On the Ecological Niche of the West
Bibliographic record
Abstract
The Western Civilization, comprising Western Europe, the US, Canada, Australia, and New Zealand, challenges the definition of civilization as a group of populations sharing a common geographic locus. However, its locus may be biogeographic rather than geographic. This study examined whether Western European and transoceanic Western nations share a common ecological niche. Results across 145 countries indicate that high steady rainfall and low ultraviolet radiation characterize and differentiate an encompassing West from Europe to Oceania. Moreover, these meteorological variables help ex-plain the West’s expansion from its inception to the Carolingian Empire and the present. Owing to their weaker steady rainfall, Italy, Spain, and Portugal form a peripheral West, suggesting the need to study their cultural differentiation from the core West. However, their northern provinces may be part of the core ecological West. Provincial-level research is needed to better delineate the West’s frontiers.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".