An Ojibwe American Indian View of Adult Learning in the Workplace
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
The problem and the solution. Human resource development professionals have, in recent years, given increasing attention to fostering diversity and epistemological, or “world view” inclusiveness in the workplace. However, although research exists on many diverse groups, little exists on the management and development of American Indian workers. Various cultural aspects of the ways in which American Indians view existence affecting learning, of knowledge sharing, developing skills, and applying skill and knowledge to task, are unfamiliar to many Westerners. Many HRD professionals would likely benefit from knowledge of and familiarity with American Indian culture and worldview, knowledge that would surely enhance their ability to (a) communicate effectively with and within those communities and (b) include some aspects of American Indian epistemology that might complement or intersect with their own lives and work. This article focuses on the Ojibwe Indians of the North Central United States and southern Canada.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it