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Record W4413150471 · doi:10.64152/10125/25181

From the editors

2003· article· en· W4413150471 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

VenueLanguage learning & technology · 2003
Typearticle
Languageen
FieldEngineering
TopicHuman auditory perception and evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsComputer scienceLinguisticsMathematics educationWorld Wide WebNatural language processingPsychologyPhilosophy

Abstract

fetched live from OpenAlex

consider a Quebec secondary school program which uses computer technology in project-based teaching.They examine the relationship of teachers' pedagogical beliefs to their use of the technology and its position in a larger socio-cultural context.Rosanne Greenfield ("Collaborative E-Mail Exchange for Teaching Secondary ESL: A Case Study in Hong Kong") discusses a qualitative study of the attitudinal responses of secondary school students who participated in an e-mail exchange with native English speakers in the US.Barbara Hanna and Juliana de Nooy look at French-learning students' participation in online discussion groups with native speakers in "A Funny Thing Happened on the Way to the Forum: Electronic Discussion and Foreign Language Learning" and how students' successful participation is related to cultural knowledge.And, in "Designing Task-Based CALL to Promote Interaction: En busca de Esmeraldas," Marta Gonzlez-Lloret reports on the effectiveness of one CALL activity in facilitating comprehension through communication and negotiation by Spanish language learners.The activity was created based on Doughty and Long's (2002) principles of language teaching and Chapelle's (1998) proposals for developing multimedia.In their regular column On the Net, Jean LeLoup and Robert Ponterio introduce the site "Foreign Language Study and the Brain," created and maintained by Dr. Teresa Kennedy of the University of Idaho.This site describes how the brain works and how that relates to foreign language learning.Bob Godwin-Jones (Emerging Technologies) looks at the latest technology relating to E-Books and the Tablet PC.These tools have great potential for the language learning classroom given

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.353
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0090.004

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 head0.007
GPT teacher head0.235
Teacher spread0.228 · 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