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Record W4406538943 · doi:10.1108/sgpe-02-2024-0022

Critically reflecting on and through creative practice in doctoral education: a collaborative autoethnography of journey mapping

2025· article· en· W4406538943 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

VenueStudies in Graduate and Postdoctoral Education · 2025
Typearticle
Languageen
FieldHealth Professions
TopicDoctoral Education Challenges and Solutions
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsAutoethnographySociologyPedagogyEngineering ethicsPsychologyAnthropologyEngineering

Abstract

fetched live from OpenAlex

Purpose This paper aims to present journey mapping as a creative practice that can be used to “do doctoral education differently”, specifically, in a way that supports the wellbeing of doctoral students and centres students often excluded in post-secondary planning and program development. It understands journey mapping through the lens of feminist care ethics, critical and decolonizing disability studies, theories of Indigenous relationality, systems thinking, and action-oriented approaches. Design/methodology/approach Using collaborative autoethnography, it critically analyses authors’ experiences of a journey mapping process initiated by students in a new interdisciplinary doctoral program in Ontario, Canada. For this study, the authors invited all students currently enrolled in the program and the Program Director to share their reflections on their experiences with journey mapping as a creative practice. They then conducted collaborative data analysis, working together to identify common themes, experiences and tensions which arose throughout the journey mapping process. Findings The study analysis positions journey mapping as a creative practice of collective memory, which can facilitate connection, healing and change. It suggests that this practice can be used to resist problematic ideals of individualism, and competition within academia, by offering a process through which graduate students can build community, advocate for programmatic changes, and move towards individual and collective wellbeing. Originality/value Drawing on the lived experiences in an interdisciplinary doctoral program, this paper brings together work that explores student experience and creative practice in graduate education with the practice of journey mapping, to highlight the possibilities and tensions of using this approach. In the changing landscape of doctoral education, practices that centre students’ voices and support student wellbeing must be developed, and the resources needed to support such practices better understood.

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)0.001
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.261
Threshold uncertainty score0.824

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.479
GPT teacher head0.649
Teacher spread0.169 · 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