Examining Information Sharing and Relationship Building in Online Social Networks: An Emergent Analytic Framework
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
Studies of collaborative information use in electronic environments suggest that virtual communities share characteristics with face-to-face communities. The authors expand on an existing model to present an analytic framework for examining online social networks. The framework emphasizes the information sharing behaviors that are critical in building critical relationships in these online communities.Les études sur l’utilisation collaborative de l’information dans les environnements électroniques suggèrent que les communautés virtuelles partagent des caractéristiques communes avec les communautés réelles. Les auteurs développent un modèle existant afin de présenter un cadre analytique pour l’exploration des réseaux sociaux en ligne. Le cadre souligne l’importance des comportements de partage de l’information qui sont essentiels pour la construction de relations indispensables dans ces communautés virtuelles.
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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 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.003 | 0.025 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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