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Record W2466198984 · doi:10.1177/1468017316654341

Cultural competence and cultural humility: A critical reflection on key cultural diversity concepts

2016· article· en· W2466198984 on OpenAlexaff
Ransford Danso

Bibliographic record

VenueJournal of Social Work · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsCultural humilityHumilityCultural analysisEpistemologySociologyCultural competenceCultural diversityEnvironmental ethicsPsychologyEngineering ethicsSocial sciencePedagogyPolitical scienceAnthropology

Abstract

fetched live from OpenAlex

Summary Cultural competence has commanded respectable attention since its introduction in cross-cultural discourse. Cultural competence has been presented as a framework capable of promoting culturally sensitive practice and for training cross-cultural workers. However, a smorgasbord of definitions and conceptualizations has generated intense controversy around the construct, with many questioning its relevance or ability to address structural problems. Disenchantment has led to calls to jettison and replace cultural competence with cultural humility. This paper presents a critical reflection on cultural competence and cultural humility, including critiquing the critiques of cultural competence. Findings A critically reflective analysis suggests that semantic appeal does not necessarily give cultural humility a utilitarian edge over the construct it seeks to supplant. Cultural humility appears not to add more value to social work practice than cultural competence. From a social work perspective, cultural humility is essentially a repackaging of anti-oppressive practice; the fundamental ideas underpinning cultural humility have previously been developed and are foundational principles of anti-oppressive social work practice and education. Critical analysis also reveals that many of the critiques of cultural competence lack analytical rigour. Applications Deep-level theoretical analyses can lead to innovative perspectives that allow for critical re-examination of extant methodological approaches and promote culturally empowering social work practices in our super-diverse, postmodern world. Rather than dismissing long-standing, potentially effective theoretical and practice tools with happy abandon, adapting them in light of current developments would help move social work to a new, enlightened level of relevance in working with diversity and difference.

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)0.048
metaresearch head score (Gemma)0.057
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.048
Threshold uncertainty score0.254

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0480.057
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.003
Science and technology studies0.0190.062
Scholarly communication0.0190.018
Open science0.0040.014
Research integrity0.0070.019
Insufficient payload (model declined to judge)0.0030.000

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 head0.089
GPT teacher head0.439
Teacher spread0.349 · 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 designTheoretical or conceptual
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

Citations347
Published2016
Admission routes1
Has abstractyes

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