MétaCan
Menu
Back to cohort
Record W7125618302 · doi:10.82396/cjcd.v25i1.3262

Navigating Identity Transition from Counsellor-to-Counsellor Educator: Challenges and Opportunities

2025· article· en· W7125618302 on OpenAlexaffabout
Rosina E. Mete, Cindi Saj

Bibliographic record

VenueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland) · 2025
Typearticle
Languageen
FieldPsychology
TopicCounseling Practices and Supervision
Canadian institutionsYorkville University
Fundersnot available
KeywordsAccreditationIdentity (music)Professional developmentGrounded theoryTransition (genetics)Professional boundaries

Abstract

fetched live from OpenAlex

There is a lack of discussion and research on counsellor educators in Canada. With an estimated number of 228 to 304 counsellor educators across the country, examining the transition from counsellor to counsellor educator is relevant to developing a career identity and to strengthening the field. This article explores the complex transition from practicing counsellor to counsellor educator within the Canadian context, emphasizing the importance of professional identity transformation amidst evolving regulatory and accreditation landscapes. This conceptual article highlights role differences between counsellors and counsellor educators. Additionally, it provides considerations for counsellors who are interested in becoming counsellor educators. It discusses the unique challenges faced during this shift, including managing dual roles, bridging the research-practice gap and navigating role expectations. The authors highlight the distinctions between clinical practice and educational responsibilities, underscoring the need for new skills, self-reflection, and ongoing professional development. Practical strategies, such as the REP model of Reflect, Examples, Prepare and the development of a personal teaching philosophy, are proposed to support prospective counsellor educators in their preparation process. The article concludes by emphasizing the vital role of counsellor educators in shaping culturally competent, ethically grounded future practitioners and advocates for thorough self-reflection and strategic preparation to ensure successful transitions into academia.

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)0.017
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.349
Threshold uncertainty score0.693

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0250.008
Scholarly communication0.0120.008
Open science0.0030.011
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0040.001

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 head0.028
GPT teacher head0.303
Teacher spread0.275 · 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 designQualitative
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 routes2
Has abstractyes

Explore more

Same venueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland)Same topicCounseling Practices and SupervisionFrench-language works237,207