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Record W2903106560 · doi:10.82308/45497

High energy physics and the early universe

2017· article· en· W2903106560 on OpenAlexaboutno aff
Evan McDonough

Bibliographic record

VenueeScholarship@McGill (McGill) · 2017
Typearticle
Languageen
FieldPhysics and Astronomy
TopicCosmology and Gravitation Theories
Canadian institutionsnot available
Fundersnot available
KeywordsPhysicsUniverseAstronomyTheoretical physics

Abstract

fetched live from OpenAlex

Cette thèse est composée de cinq articles écrits durant la période de stage des chercheurs à l'Université McGill. Sur la base de M.Sc. Ces documents font des progrès vers la com- préhension de notre univers tel qu'il ressort de la théorie des cordes et sur les implications de la physique des hautes énergies pour la cosmologie. La thèse est divisée en 3 parties: (1) théorie des cordes, (2) cosmologie des cordes et (3) cosmologie. La partie (1) étudie une classe particulière d'arrière-plans dans la théorie des cordes et étudie la rupture de la supersymétrie dans ces milieux. Avec cet esprit, une partie (2) étudie la cosmologie dans ces configurations, travaillant directement dans la description en quatre dimensions. En- fin, la partie (3) s'écarte des (1) et (2) et se concentre plutôt sur les effets de la théorie des champs quantiques dans l'espace incurvé. Les implications de la stochasticité dans les équations différentielles couplées, décrivant les perturbations cosmologiques UV et IR, sont étudiées et des corrections aux observables cosmologiques sont trouvées.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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: Review · Consensus signal: none
Teacher disagreement score0.037
Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0030.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0190.001

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 head0.009
GPT teacher head0.214
Teacher spread0.205 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

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

Citations0
Published2017
Admission routes1
Has abstractyes

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