Calculation of atomistic magnetic interaction parameters in Pb2MnO4 from ab-initio
Bibliographic record
Abstract
To stop COVID-19 from spreading, on March 19 th 2020 a curfew was announced in India, followed by a lockdown on March 24 th .The sudden halt of business-and public life in Delhi has resulted in a notable reduction in air pollution levels and have caused clearer skies.Images released end of March in newspapers and on the internet show just how big the difference is: blue skies are visible where there is typically thick grey smog.The change in visibility also affects the amount of sunlight reaching the ground.Using methods developed in house, we explore how much insolation has changed as a consequence.In late March 2020, we found that more than 8% more sunlight reached the ground in Delhi than in previous years.In terms of PV energy yield this change is comparable to moving a PV installation from Toronto to Houston.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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; both teacher heads agree on what is shown here.
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".