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
<p>In opdracht van Schots Makelaardij heeft de Afdeling Ruimte van de gemeente Breda op 17 november 2015 een inventariserend veldonderzoek door middel van proefsleuven uitgevoerd aan de Heilaardreef 21 te Breda. Er is één proefsleuf aangelegd. Het natuurlijke dekzand bevond zich op 2,70 tot 3,09 m + NAP, circa 50 tot 70 centimeter onder het maaiveld. De aangetroffen sporen dateren allen uit de nieuwe tijd, en staan vermoedelijk in relatie met de ontginning van het gebied. De aangetroffen greppel komt overeen met een perceelgrens die op de kadastrale minuut van 1824 staat weergegeven. In de vulling van de greppel zijn vondsten aangetroffen, die dateren uit de nieuwe tijd.</p>
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.008 | 0.007 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.014 |
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