From the hash-bound evidence releases
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
An analytical task-allocation framework distinguishes AI automation from augmentation and links their optimal use to different forms of human-AI complementarity; an experiment using image-classification data supports a work design in which AI automates easier tasks, augments humans on intermediate tasks, and leaves harder tasks to humans.
Scope: publisher-deposited abstract metadata; future-of-work task allocation and organizational performance
The abstract develops a task-allocation framework in which complementarity shapes whether AI automates tasks, augments humans, or leaves work to humans.
Scope: abstract-level
The publisher preview analyzes AI roles in human judgment work, contrasting automation with augmentation and labor reallocation.
Scope: publisher TOC preview abstract
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (3)
- To Engage or Not to Engage with AI for Critical Judgments: How Professionals Deal with Opacity When Using AI for Medical Diagnosis
- Substituting Human Decision-Making with Machine Learning: Implications for Organizational Learning
- Artificial Intelligence and Management: The Automation-Augmentation Paradox
Cited by (0)
No in-corpus incoming citation is available in the current enrichment coverage.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- Abstract-level Crossref metadata only; the blocked publisher surface was not retried.
- Crossref supplies only a year and month for publication, so published_date is null rather than an invented day.
- Full text was not inspected.
- Abstract-level Crossref metadata only; full text was not inspected.
- The publisher surface was not queried after the lane’s quarantined dynamic-challenge response; no independent publisher-page verification was attempted.
- Publisher TOC preview abstract is truncated; full text was not inspected.
- Special-issue membership is established by the issue heading.
Source independence
publisher-only