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Record W3160663966 · doi:10.48127/gu-nse/15.12.156

THE FIRST INTERNATIONAL BALTIC SYMPOSIUM ON SCIENCE AND TECHNOLOGY EDUCATION BalticSTE2015 „STATE-OF-THE-ART AND FUTURE PERSPECTIVES”: A REVIEW OF SYMPOSIUM

2015· review· en· W3160663966 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

VenueGAMTAMOKSLINIS UGDYMAS / NATURAL SCIENCE EDUCATION · 2015
Typereview
Languageen
FieldComputer Science
TopicInnovative Educational Technologies
Canadian institutionsnot available
Fundersnot available
KeywordsState (computer science)Political scienceCzechNatural (archaeology)Library scienceGeography

Abstract

fetched live from OpenAlex

This year, on June 15th-18th, the 1st international Baltic Symposium on Science and Technology Education „State-of-the-art and future perspectives“ (BalticSTE2015) took place. The symposium was organized by the scientific methodological centre “Scientia Educologica” and Šiauliai university, Lithuania. The symposium on this topic in the Baltic States was organized for the first time. It is a unique opportunity for the scientist of the Baltic States to show the achievements in the sphere of natural science and technology education. On the other hand, it is an opportunity to examine the latest researches in the world, to come into business contacts etc. This kind of symposiums is held regularly in Asia, Africa, South and North America and is primarily intended to facilitate the development of science and technology education in the region. This symposium attended by guests from Taiwan, Brazil, Canada, Turkey, Iran, Russia, Slovenia, Slovakia, the Czech Republic, Italy, Latvia, and Poland. The symposium proceedings were prepared and published. Totally 34 short papers are published in which various natural science and technology education problems are discussed. So, 1st International BalticSTE2015 symposium is a history already. As always, not everything was successfully recorded, not all interesting questions discussed. One has to believe, that natural science and technology education movement will continue and develop. The 2nd symposium is expected to take place in Šiauliai, in June, 2017. Key words: international symposium, science education, science and technological education movement.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.976
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.010
Science and technology studies0.0010.006
Scholarly communication0.0000.001
Open science0.0060.001
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 head0.015
GPT teacher head0.337
Teacher spread0.322 · 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