Bibliographic record
Abstract
Loyalist mural, Northumberland St., West Belfast, 2020. ACT Mural commemorating Britain's Imperial soldiers: 'Are you one of Kitchener’s own? We here pay grateful and everlasting tribute, to all foreign nationals across the Empire, who courageously and passionately fought side by side with their British counterparts, for King and country, during the First World War'; left: 'India Australia South Africa In 1914 the British Government knew its forces were too small to take on the might of the Central Powers. The British Empire was called to arms and volunteers from Australia, Canada, New Zealand, Newfoundland, and the Union of South Africa flocked to the aid of the mother country, joined by soldiers from other African colonies, including the Indian Army with the Gurkhas from Nepal'; images of colonial soldiers; 'To the Glory of God and the memory of one million dead of the British Empire who fell in the Great War and of whom the greater part rest in France'; right: 'Canada New Zealand New Foundland The sacrifices made by the Empire on the battlefields of Europe echo across the intervening years as part of a proud Commonwealth shared history. At Galipoli, Neuve Chapelle, Vimy Ridge, the Somme and Ypres the graves of the fallen are powerful reminders of our debt to the Empire'; A la gloire de Dieu et a la mémoire du million de morts de l’Empire Britannique tombes dans la grande guerre 1914 - 1918 et qui pour la plupart reposent en France'; nurses and women auxiliaries; mural sponsored by the ACT Initiative: 'This artwork is dedicated by the ACT Initiative, paying tribute to all those from the British Empire who fought in the Great War. With special recognition to those within our community who are categorised as minorities but whose sacrifice was significant 1914 1918'; poppies; sponsored by ACT and Housing Executive.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.502 | 0.004 |
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; both teacher heads agree on what is shown here.
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".