MétaCan
Menu
Back to cohort
Record W3217234669 · doi:10.7939/r3-2a04-v182

Canadian school psychologists' understanding of bullying intervention based on their experiences in Alberta, Canada

2021· article· en· W3217234669 on OpenAlexaboutno aff
Ellis Chan

Bibliographic record

VenueUniversity of Alberta Library · 2021
Typearticle
Languageen
FieldPsychology
TopicBullying, Victimization, and Aggression
Canadian institutionsnot available
Fundersnot available
KeywordsIntervention (counseling)PsychologySchool psychologyApplied psychologyPsychiatry

Abstract

fetched live from OpenAlex

School bullying (referred to in this thesis as bullying) was a phenomenon with serious implications regarding short-term and long-term effects on the individuals involved (Craig & Pepler, 1999). While interventions of bullying early in an individual’s life might help alleviate the effects of bullying (Carter & Stewin, 1999), there were concerns that current intervention efforts were not optimal (Furlong et al., 2002; Pepler & Craig, 2011; PrevNet, 2007). Addressing the issue of bullying required a broader effort beyond any school in silo can accomplish (Fagan et al., 2009; Kania et al. 2011). A broader coordinated strategy was needed from schools, communities, and other stakeholders (Fagan et al. 2009; Kania et al. 2011). The present study aimed to explore school psychologists’ understanding of bullying intervention based on their experiences in Alberta, a province that has legislation and public concern over bullying (Alberta Education, 2014; Reid, 2010). To explore the school psychologists’ experience of bullying interventions a cross-case analysis approach was utilized. Eight school psychologists were interviewed. who are ideal persons for bullying intervention due to their training, and broad school wide perspective and target caseload in their school positions (Espelage et al., 2013; GSA Network, 2011; Morrison & Furlong, 1994; Murphy, 2012; National Association of School Psychologists, 2014). Interview data were coded using the constant comparative method (Hurworth & Mathison, 2011). The study showed bullying intervention was a complex experience with no simple pathway to remedying the phenomenon. Criteria to consider with bullying intervention included how bullying manifests in terms of the victim, the bully and the bullying behavior, the personnel and characteristics of the personnel involved, the focus of the bullying intervention, resources used, the role of the school psychologist, the referral route of the incident, the needs and priorities of the school, and the culture of bullying. Implications of this complexity included an emphasis on the importance of working cohesively between the multiple factors involved in bullying, and consideration of the multiple factors involved in bullying. Furthermore, the research emphasized the complexity of bullying going beyond a simple relationship between a bully and a victim.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.633
Threshold uncertainty score0.991

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0100.000

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 head0.020
GPT teacher head0.224
Teacher spread0.205 · 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 designObservational
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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Alberta LibrarySame topicBullying, Victimization, and AggressionFrench-language works237,207