Frederick Johnson's “River Desert Algonquin” Materials at the University of Pennsylvania Museum: A Collection History
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This paper is a collection history of a relatively unknown assemblage of Algonquin ethnographic materials from the “River Desert” community in Maniwaki, Quebec, Canada—a people now known as the Kitigan Zibi Anishinabeg. The objects were collected by Frederick Johnson, a student of Frank Speck at the University of Pennsylvania, in 1929. My objective is to analyze the Johnson collection within the historical context of Algonquin research during the early 20th century—a time of intensive ethnological field work with Canadian aboriginal communities, of accumulation and sale of objects to finance fieldwork, and of ambitious acquisitions by museums.
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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 | 0.000 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.030 | 0.001 |
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 it