Bibliographic record
Abstract
will one day tell of the strange lull which fell on all British lands and held them for a time enchanted by the magic of lofty womanhood.It is a good thing to have seen the Jubilee.The revival of nationalities is one of the characteristic features of the second half of this century.St. Simon in the forties proclaimed a message of fraternity to the proletarians of the world.In Germany too at the same time frontiers were regarded by some as temporary embarrassments.The English expected to absorb the French Canadians in this province.Those ideas are abandoned now.France and Germany have relegated fraternization to lunar politics.The French Canadians, far from being absorbed, even discuss the prospect of the peaceful recapture of this country, and in their more sanguine moments, of this continent.The map of Germany, which, as some one has said, used to look as if it had been smitten with a tetter, now includes in one broad border a united and powerful empire.Italy is re-united and has recovered its ancient capital.Austria, that fantastic and barbarous conglomeration of nationalities, is in the throes of disintegration owing to the revival of racial interests.On all sides the nations are regrouping themselves and the tie of blood is the strongest.That is the characteristic of our time.Now, if a wave of national spirit were to sweep over Canada, if Canadians should decide to remember their proud lineage and claim the duties and responsibilities of a mature people, they would at least march with the general course of contem- porary history.The twentieth century is at our doors.Why
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.024 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.064 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".