Research record
40+ peer-reviewed publications are represented in the current CV record; citation count and h-index remain dynamic and are delegated to Google Scholar.
For funders
Fund the question before the tool
The common thesis is simple: a score is not a decision. The research asks where identity, context and evidence are lost when metrics become decisions about people.
Research to application
The CV records KAUST TAQADAM venture support for precision medicine in 2016 and a FekraTech innovation award/grant for emergency-department optimization in 2017.
Institutional scale
The CV reports program portfolios of approximately SAR 190M shaped or overseen; the figure is presented with its defined scope and source rather than as an independently audited financial claim.
Ready for discussion
Three research programs to shape with the funder
Duration, team, budget and partners are intentionally not invented here; they are set after aligning a program with a specific funding call.
1 · Auditing public-sector AI decisions
An extension of RIDI: measure who changes when the model changes, and connect ranking quality to the cost of changing the decision.
2 · Knowledge completeness before clinical inference
An extension of D3, Anti-DDI and D4: test whether the knowledge base is complete enough before turning it into clinical inference or decision support.
3 · Evidence of readiness in AI-enabled education
An extension of iSCARB and IMAM: move from polished output to evidence of judgment and readiness under changing conditions.