MétaCan
Menu
Back to cohort
Record W2043832508 · doi:10.1002/crq.21115

Practicing Conflict Resolution and Cultural Responsiveness within Interdisciplinary Contexts: A Study of Community Service Practitioners

2015· article· en· W2043832508 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

VenueConflict Resolution Quarterly · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsTransformative learningConflict resolutionDiversity (politics)Public relationsService (business)Conflict managementCultural diversitySociologyPsychologyPolitical sciencePedagogySocial scienceBusiness

Abstract

fetched live from OpenAlex

Workplace conflict is a significant issue for community service professionals. As more professions work toward developing interdisciplinary teams and culturally responsive practices, the potential for the escalation of conflict may increase as different professional value systems and conflict management strategies converge. However, although they are often expected to respond proficiently to conflicts, many community service professionals may not have had sufficient training in policies, practices, and structures that can provide alternative and transformative approaches to conflict management in diverse contexts. This article presents results of an exploratory study with interdisciplinary community service students who took part in a conflict resolution course at a diverse university in a metropolitan city in southern Ontario, Canada. The findings show that most of these community service–related professionals dealt with conflict on a daily basis, much of which was escalated by cultural conflict, lack of professional resources and development, and limited training in transformative peacebuilding practices. Most participants found that cultural diversity and gender influenced how they responded to conflicts in their various settings. The findings have important implications for how issues of culture and diversity are addressed and included in conflict resolution training programs.

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)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.093
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.002
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 head0.119
GPT teacher head0.428
Teacher spread0.309 · 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