FIELD RESEARCH ON THE COMMUNITIES AT RISK IN THE ROMA QUARTER RAKOVITSA, THE TOWN OFBERKOVITSA
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
The proposed study is an integral part of an unpublished study commissioned by UNICEF in 2013. It aims to identify of the most important problems concerning Roma children and to propose adequate measures to address them. It was conducted according to my own methodology, in which observation and informal conversations are the most important approaches. I was impressed by the desire with which each respondent approaches the open discussion and the opportunity to express his/her opinion on the issues treated.
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 | 0.077 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.008 |
| Science and technology studies | 0.014 | 0.013 |
| Scholarly communication | 0.012 | 0.001 |
| Open science | 0.046 | 0.011 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.049 | 0.003 |
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