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Record W4245566100 · doi:10.1017/s1431927606160328

Welcome form the Program Committee

2006· article· en· W4245566100 on OpenAlex
Paul G. Kotula, Mike Marko, Raynald Gauvin, Gabriel Lucas, Steven Dekanich, Daniel R. Beniac

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

VenueMicroscopy and Microanalysis · 2006
Typearticle
Languageen
FieldEngineering
TopicAdvanced Materials Characterization Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsExhibitionMicrobeamLibrary scienceEngineeringPolitical scienceManagementArt historyArtComputer sciencePhysicsOptics

Abstract

fetched live from OpenAlex

Microscopy and Microanalysis 2006 will be the premiere meeting of the year for scientists and technologists interested in learning about the latest advances in applications and techniques for the analysis of a broad range of materials in the biological and physical sciences, as well as nano- and bio-technology. M&M-2006 will again host the largest commercial exhibition of microscopy and microanalysis equipment and related accessories in the world. In addition to the usual sponsoring societies, the Microscopy Society of America (MSA), and the Microbeam Analysis Society (MAS), the International Metallographic Society (IMS) will again be a co-sponsoring society for the meeting. We are also fortunate that the Microscopical Society of Canada/Société de Microscopie du Canada (MSC/SMC) will also be co-sponsoring the meeting this year. The M&M-2006 Executive Program Committee, comprised of co-chairs from each of the sponsoring societies, has put together a comprehensive scientific program that will encompass the state-of-the art in microscopy and microanalysis in 2006, and we look forward to welcoming you to Navy Pier!

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 categoriesnone
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 score0.100
Threshold uncertainty score0.431

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 head0.005
GPT teacher head0.238
Teacher spread0.233 · 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