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๐Ÿ‘ Suicidal ๐Ÿ Ideation ๐Ÿˆ Prediction ๐ŸŽ is an advanced ๐Ÿซ‘ machine ๐ŸŒฝ and deep ๐Ÿฟlearning ๐Ÿซ’ system ๐Ÿ” designed ๐Ÿšž to identify ๐Ÿš… early signs ๐Ÿš of suicidal โœˆ ideation ๐Ÿš€ from ๐Ÿ›ธ textual ๐ŸšŸ behavioral ๐Ÿšž data ๐Ÿš‹ mental ๐Ÿš’ health ๐Ÿ˜ professionals ๐Ÿฆ by providing โšฝ a data โšพ driven ๐ŸฅŽ tool that ๐Ÿ€ detects ๐Ÿˆ potential ๐ŸŽฎ psychological ๐Ÿชฉ distress ๐ŸŽณ

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An Automated Marker-Assisted Prediction Approach for Suicidal Ideation

This repository contains the code and pipeline for the SNet-10 model, which is a hybrid deep learning model for predicting suicidal ideation. The model is validated using a Graph Convolution Network (GCN).

SNet-10 Model

The SNet-10 model is implemented in the Jupyter Notebook file. This notebook contains the code for the model architecture, training, and evaluation.

Requirements

The following Python packages are required to run the code:

  • TensorFlow
  • PyTorch
  • NetworkX
  • NumPy
  • Pandas
  • Matplotlib

Authors

Will be updated soon.

Citation

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Contact

For questions or comments about this project, please contact [email protected].

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๐Ÿ‘ Suicidal ๐Ÿ Ideation ๐Ÿˆ Prediction ๐ŸŽ is an advanced ๐Ÿซ‘ machine ๐ŸŒฝ and deep ๐Ÿฟlearning ๐Ÿซ’ system ๐Ÿ” designed ๐Ÿšž to identify ๐Ÿš… early signs ๐Ÿš of suicidal โœˆ ideation ๐Ÿš€ from ๐Ÿ›ธ textual ๐ŸšŸ behavioral ๐Ÿšž data ๐Ÿš‹ mental ๐Ÿš’ health ๐Ÿ˜ professionals ๐Ÿฆ by providing โšฝ a data โšพ driven ๐ŸฅŽ tool that ๐Ÿ€ detects ๐Ÿˆ potential ๐ŸŽฎ psychological ๐Ÿชฉ distress ๐ŸŽณ

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