Information Brokers in Requirement-Dependency Social Networks
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
Requirements interdependencies create technical dependencies among project members that generally belong to different functional groups in an organization, but who need to coordinate activities during processes of requirements change management. Effective knowledge management is needed to disseminate information on requirement changes across teams working on interdependent requirements to avoid mis-interpretations. Social networks are regarded as important in fostering knowledge management, where brokers or gatekeepers have the role of project members facilitating information flow. However, little is known about processes of information flow and brokerage in social networks built around interdependent requirements. In a field study of requirement interdependencies in a large IT manufacturing organization, we found that brokers holding pockets of knowledge have an impact on information flow in requirement-interdependent teams. We discuss a number of patterns of information flow and draw implications for processes of requirements change management.
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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 | 0.000 | 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 | 0.002 |
| 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