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Record W659258943

High energy physics : the 25th annual Montreal-Rochester-Syracuse-Toronto conference on high energy physics, MRST 2003: a tribute to Joe Schechter, Syracuse, New York 13-15 May 2003

2003· book· en· W659258943 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAmerican Institute of Physics eBooks · 2003
Typebook
Languageen
FieldComputer Science
TopicComputational Physics and Python Applications
Canadian institutionsnot available
Fundersnot available
KeywordsTributePhysicsEngineering physicsEnergy (signal processing)Library scienceComputer scienceArt historyQuantum mechanicsHistory
DOInot available

Abstract

fetched live from OpenAlex

There are four fundamental forces in nature: gravitational, electromagnetic, weak, and strong forces. The last two are sometimes referred to as nuclear forces. It is the main objective of high energy physics to explore these forces, and hopefully unify them into one fundamental theory. This goal has made high energy physics one of the most ambitious, attractive, challenging, and powerful areas of physics, and has attracted experts from other areas including pure and applied mathematics, and computer science. The MRST annual conference brings together senior and junor investigators and provides a friendly and stimulating atmosphere to discuss recent developments in high energy physics. A broad range of topics in high energy physics was covered in this conference, and therefore these proceedings will be very useful to both senior researchers as well as graduate students in high energy physics, nuclear physics, and computational physics, providing most recent ideas, techniques, and directions for future research in this field.

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.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesMeta-epidemiology (narrow)
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 score0.816
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0030.001
Research integrity0.0000.001
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 head0.021
GPT teacher head0.240
Teacher spread0.219 · 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