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Record W4412784239 · doi:10.7202/1119015ar

Breaking the Silence: A Phenomenological Study of Student-Initiated Confrontation as Experienced by Social Work Educators

2025· article· en· W4412784239 on OpenAlexvenueaboutno aff
Thalia Anderen

Bibliographic record

VenueCanadian social work review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
Fundersnot available
KeywordsSilenceWork (physics)PsychologyPedagogySociologyPhysicsAestheticsPhilosophy

Abstract

fetched live from OpenAlex

Mounting evidence suggests that, over the past three decades, post-secondary educators increasingly face concerning behaviours initiated by students, both in and outside of the classroom. The behaviours range from incidental rude and disruptive behaviours to more ongoing, intentional, hostile, aggressive, and even violent behaviours. These student-initiated confrontations (SICs) present personal and professional challenges for educators and are often exacerbated by insufficient institutional support and training with respect to SIC and classroom management. This qualitative phenomenological study aimed to understand the experience of SIC among post-secondary social work educators across Canada and to identify potential strategies to mitigate these challenges. Additionally, the study examined institutional responses to SICs, with a focus on social work education. Particular interest was paid to the implications of SIC for social work education. Fifteen post-secondary social work educators were interviewed using semi-structured interviews, and the data were analyzed using Colaizzi’s descriptive phenomenological approach. Findings suggest that SIC is a present and serious problem within schools of social work that has implications for social work educators, social work education, and the profession itself. Findings specific to social work education suggest that increased mandatory training for educators on classroom management and SIC, as well as increased institutional leadership support for educators, are important in preventing and mitigating this phenomenon.

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)0.007
metaresearch head score (Gemma)0.021
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 score0.917
Threshold uncertainty score0.165

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.003
Science and technology studies0.0180.021
Scholarly communication0.0060.004
Open science0.0040.008
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.070
GPT teacher head0.433
Teacher spread0.363 · 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

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