Network Capital: an expression of social capital in the Network Society
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
Social capital is a measure of social cohesion, and an important indicator of human development. There are various definitions of social capital, but all make reference to the relationships and social practices that favor collaboration among members of a particular society in order to pursue collective goals. 
 
 As communities are increasingly defined by interests, besides by physical proximity, they are becoming organized into social networks. It then becomes relevant to examine social capital produced withing networks, which could be termed network capital. Network capital could be understood as a measure of the value that communities structured as social networks and using network tools (in particular computer networks) generate for themselves, for others and for society as a whole. Thus, it would be a kind of social capital specific and exclusive to what we call the Information Society (or in Castells terms the Network Society). 
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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 | 0.020 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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