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
Building on previous work investigating the impact of exposure to (a) records with traumatic potentialities and (b) interactions with donors and community researchers whose suffering is documented in the archives, this study sought to better understand emotional aspects of archival work. Using a diary research methodology, 15 archivists engaged in diary keeping for approximately four months. What emerged was a broad set of events and experiences that triggered a wide range of emotional responses arising from archival work. This included: pre-existing emotional states and characterological traits; emotional exchanges in the workplace with colleagues and others; emotional demands of the work (including emotion work and emotional labour); team and leader interactions arising from group tasks and leader behaviour; and organizational policies, climate, resources and demands. This broader set of interactional factors forms the foundation on which traumatic and other troubling events are encountered. Future research must consider the nature of archival organizations and interactions within them that contribute to the overall working experience. In addition, archival organizations need to take responsibility for creating a culture that demonstrates respect and appreciation for workers, acknowledges the interpersonal challenges of the work, and provides supports for archivists who are shouldering the challenges.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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