Knowledge management in an innovative virtual company
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
Through a longitudinal case study, we examine the structure, characteristics, and team dynamics that motivate innovation within a virtual company. By determining the extent to which the knowledge management and organisational learning literatures apply to a virtual company, Flare Solutions Limited, we are able to identify unique characteristics that motivate creativity within the partners of the company. Utilising a case study and an action research approach, we found that this company integrates an interesting mix of mechanistic and organic elements within its structure to operate successfully as a learning organisation within a virtual environment. As well, the company has concretely identified and inventoried its knowledge, and other aspects of intellectual capital, permitting a clearer understanding of its operations. Our work offers a contribution as to how virtual companies can generate an atmosphere of creativity and innovation to create, preserve, and disseminate knowledge within a virtual company.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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