Bibliographic record
Abstract
This paper reports the findings of a scoping review of the construct social presence. The methodology follows the design for scoping reviews as advocated by Arksey and O’Malley (2005). A scoping study is desirable because by synthesizing the research literature the opportunity to identify practical guidelines for the development of social presence is facilitated. A two-stage screening process resulted in 105 studies identified for inclusion with data extracted using a standardized form. A descriptive numerical analysis and qualitative content analysis for those studies included was undertaken. Results from the manuscripts screened for inclusion and synthesized from the data extracted in the scoping review, provide strategies for the structuring of social presence; the potential benefits of effective affective communication in an online environ; and an overview of the evolution of the construct social presence. Future research that aggregates research findings on social presence is desirable so as to ascertain how the development, design, and instruction of online learning moderates the effects of social presence on student outcomes. As well, future comparative research that considers course enrollment, length of course, course level and discipline is also recommended so as to determine what social presence practices are situation specific and what social presence practices can be generalized to all online learning environments.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.011 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.006 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".