Giant Magnetic Flares about Kerr Black Holes: A Review
Bibliographic record
Abstract
The concept of flare is originated from solar physics.It is defined as a sudden, rapid, and intense variation in brightness of the Sun with a period from several seconds to a few days.During the period, following processes can exist: catastrophic dissipation of stored magnetic energy, destructive alteration of original field topologies, enhanced particle acceleration and eruptive electromagnetic radiation emitted across virtually the entire electromagnetic spectrum from radio waves to X/-rays [9].Flare occurs in regions of stressed magnetic fields.The existence of the fields and their dominance over the apparently numerous and complicated activities is a manifestation of a dynamo in the convection zone [10].The exact site of the dynamo, found by SOHO in 1996, is in the thin transition layer (also called the tachocline layer) with a thickness of 38,000 miles at the bottom of the zone
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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) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.893 | 0.008 |
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".