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Record W2002328204 · doi:10.1080/10448630308218710

Neutron facilities managers meet

2003· article· en· W2002328204 on OpenAlexaboutno aff
Allen E Ekkebus

Bibliographic record

VenueNeutron News · 2003
Typearticle
Languageen
FieldPhysics and Astronomy
TopicNuclear Physics and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsOak Ridge National LaboratoryNational laboratorySpallation Neutron SourceNeutron sourceNeutronNeutron scatteringNuclear physicsPhysicsEngineering physics

Abstract

fetched live from OpenAlex

Abstract Managers of the six North American neutron experimental facilities (Intense Pulsed Neutron Source (IPNS) at Argonne National Laboratory, Center for Neutron Research at National Institute of Standards and Technology (NIST), Neutron Program for Materials Research of the National Research Council Canada (NRC-CNRC), High Flux Isotope Reactor (HFIR) and the Spallation Neutron Source (SNS) of Oak Ridge National Laboratory, and Los Alamos Neutron Science Center (LANSCE) at Los Alamos National Laboratory) attended the inaugural meeting of the Neutron Facilities Roundtable at Los Alamos National Laboratory in January 2003. The Snteragency Working Group of the White House's Office of Science and Technology Policy recommended periodic meetings of the neutron facilities in their June 2002 report on the Status and Needs of Major Neutron Scattering Facilities in the United States (the report is available at http://www.ostp.gov/html/neutron.pdf).

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.948
Threshold uncertainty score1.000

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)0.0010.000

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 head0.012
GPT teacher head0.232
Teacher spread0.221 · 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.

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

Citations0
Published2003
Admission routes1
Has abstractyes

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