Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
1Distinct papers
6Unique collaborators
1/1OpenAlex citation coverage
Publication dates unavailable. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5122201541
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- El-Shamy, Osama (openalex, provider refresh)
- Osama El-Shamy (openalex, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 1 paper
- Labor Markets: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Other: 1 paper
- Automation Exposure: 1 paper
- Governance And Regulation: 1 paper
- Skill Acquisition: 1 paper
- Skill Obsolescence: 1 paper
- Task Allocation: 1 paper
- Training Effectiveness: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| In Egypt one in five jobs are at high automation risk, but only one-quarter of affected workers can realistically switch to safer roles using existing shared skills, meaning three-quarters face a structural mobility barrier and need full reskilling; process-oriented skills are the highest-leverage training target.semantic_scholar | El-Shamy, Osama provider id |
Fetched 2026-03-15 | 0 |
Citation observation summary
OpenAlex supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.