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Record W2014284925 · doi:10.1080/08940881003701983

WIRMS 2009: Fifth International Workshop on Infrared Microscopy and Spectroscopy with Accelerator-based Sources

2010· article· en· W2014284925 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueSynchrotron Radiation News · 2010
Typearticle
Languageen
FieldMaterials Science
TopicElectron and X-Ray Spectroscopy Techniques
Canadian institutionsCanadian Light Source (Canada)
Fundersnot available
KeywordsLibrary scienceSynchrotronSkyArt historyGeographyHistoryPhysicsMeteorologyOpticsComputer science

Abstract

fetched live from OpenAlex

Striking growth in the field and spectacular new science were the hallmarks of WIRMS 2009, the Fifth International Workshop on Infrared Microscopy and Spectroscopy with Accelerator Based Sources, which was held September 13–17, 2009, at The Banff Center in beautiful Banff, Alberta, Canada, surrounded by the majestic Rocky Mountains. This was the first time that WIRMS was held in Canada, following successful workshops at Porquerolles (France, 2001), Lake Tahoe (USA, 2003), Rathen (Germany, 2005), and Awaji (Japan, 2007). WIRMS 2009 was chaired by Brant Billinghurst, Tim May, and Luca Quaroni, and was made possible by generous sponsorship from the Canadian Light Source, CanmetENERGY, Bruker, Varian, the Canadian Institute for Synchrotron Radiation, Advanced Design Consulting USA Inc., Blue Sky Spectroscopy, and IUPAC. The 60 participants, from 20 light sources located all over the world, enjoyed four days of scientific talks, discussions, and posters surrounded by some of the continent's most stunning scenery as well as unseasonably beautiful weather.

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), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
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 head0.007
GPT teacher head0.271
Teacher spread0.263 · 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