Bibliographic record
Abstract
This chapter explores the cult of Kateri Tekakwitha, the Mohawk maiden whose tremendous spiritual discipline (which included daily self-flagellation with tree branches, hot coals, and thorns) convinced Jesuit missionaries that Indians could be “holy” too. Since dying at age 24 in 1680, she—like Mother Julia in South Texas—hasn’t had a moment’s rest: she’s been causing miracles around the St. Lawrence River Valley (and beyond) ever since. In October 2012, she was canonized a Saint by the Vatican—the first Native American ever to be so. More than a thousand Mohawks flew to Rome to bear witness. In this chapter, the author joins the thousand who descended upon Kahnawake, the Mohawk Nation just south of Montreal, Quebec, where Kateri is buried, instead. There, at the Mission of Saint Francis Xavier, she meets an Algonquin woman who graduated from Indian Residential School and learns about the brutal legacies of Catholicism on Mohawk land.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.079 | 0.019 |
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".