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 volume collects the proceedings of the seminar organized by the Unique Guarantee Committee for Equal Opportunities of the University of Florence, which focuses on a collective discussion regarding work, study and research conditions in contemporary universities. Drawing inspiration from the reflections of two Canadian teachers, M. Berg and B.K. Seeber, on the feelings of frustration and inadequacy due to the rhythms and objectives sometimes imposed in the university context, this volume focuses on the experiences and moods of all the people involved in the academic community with regard to the obstacles linked to lack of time and economic resources and to increasing workloads. It also offers a reflection on how to create relationships and networks, inaugurate sharing experiments on research and teaching experiences, as well as good practices to contrast those individual and collective drifts which may result in organizational discomfort, thus severely damaging the pursuit for the core values of public universities.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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