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Record W4377824547 · doi:10.1108/jmd-04-2022-0082

Doing leadership development through mentoring in a social learning space: the case of the inaugural Leadership Learning Lab

2023· article· en· W4377824547 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Management Development · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicOrganizational Learning and Leadership
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsLeadership developmentValue (mathematics)OriginalityLeader developmentPsychologySocial constructivismPedagogySpace (punctuation)Shared leadershipSociologyLeadership stylePublic relationsSocial psychologyPolitical scienceCreativityComputer science

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to describe and contextualize the processes of leadership development through mentoring in a Leadership Learning Lab (“the Lab”) and to explore the implications and applications of the Lab's approach as a social learning space. Design/methodology/approach The authors used a constructivist grounded theoretical approach and conducted semi-structured interviews with participants in the Lab, which operated out of a leadership center in a mid-sized Canadian business school. Findings The findings show that participants used their individual life experiences to practice leadership development through mentoring in a social learning space of prescribed uncertainty. The participants identified with becoming flexible, self-actualized leaders by learning to view their own experiences and those of their Lab partners through a leadership lens. Originality/value This study contributes to an understanding of the “doing” of leadership development in a social learning space and highlights three relational processes through which leadership development emerged through mentoring: rapport-building, democratization and reflection.

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)0.004
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.487
Threshold uncertainty score0.923

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.080
GPT teacher head0.259
Teacher spread0.179 · 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