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Record W6924927795 · doi:10.17605/osf.io/myd23

Responses to the Missing and Murdered Indigenous Women and Girls Report across the Context of Higher Education: A Scoping Review Protocol

2022· other· en· W6924927795 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOpen Science Framework · 2022
Typeother
Languageen
FieldSocial Sciences
TopicGender, Education, and Development Issues
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousRacismGovernment (linguistics)Context (archaeology)Economic JusticeCommissionColonialismHuman rights

Abstract

fetched live from OpenAlex

Statement of the Research Problem A national inquiry into the alarming number of missing and murdered Indigenous women and girls (MMIWG) was launched by the Government of Canada in September 2016 (Government of Canada, 2016). The inquiry’s general truth gathering process was composed of community hearings, institutional hearings, and expert hearings (Brant, 2020). In June 2019, the inquiry released its final report, entitled Reclaiming Power and Place: The Final Report of the National Inquiry into Missing and Murdered Indigenous Women and Girls (MMIWG, 2019). The report also proclaimed 231 Calls for Justice to end violence against Indigenous women, girls, and 2SLGBTQQIA people, which are imperatives that the Canadian government and various sectors must adhere to and implement within their practices (MMIWG, 2019). The Truth and Reconciliation Commission (TRC) of Canada (2015) includes 94 Calls to Action for addressing racism and achieving reconciliation with Indigenous peoples. The final report of the National Inquiry into MMIWG (2019) responded to the TRC and reaffirmed the importance of reconciliation and the need for addressing racism and violence against MMIWG, and 2SLGBTQQIA people. To stop the systemic reproduction of gendered colonial violence in Canadian society, substantial changes are required for Indigenous women and girls to feel secure, empowered, and visible (Pabla, 2021). After the release of the MMIWG report, there was a strong hope and expectation that various institutions and levels of government would respond and implement changes to address the Calls for Justice (Leddy, 2021). Higher education institutions need to take the identified Calls for Justice seriously and move forward in the work of reconciliation and decolonization to develop professionals who understand the devastating impact of colonization and to provide culturally safe services (Cote-Meek & Moeke-Pickering, 2020; Turpel-Lafond, 2020). It has been more than two years since the MMIWG report, and the 231 Calls for Justice, were released. Therefore, it is timely to conduct a scoping review to map the response to the report in higher education and the progress that has been made to uncover concerning gaps and inform future research and responses.

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)0.007
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.757
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0020.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.062
GPT teacher head0.474
Teacher spread0.413 · 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