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Power and Global Leadership: Marking the Transition and Suggesting Future Directions

2023· book-chapter· en· W4321507248 on OpenAlexaff
Martha L. Maznevski, Joyce S. Osland, B. Sebastian Reiche, Mark E. Mendenhall

Bibliographic record

VenueAdvances in global leadership · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsWestern University
Fundersnot available
KeywordsPerspective (graphical)LimitingPower (physics)MainstreamGlobal LeadershipField (mathematics)Political scienceAdaptation (eye)SociologyPublic relationsPsychologyComputer scienceEngineeringArtificial intelligenceMechanical engineeringMathematics

Abstract

fetched live from OpenAlex

Abstract The chapters in Volume 15 of Advances in Global Leadership provide a comprehensive examination of the state of our field in its lenses on and through power. In this chapter, we synthesize the volume's insights around two main conclusions. First, global leadership research tends to draw on the same lenses and approaches to the study of power as the mainstream leadership research does. This is helpful for comparison and extension across contexts, but the research suggests that important insights – especially around the nature of power dynamics in highly complex environments – may be missed by limiting the perspective. Second, recent research on how global leaders work is beginning to show a pattern illuminating the importance of dynamic and shared power adaptation in global leadership. There are exciting possibilities in these directions, and this chapter concludes with a discussion on ideas for future research.

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.

How this classification was reachedexpand

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.803
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
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 head0.066
GPT teacher head0.325
Teacher spread0.259 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2023
Admission routes1
Has abstractyes

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