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
In response to a planning condition and a faculty on the construction of a new extension and the creation of disabled access at St Owen's Church, Blomham, Bedfordshire, the Heritage Network was commissioned to undertake a programme of archaeological monitoring of the development groundworks. The works for the present project involved five stages of archaeological investigation and recording, comprising a rapid recording of the interior and exterior parts of the church affected by the construction of the new northern extension; a record of the gravestones located within the footprint of the extension and the affected by the works; the excavation of a trial trench; the excavation of the footprint of the new extension; and the monitoring of all groundworks associated with the construction of the new extension. Monitoring of the development groundworks has revealed over 100 human burials to the north of the church. Analysis of the bones suggests that overall, the demography and palaeopathology from this population is indicative of both childhood stress, as well as a potentially high calorie adult diet and longevity..
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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