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Record W4200151150 · doi:10.25158/l10.2.4

Arctic Pedagogy

2021· article· en· W4200151150 on OpenAlex
Susan Hegeman

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

VenueLateral · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousCurriculumSociologyPedagogyIndigenous educationPolitical science

Abstract

fetched live from OpenAlex

This paper is about the place of Indigenous people in an early instance of a culture war in the United States: the conflict in the 1970s over an innovative middle-grades social studies curriculum called “Man: A Course of Study” (MACOS). Funded by the National Science Foundation, MACOS sought to revamp social studies education by addressing big questions about humans as a species and as social animals. It quickly came under fire from conservatives and helped to solidify the concept of “secular humanism” as a social threat. A broad conservative organizing effort, whose effects can still be felt today, eventually ended not only MACOS, but the very viability of school curriculum reform projects on the national level. Though this story is familiar to historians of American education, this paper argues for its centrality to the development of contemporary conservative politics and the early history of the culture wars. It also takes up the largely unaddressed issue of how Indigenous people figured in the MACOS curriculum and in the ensuing controversy. Focusing on the ethnographic film series featuring Netsilik Inuit that was at the heart of the MACOS curriculum, this paper addresses the largely unacknowledged legacy of Indigenous pedagogy, to argue that the culture war that led to the demise of the MACOS project also represented a lost opportunity for Indigenous knowledge and teaching to be incorporated into the formal schooling of American children.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.958
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.096
GPT teacher head0.414
Teacher spread0.318 · 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