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Record W4400382576 · doi:10.63029/kyzckn37

Transformational Leadership and Business Continuity: A systematic review of empirical studies

2024· review· en· W4400382576 on OpenAlexaff
Mary Sabbah

Bibliographic record

VenueManagement Research Quarterly. · 2024
Typereview
Languageen
FieldBusiness, Management and Accounting
TopicOrganizational Leadership and Management Strategies
Canadian institutionsFoundation of Stars
Fundersnot available
KeywordsTransformational leadershipRelevance (law)Field (mathematics)Business ReviewTransactional leadershipEmpirical researchPublic relationsSystematic reviewKnowledge managementSociologyPolitical scienceManagementComputer scienceEpistemologyMEDLINE

Abstract

fetched live from OpenAlex

Transformational leadership has emerged as a critical concept in management literature, characterized by vision, innovation, inspiration, and attentiveness to followers' needs. As businesses strive to adapt and thrive in increasingly complex environments, the need for visionary leadership capable of inspiring teams toward shared goals has become imperative. However, despite its relevance, systematic reviews guiding scholars in this field are scarce. This study aims to fill this gap by systematically reviewing relevant journal articles on transformational leadership. Using a word search procedure across eight databases, including Google Scholar, the study retrieved 36 articles, of which 28 were retained for further analysis. The findings reveal that the 28 articles were published across 24 journal outlets hosted by the eight databases.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.014
metaresearch head score (Gemma)0.061
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.022
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.061
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.004
Bibliometrics0.0220.025
Science and technology studies0.0010.001
Scholarly communication0.0040.004
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.279
GPT teacher head0.434
Teacher spread0.156 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations14
Published2024
Admission routes1
Has abstractyes

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