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Record W2792848918

Balancing Acts : Numbers for truth and reconciliation

2017· article· en· W2792848918 on OpenAlexaboutno aff
Annica Andersson, David Wagner

Bibliographic record

VenueMalmö University Publications (Malmö University) · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousPolitical scienceHistoryLawSociologyGeography
DOInot available

Abstract

fetched live from OpenAlex

Indigenous children were taken from their families and placed in residential schools since the 1870s and until 1996 in Canada with the aim to “kill the Indian in the child.” A Truth and Reconciliation Commission (TRC) was formed in 2008 to provide victims of these schools the opportunity to recount their experiences in a safe and culturally appropriate manner. After five years of gathering these experiences, the TRC report summarizes what was heard, and identifies 94 calls to action. We will show how numbers are used and not used in two TRC documents. We identify the value of such analysis for school and university mathematics teachers as an example of a culturally situated use of number for rhetorical purposes, which relates to the ideas of culturally responsive teaching and critical mathematics education. Not only does this kind of learning address calls for democratic and critical citizenship, it belongs in Canada’s new age of responsiveness to Indigenous experiences of colonialism.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.966
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0210.000
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.000
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 head0.026
GPT teacher head0.265
Teacher spread0.239 · 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 designTheoretical or conceptual
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".

Quick stats

Citations0
Published2017
Admission routes1
Has abstractyes

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