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Record W7005476831

Progress report 2010

2011· article· en· W7005476831 on OpenAlexfundno aff

Bibliographic record

VenueKyoto University Research Information Repository (Kyoto University) · 2011
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicEthnobotanical and Medicinal Plants Studies
Canadian institutionsnot available
FundersInstitute of Engineering Mechanics, China Earthquake AdministrationInstitut Teknologi BandungChina Earthquake AdministrationUniversity of British ColumbiaHoseo UniversityUniversity of MelbourneMinistry of Education, Culture, Sports, Science and Technology
KeywordsWork (physics)Process (computing)Focus (optics)Government (linguistics)Context (archaeology)
DOInot available

Abstract

fetched live from OpenAlex

Technology in an aim to "strengthen and enhance the education and research functions of graduate schools, to foster highly creative young researchers who will go on to become world leaders in their respective fields through experiencing and practicing research of the highest world standard."Basic human needs, environmental pollution, disasters, and how to secure the selfsustained capacity to deal with these issues are major challenges in Asian megacities.Yet attempts to deal with these problems in the past several decades have been a string of failures.One main reason for this is the rapid expansion of cities.More importantly, however, the introduction of technologies and systems for dealing with these risks has been carried out bit by bit, and even where technologies and systems were adopted, the importance of providing human resources and communities to manage them was overlooked.Based on this awareness, our program is founded on civil engineering, architecture, environmental engineering, and disaster prevention studies while it is based on a thoroughly field-oriented approach.By focusing concentration on the complementary co-evolution of engineering technologies, urban management, and systems design, we will elevate the elemental studies we have developed until now toward a more comprehensive discipline that encompasses urban management strategies and policies, and promote research and education based on this new discipline.Specifically, we have started conducting activities that include working together with universities, research institutions, and private enterprises at overseas bases located in seven countries throughout Asia, as well as in our headquarters in Kyoto to foster  doctoral students per academic year.We look forward to contact from those of you interested in this GCOE program.

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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.408
Threshold uncertainty score0.845

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0010.000
Scholarly communication0.0040.002
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.4080.354

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 head0.089
GPT teacher head0.243
Teacher spread0.154 · 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 source (direct Gemma or distilled Codex), not a consensus.

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".

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Citations0
Published2011
Admission routes1
Has abstractno

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