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Record W7024771671

Spectrum, Fall 2008

2019· other· en· W7024771671 on OpenAlexfundno aff

Bibliographic record

VenueResearch Exchange (Washington State University) · 2019
Typeother
Languageen
FieldEarth and Planetary Sciences
TopicGeochemistry and Elemental Analysis
Canadian institutionsnot available
FundersGE FoundationMcGill UniversityGilead SciencesConocoPhillipsAdobe SystemsBP GlobalMicrosoftMcKnight FoundationEli Lilly and CompanyBiogenGlaxoSmithKlineJohns Hopkins UniversityAmgenAbbott Laboratories
KeywordsWork (physics)Fall of manProfessional development
DOInot available

Abstract

fetched live from OpenAlex

Another Banner Year for Undergraduate ResearchEach spring College of Sciences undergraduates present the results of their own research working with faculty mentors in subjects ranging from astronomy to zoology.Students use the same "poster session" format most professional scientists and mathematicians employ to communicate their work at national meetings within their disciplines.Standing near their large posters that summarize their results, the students answer questions from both faculty and their own peers.The experience stands the undergraduates in good stead before they go to professional meetings on their own.The spring event at WSU is called the College of Sciences Undergraduate Research Poster Competition.In recent years it has been held at the Beasley Coliseum.In the spring of 2008 a record-breaking number of undergraduates participated, presenting research work from every part of the College of Sciences.As usual, faculty evaluated the student-presenters, giving prizes and awards in mathematics, and in biological and physical sciences.For the first time, prizes were also given in nontraditional categories of research that perhaps cut across college disciplines, such as environmental work."Each year I'm more impressed not just with the numbers of participants, but the quality of the research work our undergrads are doing," said Dean of Sciences Michael Griswold."It's a treat for me to see all that our students are doing, and the good work of the faculty in supporting and advising them."Alumni and friends are heartily welcome at the event.The next date for the poster competition presenta tions is March 30, 2009.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.369
Threshold uncertainty score0.526

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.6310.460

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 head0.035
GPT teacher head0.249
Teacher spread0.214 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2019
Admission routes1
Has abstractyes

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