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Author

Husnain Rafiq

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Open access Jul 2026

A knowledge graph–driven big data framework for explainable clinical decision support using heterogeneous healthcare data

A scalable, knowledge graph driven big data framework for explainable clinical decision support that unifies heterogeneous healthcare data into a semantically structured representation and provides transparent, traceable decision paths through knowledge graph reasoning addressing key challenges of interpretability and...

Ubaid Ul Rehman, Hufsa Mohsin, Ghulam Mustafa et al. · 0 citations
Open access Aug 2026

An ontology-guided knowledge graph and retrieval-augmented LLM framework for interpretable mental health assessment

An ontology-guided framework that integrates a Knowledge Graph, an Ontology-Informed Retrieval Classifier, and a Large Language Model for interpretable mental health detection from social media text demonstrates that the KG–ORC cross-validation gate measurably improves predictive reliability over single component basel...

Amina Tahir, Ghulam Mustafa, Muhammad Tanvir Afzal et al. · 0 citations

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