Evaluation beyond aggregate scores
Research on allocation identity, ranking-to-action systems and consequential evaluation asks what changes when a model is forced to act under limited capacity.
Explore RIDI →The complete publication and citation record lives on Google Scholar. This page organizes the main intellectual threads so collaborators can quickly see where the work came from and where it is going.
For the authoritative publication list, use Google Scholar. For research-network context and institutional lineage, use ResearchGate, KAUST and the doctoral repository.
Rather than reproduce a long bibliography here, these themes show how individual papers, systems and ventures fit into one larger research program.
Research on allocation identity, ranking-to-action systems and consequential evaluation asks what changes when a model is forced to act under limited capacity.
Explore RIDI →Doctoral and later work on drug–drug interactions, pharmacovigilance and biomedical knowledge asks how incompleteness and heterogeneity affect computational and clinical inference.
See doctoral foundations →Work in genetic screening and drug response extends the same principle to personalized medicine: better decisions require evidence that is specific enough to the person and context.
Explore GenomeFit →Research and system-building in AI-assisted curriculum design, readiness and institutional governance asks how evidence can remain visible when systems scale across courses and organizations.
Explore teaching →Use Scholar for the full record, or contact me directly if you are exploring collaboration around a particular question.