Bibliographic record
Abstract
A HISTORICAL OUTLINE OF THE NETHERLANDS The Netherlands originated from a union of regions (Republic of Seven Provinces) led by the provinces of South-Holland and North-Holland, and with members of the House of Orange as military leaders. Under the Oranges the country gained independence in an Eighty Years War against Spain that ended in 1648. After the French revolution the Netherlands became a kingdom. Its present population is just over 16 million inhabitants, of whom approximately one-quarter is concentrated in the densely populated area around Amsterdam and Rotterdam. The Netherlands was one of the founding members of the European Union. ECOLOGICAL FEATURES The Netherlands is a small and densely populated area in northwest Europe, of which the history and ecological system is dominated by the sea and the large rivers. Large parts of the country, called polders, are below sea-level and have to be protected by dikes. The same goes for the substantial landwinnings from an inland sea made in the twentieth century. The cooperation needed to protect the land has become a token for the political model of constant communication in search of joint solutions, called the “poldermodel.” It may well be that this cooperation model has still deeper roots in the coexistence of approximately equal Protestant and Catholic religious groups and the strong merchant orientation of the provinces of Holland in the period that they dominated the world seas (first half of the seventeenth century).
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".