Measuring results of the LML-station Niehove-Heereburen period: fourth quarter of 1999
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
De resultaten worden gepresenteerd van metingen van concentraties koolmonoxide, stikstofoxiden en zwarte rook te Niehove-Heereburen en omliggende meetstations van het Landelijk Meetnet Luchtkwaliteit. Van de genoemde componenten betreft dit: Maximum en 24-uursgemiddelde concentraties, alsmede aantal uren uitval in het 4e kwartaal 1999; Grafische weergave van 24-uursgemiddelde concentraties in het 4e kwartaal 1999; Grafische weergave van 24-uursgemiddelde concentraties in 1999; Kentallen voor 1999. Daarnaast wordt in het kort een uiteenzetting gegeven van de meetlokatie Niehove-Heereburen, de gebruikte meetprincipes en procedures en de in het rapport gehanteerde berekeningsmethoden.
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 | 0.011 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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