MétaCan
Menu
Back to cohort
Record W7127222493

Learning to Teach, Learning to Endure: Teacher Candidates’ Experiences of Sexual Harassment in the Ontario Teaching Practicum

2025· dissertation· en· W7127222493 on OpenAlexaboutno aff
Julia Andersen

Bibliographic record

VenueQSpace (Queen's University Library) · 2025
Typedissertation
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPracticumHarassmentExperiential learningPower (physics)Qualitative research
DOInot available

Abstract

fetched live from OpenAlex

Despite increased awareness of workplace sexual harassment engendered by the #MeToo movement, and the emergence of research on sexual harassment in experiential learning placements, there is no substantial published research on teacher candidates’ (TCs’) experiences of sexual harassment (SH) during mandatory school practicum. TCs are particularly vulnerable due to their typically young age, non-unionized position, inexperience within the educational system and most workplaces, and unequal power relationships with associate teachers (ATs): senior colleagues who supervise and evaluate a TC’s practicum. Currently, teacher education programs may lack the resources and supports required to address TCs’ experiences of practicum SH; this may jeopardize TCs’ mental health, self-efficacy, and success at a critical point in their lives and careers. This thesis investigates how TCs who faced sexual harassment during practicum experienced its impacts, the reporting process (if applicable), and institutional responses, guided by the following research questions: 1) What are the impacts of SH on teacher candidates? 2) Which factors contribute to a TC’s decision to report – or not – SH experienced during practicum? 3) How do different institutional responses to reported SH impact TCs? Findings were translated into recommendations to faculties of education to improve SH prevention during practicum and develop supportive response procedures.

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)0.002
metaresearch head score (Gemma)0.008
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 score0.663
Threshold uncertainty score0.671

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0130.006
Scholarly communication0.0040.001
Open science0.0010.005
Research integrity0.0010.002
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 head0.013
GPT teacher head0.274
Teacher spread0.261 · 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 routes1
Has abstractyes

Explore more

Same venueQSpace (Queen's University Library)Same topicSexual Assault and Victimization StudiesFrench-language works237,207