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Record W4387778195 · doi:10.1515/9780887553233-001

Acknowledgements

2001· book-chapter· en· W4387778195 on OpenAlexaboutno aff
Royden Loewen

Bibliographic record

VenueUniversity of Manitoba Press eBooks · 2001
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Farm Safety
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

BETHEL College, Kansas, on the occasion of the 125th anniversary of the migration of Mennonites from Imperial Russia to the North American interior. As the Chair in Mennonite Studies at the University of Winnipeg, I had invited the historians at Bethel College to co-host a conference that would revisit the migration of the 1870s with themes of social and cultural history. My friends at Bethel, however, turned the invitation around and asked me to visit them with a lecture series instead. Those lectures, given in November 1999, were eclectic in nature. Their purpose was to seek new ways of understanding the nature of the Mennonite society that was transplanted across the ocean, and which took root in Manitoba, Kansas, Nebraska, Minnesota, and Dakota.They were shaped by my love of the ordinary person's reflections, imaginations, work, play, and relationships in the everyday context and the idea that these are the sites in which culture is born and expressed. I am mindful of the skillful scholars-church historians, local historians, sociologists, geographers-who have laid the groundwork for the study of this migration. I make unabashed use of their work. The approach of this work is based on social and cultural history.

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 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: Other · Consensus signal: Other
Teacher disagreement score0.777
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 head0.032
GPT teacher head0.176
Teacher spread0.144 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2001
Admission routes1
Has abstractyes

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