Effectiveness of Practicing Social Distancing in Museums and Art Galleries for Visitors Using Mobile Augmented Reality (MAR)
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
After the tragic Coronavirus (COVID-19) pandemic was declared by the WHO (World Health Organization) in March 2020, social distancing and sanitization were recommended by top medical experts and health officials to help stop the virus spread. Research has sought to help people practice social distancing in public attractions such as museums and art galleries using touchless technologies. In the modern circle of innovation and technology, mobile augmented reality (MAR) is a touchless technology that adds layers of virtual information on top of real-world images. An individual can view 3D images and videos by pointing an AR-enabled device towards a piece of digital information. This paper describes the constructive use of the major design elements of MAR, which can directly be applied for impaired and non-impaired visitors to practice social distancing in museums and art galleries.
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.
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) | 0.000 | 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