Indigenous Nations Journal, Volume 2, Number 1 (Spring, 2001): Book Reviews
Bibliographic record
Abstract
"Modern Tribal Development: Paths to Self-Sufficiency and Cultural Integrity" by Dean Howard Smith (Jaakko Puisto); "Protecting Indigenous Knowledge and Heritage: A Global Challenge" by Marie Battiste and Sa'ke'j (James) Youngblood Henderson (Chris Hannibal Paci); "Nunavut: Inuit Regain Control of the Lands and their Lives" edited by Jens Dahl Jack Hicks, and Peter Jull (Yale Belanger); "Traders' Tales: Narratives of Cultural Encounters in the Columbia Plateau, 1807-1847" by Elizabeth Vibert (Steven M. Fountain); "Beyond Rights Talk and Culture Talk: Comparative Essays on the Politics of Rights and Culture" edited by Mahmood Mamdani (Akim D. Reinhardt); "To Show What an Indian Can Do: Sports at Native American Boarding Schools" by John Bloom (Willie Bauer); "Creek Indian History: A Historical Narrative of the Genealogy, Traditions and Downfall of the Ispacoga or Creek Indian Tribe of Indians by One of the Tribe" by Eorge Stiggins edited by Virginia Pounds Brown (Andrew K. Frank); "Contrary neighbors: Southern Plains and Removed Indians in Indian Territory" by David LaVere (Brian Gilley); "Inigo of Rancho Posolmi: The Life and Times of a Mission Indian" by Laurence H. Shoup and Randall T. Milliken (Jason Newman); "The Language Encounter in the Americas, 1492-1800: A Collection of Essays" edited by Edward G. Gray and Norman Fiering (Bradley Scott Schrager); "Keepers of the Central Fire: Issues in Ecology for Indigenous People" by Lorelei Anne Lambert Colomeda (Robert Galler); "Reclaiming Indigenous Voice and Vision" edited by Marie Battiste (David Anthony Tyeeme Clark); "Homage to Chiapas: The New Indigenous Struggles in Mexico" by Bill Weinberg (Nathan Wilson); "Coosa: The Rise and Fall of a Southeast Mississippian Chiefdom" by Marvin T. Smith (Dixie Ray Haggard); "Empire and Others: British Encounters with Indigenous Peoples, 1600-1850" edited by Martin Daunton and Rick Halpern (Ian Chambers); "Indian Gaming: Tribal Sovereignty and American Politics" by W. Dale Mason (Matthew Martinez)
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.082 | 0.028 |
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".