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
It is of great importance for the management environment to acknowledge and understand networking practices and diversity issues. To ensure effective teamwork and a stable working environment networking needs to be enhanced and supported. To understand networking in a culturally diverse environment the networking practices were investigated at a Gauteng mine. Data was collected from Kusasalethu mine employees, one of the mines of the third largest Gold producer in South Africa. The respondents were chosen by making use of probability, systematic proportionate stratified sampling. A total of 289 questionnaires were completed which constituted a 100% response rate. One difference identified in the findings indicated that Caucasian Baby Boomers make use of telephones when networking more often than African Generation X'ers. In view of the results it is recommended, among other things, that preferences with regard to network mediums be noted, as such awareness may lead to more effective networking / communication within businesses. Effective communication may lead to a more stable and more cohesive working environment.
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 | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| 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 it