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Record W2025060126 · doi:10.1088/0305-4470/39/28/e01

Random matrices and integrable systems: introduction and overview

2006· article· en· W2025060126 on OpenAlexaboutno aff
Marco Bertola, J. Harnad

Bibliographic record

VenueJournal of Physics A Mathematical and General · 2006
Typearticle
Languageen
FieldMathematics
TopicStochastic processes and statistical mechanics
Canadian institutionsnot available
Fundersnot available
KeywordsIntegrable systemEvent (particle physics)Duration (music)Graduate studentsRest (music)Work (physics)Library sciencePsychologyOperations researchMathematicsComputer scienceEngineeringMedicinePhysicsPedagogyPure mathematics

Abstract

fetched live from OpenAlex

In June–July 2005, a three-week meeting took place at the Centre de Recherches Mathématiques in Montréal (CRM), on the topic `Random matrices, random processes and integrable systems'. There were a total of 75 participants from 18 countries around the world. Nearly half were invited speakers; the rest were mainly younger researchers, postdoctoral fellows and graduate students, many of whom also presented talks on their work. This extended event included eight daily lecture series of one week's duration, given by a number of top experts in the field, which will be published as a separate monograph, as well as afternoon workshop sessions reporting on current work.

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: Methods · Consensus signal: none
Teacher disagreement score0.530
Threshold uncertainty score0.372

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 head0.025
GPT teacher head0.286
Teacher spread0.260 · 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
GenreMethods

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
Published2006
Admission routes1
Has abstractyes

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