Climatic trends in the middle and high latitudes of the Northern Hemisphere
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Air temperature variations are studied in the territory of the middle and high latitudes of the Northern Hemisphere. Estimates of the intraregional homogeneity of current climate changes were used to carry out zoning by several criteria for the XX and early XXI centuries. Six zones with typical climate change were identified: the Pacific, Canadian, Atlantic, European, Siberian, and Far Eastern. A new approach is proposed to the description of possible regional and global climate changes in the Northern Hemisphere basing on a combination of “greenhouse” and “rotational” effects. It is shown that the data on variations in the angular velocity of the Earth’s rotation can be used as a universal indicator of climate changes on the planet. The proposed approach made it possible to account for not only the growth in temperature caused by greenhouse gas emission, but also climate changes (in particular, the cooling of the 1940s–1970s). A concept is developed, allowing a new scenario of possible climate changes in the XXI century to be proposed.
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.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it