W7169808794 Peer-reviewed research AI × management and organizations

Synthesizing research on leadership behaviors: Semantically validating a taxonomy using large language models and examining the nomological network with a second-order meta-analysis.

Yucheng Zhang · Shanshan Zhang · Zijun Ke · Wenrui Cao · Mo Wang · Kaiyang Qin · Han Li

Also recorded as: doi:10.1037/apl0001402

Journal of Applied Psychology · 2026-07-20

Recorded claims
1
coded from the inspected source
Evidence classes
1
crossref-api-metadata
Recorded limitations
1
stated, never hidden

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.

Crossref metadata identifies this work as using large language models to validate a leadership-behavior taxonomy alongside a second-order meta-analysis; it supplies no volume or issue.

confidence: moderate crossref-api-metadata apw-c1-obot-journals

Scope: metadata- and title-level only

Structured relationships

In-corpus citations

Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.

Cites (0)

No in-corpus outgoing citation is available in the current enrichment coverage.

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

  • Crossref did not supply an abstract, volume, or issue; APA public journal surfaces returned access challenges and were not used.

Source independence

publisher-only