Building a suicidal text detection model and mental health chatbot with deep learning models and transformers.

hotline resources for transgender people

Predicting suicidal ideation on Reddit using machine learning and DistillBERT

This is an implementation of the attention-based hybrid architecture (Ghosh et al, 2023) for suicide/depressive social media notes detection.

To categorize tweets according to the severity level of suicidal intentions expressed in tweets’ text.

Statistical analysis to identify the key factors that attribute to the progression of depressive symptoms

Repository for Data Mining Approach to the Detection of Suicide in Social Media: A Case Study of Singapore

Detection of phrases in Spanish with a suicidal tendency in social networks

Windows Suicide Prevention Protocol, to stop you or anyone from suicides or act as a parental control

Social Media platform such as Twitter is mined to obtain data regarding Suicidal Instincts (modules can extended to any other data mining application)

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Kaylee Kares is a non-profit aiming to help suicide preventions organizations, schools across the U.S., among other community programs - made in memory of Kaylee Paris, who tragically committed suicide on April 16, 2025.

AI chatbot evaluation benchmark for mental health and suicide prevention with rule-based ethical alignment, inclusivity scoring, and sentiment analysis. Research paper submitted to AI & Society (Springer Nature) under review.

A in depth view of country development indicators and the impact of these features against suicide rates and happiness scores worldwide.

This AI chatbot goes beyond the ordinary Chat GPT bots. This bot has undergone specialized training and fine-tuning, tailored specifically for this particular use case. It's not just a generic AI model; it's a customized solution. The dataset is primarily focused on relevant clinical literature related to Suicidal Ideation, Depression and Anxiety

A comparison of three discriminative machine learning models (Logistic Regression, Long Short-term Memory, Transfoermer) to determine which is best suited for suicide ideation detection

Creating a classifier that can detect suicidal intent based on dataset from Kaggle where reddit posts from r/SuicideWatch and r/Depression has been gathered (IN PROGRESS)

Time Trends and Predictions: Mental Health and Suicide Rates Based on Socioeconomic Indicators From 2000 to 2019