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Record W4414116717 · doi:10.1177/17499755251360152

Figurations of Mentorship for Cultural Work

2025· article· en· W4414116717 on OpenAlexafffundabout
Frédérik Lesage, Yijia Zhang

Bibliographic record

VenueCultural Sociology · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicArtistic and Creative Research
Canadian institutionsUniversity of British ColumbiaSimon Fraser University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsMentorshipForegroundingMeaning (existential)InterdependenceTransformative learningScholarshipRelevance (law)

Abstract

fetched live from OpenAlex

As cultural work becomes increasingly precarious and digitally mediatized, we ask how mentorship can continue to play a crucial role in shaping how the know-how of cultural work is organized and shared. Drawing on a case study of a mentorship program for cultural work taking place in Greater Vancouver, Canada, we propose conceptualizing mentorship as a figuration, which we describe by tracing three interdependent threads: a constellation of actors, frames of relevance, and communicative practice. Focusing on the constellation of actors, we analyse how the mentorship spans across a dynamic network of actors whose connected presence shape the sharing of the know-how and distributed knowledge among heterogeneous mentors and mentees. Turning to the frames of relevance, we find that mentorship is much more than a means of skill transmission. Instead, it is a site where struggles over the meaning of know-how for cultural work – frames of relevance including skill, creativity, and social justice – take place. Finally, by foregrounding the communicative practice for the figuration of this mentorship, we illustrate how mentorship is facilitated through various layers of digitally mediated exchange which reconfigure traditional notions of guidance and support for sharing experience and knowledge for cultural work. Reconceptualizing mentorship as a figuration allows us to move beyond accounts of dyadic relationships between an individual mentor and a mentee working in co-presence, and instead recognize the relational, institutional, and technological dynamics that structure contemporary cultural work. Ultimately, our findings suggest that, through the figuration of mentorship for cultural work, mentors and mentees can still share meaningful collective experiences and knowledge, which expands our understanding of the know-how necessary to practise cultural-work and how it is shared.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.865
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.143
GPT teacher head0.399
Teacher spread0.256 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations0
Published2025
Admission routes3
Has abstractyes

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