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Contributors

Research Contributions and Role Distribution

The project was developed collaboratively, with clearly defined responsibilities across dataset construction, modeling, evaluation, and documentation.

Contribution Breakdown

  • Layan Alnasser (Project Leader)
  • Overall project coordination and technical direction
  • Dual-model architecture design
  • SVM model training and hyperparameter tuning
  • Quantitative performance evaluation

  • Results interpretation and technical discussion

  • Norah Alhadyani

  • Synthetic Arabic dataset generation
  • Validation and consistency review of generated narratives

  • Contribution to project introduction and motivation framing

  • Mashael Alsedais

  • Dataset preprocessing pipeline
  • Literature review and related work synthesis

  • Documentation of prior research context

  • Leen Almunifi

  • Feature representation strategy
  • Embedding-based text processing

  • Methodology documentation and modeling explanation

  • Hessah Alsuubaiee

  • Longitudinal alert framework development
  • Ethical analysis and responsible AI positioning
  • Limitations assessment and future research directions

Collaboration Model

All contributors participated in:

  • Iterative review of experimental results
  • Cross-validation of documentation accuracy
  • Refinement of research framing and conclusions

The project reflects coordinated technical development and shared academic responsibility.