The Effects of Perceived Visual Aesthetics on Process Satisfaction in GSS Use
Why this work is in the frame
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Bibliographic record
Abstract
Although group support systems (GSS) can potentially have tremendous impacts in helping to solve the challenges faced by organizations and societies today, research to date has primarily focused on direct out-comes, with less research focusing on factors contributing to use and continuing use of GSS. Integrating hedonic elements into the human computer interface of GSS is one way to potentially enhance users' satisfaction with the meeting process, which in turn can influence usage intentions. Hence, this study explores the effects of perceived visual aesthetics on satisfaction with the meeting process using a free simulation study with twenty ad-hoc teams performing an idea generation and evaluation task. The results show a significant role of perceived visual aesthetics in predicting satisfaction with the meeting process.
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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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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