Native American language ideologies: beliefs, practices, and struggles in Indian country
Bibliographic record
Abstract
Beliefs and feelings about language vary dramatically within and across Native American cultural groups and are an acknowledged part of the processes of language shift and language death. This volume samples the language ideologies of a wide range of Native American from the Canadian Yukon to Guatemala to show their role in sociocultural transformation. These studies take up such active issues as insiderness in Cherokee language ideologies, contradictions of space-time for the Northern Arapaho, language socialization and Paiute identity, and orthography choices and language renewal among the Kiowa. The authors including members of indigenous speech communities who participate in language renewal efforts discuss not only Native Americans conscious language ideologies but also the often-revealing relationship between these beliefs and other more implicit realizations of language use as embedded in community practice. The chapters discuss the impact of contemporary language issues related to grammar, language use, the relation between language and social identity, and emergent language ideologies themselves in Native American speech communities. And although they portray obvious variation in attitudes toward language across communities, they also reveal commonalities notably the emergent ideological process of iconization between a language and various national, ethnic, and tribal identities. As fewer Native Americans continue to speak their own language, this timely volume provides valuable grounded studies of language ideologies inaction those indigenous to Native communities as well as those imposed by outside institutions or language researchers. It considers the emergent interaction of indigenous and imported ideologies and the resulting effect on language beliefs, practices, and struggles in today's Indian Country as it demonstrates the practical implications of recognizing a multiplicity of indigenous language ideologies and their impact on heritage language maintenance and renewal.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.019 | 0.010 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".