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Record W6996032860

Proceedings of the 6th Annual Thompson Rivers Undergraduate Student Research and Innovation Conference:

2011· other· en· W6996032860 on OpenAlexaboutno aff

Bibliographic record

VenueArca (British Columbia Electronic Library Network) · 2011
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsPrideGeopoliticsQualitative researchStudent engagementUndergraduate researchUndergraduate education
DOInot available

Abstract

fetched live from OpenAlex

Whether focused on Kamloops or Kashmir, these writers impart an inspirational belief that the world can become a better place.recent studies using mock trials and concluded that researchers' cautions against overuse of college students in the simulations did not perceptibly impact the research community; nor did their reservations about trial simulation designs that condense material effect a change in practice.Jasim Khan studies the effects of geopolitical instability in the Kashmir Valley on tourism, the environment, and, indeed, the socio-cultural integrity of the region.Khan recommends "a strategic framework to crisis management and mitigation" further study of the ramifications of the instability and, of course, "an honest effort to resolve" the situation.Measured yet passionate, these scholars' responses to global concerns have much to offer the reader.The qualitative and quantitative engagement of Thompson Rivers University students in the 2011 Undergraduate Conference is both a source of pride to the organizing committee and an example to future participants.We are also proud to offer both print and online versions of the proceedings this year in the hope that more hearts and minds will be exposed to this important research.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.495
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.006
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0560.000

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 head0.032
GPT teacher head0.267
Teacher spread0.235 · 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 teacher head, 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".

Quick stats

Citations0
Published2011
Admission routes1
Has abstractyes

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