MétaCan
Menu
Back to cohort
Record W4406226992 · doi:10.1142/s0218271825500099

Topologically dynamical complex objects and structure scalars

2025· article· en· W4406226992 on OpenAlexaff
Z. Yousaf, T. Ganesan, Bander Almutairi, M. M. M. Nasir

Bibliographic record

VenueInternational Journal of Modern Physics D · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHistorical Geography and Cartography
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPhysicsTheoretical physicsClassical mechanicsMathematical physics

Abstract

fetched live from OpenAlex

In this study, we explore topologically spherical relativistic objects and analyze the factors that are involved in maintaining the smooth composition of anisotropic content. The corresponding field equations resulting from this extension show a different behavior due to the higher-order correction terms. We study the role of structure scalar in the possible modeling of complex objects in a well-known way, discussed by [L. Herrera, A. Di Prisco and J. Ospino, Phys. Rev. D 98 (2018) 104059]. After orthogonally splitting the curvature tensor, the associated dynamical equations are evaluated. We examine the complexity of the pattern of evolution by considering the homologous constraint. Furthermore, in the presence and absence of dissipation, the behavior, characteristics, and stability of the self-gravitating structures are analyzed. It is inferred that correction terms are trying to disturb the usual scenario of the homologous evolution of the relativistic dynamical system.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.300
Threshold uncertainty score0.240

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.013
GPT teacher head0.307
Teacher spread0.294 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Modern Physics DSame topicHistorical Geography and CartographyFrench-language works237,207