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Record W2902376675 · doi:10.1353/his.2018.0034

A Question of Scale in the Histories of Indigenous Education

2018· article· en· W2902376675 on OpenAlexvenueaboutno aff
Braden Te Hiwi

Bibliographic record

VenueHistoire sociale · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousColonialismEmpireRedressGenocideSociologyHistoryMedia studiesGender studiesLawPolitical science

Abstract

fetched live from OpenAlex

A Question of Scale in the Histories of Indigenous Education Braden Te Hiwi M illoy, John S. – A National Crime: The Canadian Government and the Residential School System, 1879 to 1986, 2ndedition. Winnipeg: University of Manitoba Press, 2017. Pp. 409. M ay, Helen, Baljit K aur, and Larry P rochner– Empire, Education, and Indigenous Childhoods: Nineteenth-Century Missionary Infant Schools in Three British Colonies. Farnham, UK: Ashgate, 2014. Pp. 305. W oolford, Andrew – This Benevolent Experiment: Indigenous Boarding Schools, Genocide, and Redress in Canada and the United States. Winnipeg: University of Manitoba Press, 2015. Pp. 431. In the work of any historian, decisions about scale are of central importance to the research problem; the selection and use of sources; the intended audiences; and historical description, interpretation, and argumentation. The historian's choices about scale will include a spatial dimension, which can range across the local, national, transnational, and global scales. In this essay I have been asked to review three books, and in doing so I use scale as an interrogative thread for reflection. The three books are as follows: The second edition of John Milloy's A National Crime; Helen May, Baljit Kaur, and Larry Prochner's Empire, Education and Indigenous Childhoods; and Andrew Woolford's This Benevolent Experiment. These monographs examine the history of Indigenous education across various colonial contexts. Milloy's book is the most straightforward spatially, as it is national in focus, from the first page to the last, in its examination of the Canadian residential school system. May and her coauthors draw insight from the local and global scales; case studies of British-controlled India, Upper Canada, and northern Aotearoa/New Zealand are set within a global framework of English colonial education. Woolford's study is the most complex in terms of scale, as he sets out to simultaneously capture the local school experience, the institutions of Indigenous education in the US and Canada, and also the broad North American context of Indigenous relations. After a review of each book in the order I have introduced them, I end with some reflections about scale in residential school research. Originally published in 1999, A National Crimefocuses on public policy in the residential school system and remains one of the most well-known and often-cited studies in the field of Indigenous education. Drawing on unprecedented access to the depth of archival material produced by Department of Indian Affairs [End Page 414](DIA), Milloy has produced a powerfully evidenced and sweeping narrative of national scope. This is a comprehensive reconstruction of the vision, development, implementation, and evolution of the Indian residential school system through a traditional policy analysis of governmental files. Milloy draws evidence from official policy statements, but more than this he traces the sum of actions undertaken by the DIA and all its machinery in the administration of the system, taking into consideration major policy positions and documents, the work of key bureaucrats in the DIA, intradepartmental operations and communications, and any direct interaction with schools. Cumulatively, Milloy uses the evidence to create a comprehensive reconstruction of the public administration of residential schooling. This enables Milloy, for example, to show how persistent underfunding, systemic issues of inadequate care, and the continuation of debilitating health problems—while not official policy directives of the DIA—were representative of an ongoing framework of action that is now central to our understanding of the residential school system. Readers of the first edition of A National Crime, along with J. R. Miller's Shingwauk's Vision(1996), witnessed a transition in the literature toward a systemlevel understanding of residential schooling. The literature on residential schools, which consisted until the 1990s of loosely connected local case studies, could now be read as smaller cases within a larger Canadian narrative. Furthermore, Milloy's institutional-level analysis offers connections and insight into other system-level operations of the DIA. For instance, his attention to the function of health and child-welfare systems that overlapped with residential schooling calls attention to patterns of ideological assumptions, mutually reinforcing processes, and Indigenous experiences across these systems. Canadian researchers and the Canadian public alike are in need of some form of readily comprehendible national stories...

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)0.010
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.115
Threshold uncertainty score0.228

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0110.097
Scholarly communication0.0090.016
Open science0.0020.006
Research integrity0.0030.006
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 head0.011
GPT teacher head0.296
Teacher spread0.285 · 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 designNot applicable
Domainnot available
GenreOther

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".

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Published2018
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