Table 3 Inclusion–exclusion criteria, search strings, and scientific repositories used in data synthesis
Inclusion criteria | Exclusion criteria | Search string | Database |
|---|---|---|---|
Studies related to AD diagnosis using AI techniques | Pilot papers, Editorials, proceedings, magazines | “Alzheimer’s” explainable AI, “Alzheimer’s” interpretable AI | IEEE Xplore (www.ieee.org), ScienceDirect (www.sciencedirect.com) |
Studies related to Explainable AI for AD prediction | Articles not related to AI based AD and AD disease diagnosis | “Alzheimer” explainable ML, “Alzheimer” interpretable ML | Springer (www.springer.com), ACM (www.acm.org) |
Studies related to performance results of ML/DL models for AD | Article on AD but not on detecting it (e.g., supportive care) | “Alzheimer” explainable DL, “Alzheimer” interpretable DL | PubMed (https://pubmed.ncbi.nlm.nih.gov) |
Studies related to AD Explainability using LIME and SHAP | “Alzheimer” post hoc explainable AI, “Alzheimer” XAI |