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Record W4412917171 · doi:10.1111/1744-7941.70027

Leadership and Human Resource Management: Oil and Water in the Same Vessel

2025· article· en· W4412917171 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAsia Pacific Journal of Human Resources · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicOutsourcing and Supply Chain Management
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsHuman resource managementBusinessEnvironmental resource managementManagementEconomics

Abstract

fetched live from OpenAlex

ABSTRACT The task of integrating projects pursued under the banner of human resource management (HRM) with conjecture about leadership axiomatically requires that such integration be possible. However, the extent of compatibility between the substance of HRM and reflection on leadership has largely remained unexamined. Using examples to illustrate the points being made, this article prosecutes the case that much HRM theory as well as its practice and leadership conjecture invoke divergent ways of speaking about collectively pursued objectives and entail differing perspectives of obedience. One way to reconcile the two domains is to revisit the conceptual underpinnings of mainstream contemporary HRM scholarship and, in particular, this corpus' well‐documented emergence from Alan Fox's conception of a unitarist frame of reference. Such a reappraisal of the nature of HRM enables concerned scholars to benefit from insight provided by their peers writing about leadership and provides an opportunity for improved practice.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.592
Threshold uncertainty score0.764

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.230
Teacher spread0.211 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it