Vyama, Instutuions of hope: Ordinary people's market coordination and society organization. Mary Njeri Kinyanjui. Oakville, Ontario, Canada: Nsemia Inc. Publishers 2012. ISBN: 9781926909249, p. 90
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
Growing up in rural Kenya in the 1970’s and 80’s, the ngwatio concept (loosely translated as pooling together in Gikuyu language) was well entrenched and practiced. I remember fondly how a mundane activity like cutting trees and ferrying firewood on our backs became bearable because all my age mates would come out and help for the day. We could walk long distances in a group of young girls to help a neighbor harvest corn, potatoes and beans in another ridge, carry the same on our backs and store in the granaries enough to feed the family for a whole season. And then we would in the following weeks spend time hauling jerry cans of water on our backs to help with plastering our neighbor’s house. Read More [Full Article]
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it