Multifractality and correlations study in the framework of R/S analysis for ring-like and jet-like events at SPS energies
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
A detailed investigation into the ring-like and jet-like substructures involved in the multiparticle production dynamics has been conducted in light of the rescaled range (R/S) analysis technique. For this investigation, we considered datasets from 32 S– Ag/ Br interactions at 200 AGeV and 16 O– Ag/ Br interactions at 60 AGeV. It intends to find deterministic properties like scale-freeness, multifractality, and correlation among the produced particles by using the concept of Hurst exponent ( H) from the viewpoint of the R/S analysis. In addition to the experimental datasets, comprehensive comparisons were conducted between Monte Carlo simulated datasets and the actual measurements. The analysis yielded intriguing findings regarding the scale-freeness and multifractality properties of the multiparticle production process observed in 32 S– Ag/ Br interactions at 200 AGeV and 16 O– Ag/ Br interactions at 60 AGeV. Furthermore, the study revealed multifractal properties and correlations among the ring-like and jet-like events. Our findings demonstrate that the R/S analysis proposed in this study is also a superior methodology for examining the various properties of multiparticle production dynamics.
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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 | 0.001 |
| 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