Bibliographic record
Abstract
Loyalist mural, Fincairn Road, Drumahoe, 2021. Mural commemorates homecoming of Cpl Jim Donaghy; 'In remembrance of all those who served at home and abroad'; 'Cpl Jim Donaghy MBE, 10th Royal Inniskilling Fusiliers and his former family home 2 Fincairn Road, Drumahoe'; 'I arrived in Larne on the ferry from Scotland and before I caught the train to Londonderry, I sent a telegram to my mother telling her I was on my way. When I arrived in Waterside Station, there was no one there to meet me so I started my long walk to Drumahoe. As I walked down Daly’s Brae in my uniform, someone must have spotted me in the distance. The bell of Clarke’s Mill at Drumahoe started to ring frantically to my mother that I was home. When I got home the house was filled with my friends, relations and neighbours. They were overjoyed.” – Jim was home – it was over at least. Cpl Jim Donaghy returning home from the First World War'.
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.
How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".