Research Note: Do Virtual Policy Networks Matter? Tracing Network Structure Online
Bibliographic record
Abstract
Abstract.The Internet, operating as a technologically embedded laboratory of human activity, provides social scientists with a new set of analytical tools by which to test and replicate models of social and political behaviour, with data extrapolated from the regularities of online activity, organization and information exchange. This research note demonstrates that virtual policy networks, arrangements of public interaction between mutually supporting actors that form around policy activities, exist on the Web. In addition, the note considers whether or not Canadian virtual policy networks are mimicking their respective national policy communities through the application of a methodological approach referred to as link structure analysis. Four sectorally based networks, including Aboriginal policy, agriculture, banking and women-centred policy, are analyzed to assess the extent of virtual policy networks' replication of real world policy dynamics. Résumé.L'Internet, agissant comme laboratoire technologique de l'activité humaine, fournit aux chercheurs un nouvel ensemble d'outils analytiques par lesquels ils peuvent tester et recréer des modèles de comportements sociaux et politiques, à l'aide de données extrapolées à partir d'activités, d'organisations et d'échanges d'information en ligne. Cet essai montre qu'il existe sur Internet des réseaux virtuels d'action politique, à savoir des arrangements d'interaction publique entre différents acteurs sociaux se regroupant autour de certaines idées politiques. En outre, il essaie de déterminer si les réseaux virtuels canadiens imitent leurs communautés politiques nationales respectives, en utilisant une approche méthodologique désignée sous le nom d'analyse de la structure des liens. Quatre réseaux appartenant à des secteurs distincts, soit la politique autochtone, l'agriculture, les opérations bancaires et la condition féminine, sont analysés pour évaluer l'ampleur de la reproduction des dynamiques politiques et sociales du monde réel par les réseaux d'action politique virtuels.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.067 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.010 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.006 | 0.011 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".