification with a culturally aware LLM chatbot to provide wellness guidance for Pakistani university students.

Components

Claims

• Random Forest reaches CV F1 = 0.924 on the psychographic survey dataset, but the article presents this only as a localized exploratory pilot [+W]
• Pairwise statistical tests confirm random forest's performance differences from other models are statistically significant (p < 0.05) [~W]

Related Products and Programmes

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Key Sources

• Muhammad Fahad Bashir, Muhammad Afzal. (2026). An AI-Powered Culturally Aware Chatbot for Stress Detection and Wellness Support among Pakistani University Students Using NLP and Machine Learning. https://doi.org/10.48550/arxiv.2609.11199

Page metadata

Field	Value
type	product
id	sukoon
title	Sukoon
description	A web application developed by Muhammad Fahad Bashir that combines Random Forest stress-severity classification with a culturally aware LLM chatbot to provide wellness guidance for Pakistani university students.
status	review
product_kind	software
generated	by process:settle-candidates on 2026-10-10
trust	unverified — no one has confirmed this page's content

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