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
3Unique collaborators
1/1OpenAlex citation coverage
Publication dates unavailable. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5033077069
ORCID evidence
Observed aliases (2)
- Arun Kumar Singh (openalex, provider refresh)
- Ayushi Singh (openalex, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 1 paper
- Governance: 1 paper
- Human Ai Collab: 1 paper
- Labor Markets: 1 paper
- Productivity: 1 paper
Claim outcomes
- Organizational Efficiency: 1 paper
- Research Productivity: 1 paper
- Consumer Welfare: 1 paper
- Ai Safety And Ethics: 1 paper
- Firm Productivity: 1 paper
- Firm Revenue: 1 paper
- Output Quality: 1 paper
- Regulatory Compliance: 1 paper
- Skill Obsolescence: 1 paper
- Task Completion Time: 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 |
|---|---|---|---|
| AI complaint-management tools markedly speed triage and standardize case classification, raising operational efficiency and routine-patient satisfaction; however, privacy risks, algorithmic bias, system-integration hurdles and empathy losses mean hybrid human-plus-AI models with strong governance are essential for sustained benefits.semantic_scholar | Ayushi Singh orcid |
Fetched 2026-03-12 | 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.