Review of <em>Strangers and Pilgrims: How Mennonites Are Changing Landscapes in Latin America. (Vol. 2)</em>—Kennert Giesbrecht
Bibliographic record
Abstract
<ns0:p><em>Strangers and Pilgrims</em> is first and foremost a photo documentation of colony life of Low German-speaking Mennonites in Latin America with accompanying commentary. With volumes published in German and English, <em>Strangers and Pilgrim</em>’s main audience is Low German-speaking Mennonites in Latin America and their diaspora communities in Canada and the United States. It is patterned after its bilingual forbearer <em>Gäste und Fremdlinge/Strangers and Pilgrims</em> (1987), also published by <em>Die Mennonitische Post</em>, yet it has some marked differences. Volume I was almost entirely photographs with captions, whereas Volume II includes considerable amounts of text. Volume I focused on the history of colonies and Mennonite settlements in Latin America, and <em>Strangers and Pilgrims</em>, in Giesbrecht’s words, “provides insight into life in the newer colonies” (p. 5). [First paragraph]</ns0:p>
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.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".