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Record W1615597801

Education and Information Technology 2013: A Selection of AACE Award Papers

2012· book· en· W1615597801 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

VenueData Archiving and Networked Services (DANS) · 2012
Typebook
Languageen
FieldComputer Science
TopicHigher Education and Teaching Methods
Canadian institutionsnot available
FundersMonash UniversityU.S. Department of EducationNational Science Foundation
KeywordsNOMINATELibrary scienceCertificateSelection (genetic algorithm)Information technologyEngineeringPolitical scienceManagementOperations researchSociologyComputer scienceLawArtificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

We are proud to present to you this selection of 20 award winning papers from AACE’s conferences. This year's selection includes papers from the annual conference of the Society for Information Technology & Teacher Education (SITE) in Savannah, Georgia, the World Conference on Educational Media & technology (EdMedia) in Vancouver, British Columbia, the the World Conference on Learning in Washington, DC, and Global Learn in Limerick, Ireland. The decision to nominate a conference paper for an award was made by peer reviewers. All authors were honored during the conference and received a certificate that serves as testimony to their outstanding research and contribution to the conference. This AACE finest of 2017 book groups the award winning papers in four parts. These four parts provide a timely overview and record of topics that are of primary interest in educational technology this year.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.945
Threshold uncertainty score0.920

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0010.001
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 head0.011
GPT teacher head0.270
Teacher spread0.259 · 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