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Record W2793985193

Indigenous social work: a comparative study of New Brunswick (Canada) and Alice Springs (Australia)

2025· dissertation· W2793985193 on OpenAlexaboutno aff
Tiani Hetherington

Bibliographic record

VenueFigshare · 2025
Typedissertation
Language
FieldArts and Humanities
TopicHermeneutics and Narrative Identity
Canadian institutionsnot available
Fundersnot available
KeywordsAlice (programming language)IndigenousWork (physics)GeographyEthnologyHistorySociologyPolitical scienceEngineeringEcologyArt history
DOInot available

Abstract

fetched live from OpenAlex

Indigenous social work is an emerging field within the discipline of social work. However, the social work profession has a history of struggling to deal with cultural diversity. The practice of social workers with Indigenous clients and communities has often been overlooked, and cross-national comparative studies of social work practice are rare. This study adopts a qualitative design to explore issues relating to the crossover between mainstream and Indigenous social work, in which mainstream social work is dominant. It examines the practice of Indigenous and non-Indigenous social work practitioners working with Indigenous communities in Canada (New Brunswick) and Australia (Alice Springs). This research study explores how mainstream Western social work practices and traditional Indigenous cultures fare when juxtaposed in the 'field'. The study has two comprehensive literature reviews: A critical examination of the international literature relating to Indigenous social work and a comparative literature review of Canadian and Australian approaches to Indigenous social work practice, research, and education. The main research question relates to whether social work is compatible with Indigenous ways of being and knowing? Hermeneutic phenomenology was chosen as a framework for understanding that was most aligned with Indigenous worldviews. This methodology enabled an in-depth understanding of the lived experience (pr phenomenon) under study, namely, social work practice with Indigenous clients and communities. Van Manen's (1990) approach for researching lived experience influences the study's data collection and presentation. Data was collected at New Brunswick (Stage 1) and Alice Springs (Stage 2) using semi-structured in-depth interviews with six participants. The findings of Stage 1: New Brunswick and Stage 2: Alice Springs, showed that Western social work was seen as 'the other' and out of step with local Indigenous ways of being and knowing. In other words, Western ways of seeing were another way of not seeing local Indigenous ways of being and knowing. Participants for State 1: New Brunswick, viewed Indigenous social work practice as a way of life rather than a way of social work practice, particularly for First Nations social workers. The findings for Stage 2: Alice Springs, suggested that social work practice should do much more in trying to develop an Indigenous social work practice model to work with Aboriginal clients and communities (and not for the bureaucratic requirements of human service agencies). This study enhances understanding that social work is colonization and that the mainstream Western 'professional' model of social work is incompatible in working with Indigenous Peoples. This study found the more social workers adjusted their practice to suit Indigenous culture (as expressed by the needs and aspirations of Indigenous Peoples themselves), the less it began to look like 'conventional' social work, seeing that social work theory, textbooks, codes of ethics, and international standards and definitions are foreign to Indigenous cultures. The findings of this study indicate the potential for social work and Indigenous Nations studies scholars to work together to build 'ground up' culturally situated Indigenous 'helping' practice frameworks that actively promote Indigenous sovereignty and self-determination.

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)0.003
metaresearch head score (Gemma)0.004
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 score0.125
Threshold uncertainty score0.908

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.010
Science and technology studies0.0470.008
Scholarly communication0.0060.002
Open science0.0030.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.000

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 head0.133
GPT teacher head0.323
Teacher spread0.191 · 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

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