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
2Unique collaborators
1/1Semantic Scholar citation coverage
Publication dates unavailable. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
3302201
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Huaxia Rui (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 1 paper
- Labor Markets: 1 paper
- Productivity: 1 paper
Claim outcomes
- Employment: 1 paper
- Job Displacement: 1 paper
- Other: 1 paper
- Turnover: 1 paper
- Wages: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar 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 |
|---|---|---|---|
| ChatGPT reshapes gig work unevenly: in some online markets it raises freelancers’ workload and pay, while in others it replaces them. A Cournot-based inflection-point model and DiD evidence across ChatGPT versions show markets can flip from AI-complementarity to AI-substitution as capabilities improve.semantic_scholar | Huaxia Rui provider id |
Fetched 2026-03-15 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 1 cumulative citations. This is a coverage summary, not an author score or h-index.