Honderden Romeinse vondsten door Wil Kuijpers beschreven
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
Metaaldetectoramateur Wil Kuijpers zocht jarenlang met zijn detector in grindhopen langs de Rijnkade in Arnhem, afkomstig uit de Duivense Loowaard. Hij vond meer dan zeshonderd voorwerpen, voornamelijk Romeins, zoals fibulae, munten en militaire voorwerpen. Zijn bevindingen, gepubliceerd in het boek "Het Romeinse castellum in de Loowaard", suggereren de aanwezigheid van een Romeins castellum in de Loowaard, vergelijkbaar met die in Woerden en Alphen aan den Rijn. Zijn onderzoek toont aan dat uiterwaarden waardevolle archeologische informatie kunnen bevatten en benadrukt het belang van langdurige, grondige zoekacties door amateurs.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.041 |
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