Time projection of heatwave events in Thessaloniki
Bibliographic record
Abstract
An attempt is made to project the frequency distributions of the heatwave events in Thessaloniki, for future periods up to 2100. To meet this objective, the observed hourly values of air temperature and relative humidity obtained at the Meteorological Station of the Department of Meteorology and Climatology of the Aristotle University of Thessaloniki are used. In addition, the average values of air temperature and relative humidity, which correspond to the three periods: 2020-2035, 2050-2065 and 2070-2100, for the month-period May to September, are used. These data information are derived through the Canadian model of general circulation of atmosphere CGCModel2 and incorporate the emissions scenarios SRES A2 and SRES B2. The average values of air temperature and relative humidity, among the future periods and observations obtained during the period 1960-2003, are compared and evaluated. The bioclimatic indices, Temperature Humidity Index (THI) and Summer Simmer Index (SSI΄), are calculated for each emission scenarios, during the future periods. Finally, the relative frequency of the indices, between scenarios (2020-2035, 2050-2065 and 2070-2100) and observations (1960-2003), are compared.
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".