Developing a research methodology to explore whether the architecture and environment of reading rooms has an effect on readers' behaviour, and specifically handling
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
This article begins to address the question of whether the architecture and environment of archive reading rooms has an effect on readers' behaviour (focusing on handling). Relevant literature from the archival discipline, architecture, environmental psychology and other fields is explored and the development of a methodology to investigate the question is described. The methodology involves systematic observation of architecture and readers' handling, qualitative discussions with staff and questionnaires to measure readers' perceptions of the environment. The methodology was tested in four reading rooms, but the results were inconclusive and pointed to the difficulty involved in proving links between the environment and behaviour. Nevertheless factors which may affect handling were identified and it is recommended that individual institutions review reading room design, availability of reading aids and reading room procedures if they wish to improve handling.
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 | 0.001 | 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 | 0.001 |
| 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