The Role of Open Source Software in Mastering Technologies of an Information System and Its Implication to Technology Transfer
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 philosophy and practice of open source software (OSS) affected not only software production but also implementation and use. However, little is known about the intricacies of implementation and use of domain-specific, frontend information systems compared to production. Especially, empirical studies that examine the learning mechanisms in OSS implementation in developing countries are scant. This paper fills the gap by investigating the implementation of an OSS in a resource-constrained setting. Drawing upon communities of practice and networks of practice theories, the paper examines the mechanisms of the OSS approach that enable knowledge circulation, technology transfer, innovation, and sustainability, and interrogates the technology transfer conceptualization in the light of the approach. It also highlights the measures practitioners and policymakers should take to benefit from OSS.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.004 |
| 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