MétaCan
Menu
Back to cohort
Record W4231750965 · doi:10.1017/s026144480625331x

Teacher education

2006· article· en· W4231750965 on OpenAlexaboutno aff

Bibliographic record

VenueLanguage Teaching · 2006
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsSociologyTeacher educationPedagogy

Abstract

fetched live from OpenAlex

06–108Andrew, Michael D. (U New Hampshire, USA), Casey D. Cobb & Peter J. Giampietro, Verbal ability and teacher effectiveness. Journal of Teacher Education (Sage) 56.4 (2005), 343–354. 06–109Beran, Tanya (U Calgary, Canada) & Claudio Violato, Ratings of university teacher instruction: How much do student and course characteristics really matter?Assessment & Evaluation in Higher Education (Routledge/Taylor&Francis) 30.6 (2005), 593–601. 06–110Cadman, Kate (U Adelaide, Australia; kate.cadman@adelaide.edu.au ), Towards a ‘pedagogy of connection’ in critical research education: A REAL story. Journal of English for Academic Purposes (Elsevier) 4.4 (2005), 353–367. 06–111Francis, Dawn (James Cook U, Australia) & Louise Ingram-Starrs, The labour of learning to reflect. Teachers and Teaching: Theory and Practice (Routledge/Taylor&Francis) 11.6 (2005), 541–553. 06–112Gordon, June A. (U California at Santa Cruz, USA), The crumbling pedestal: Changing images of Japanese teachers. Journal of Teacher Education (Sage) 56.5 (2005), 459–470. 06–113Green, Catherine & Rosie Tanner (IVLOS Institute of Education, Utrecht U, the Netherlands; catherine_green@usamedia.tv ), Multiple intelligences and online teacher education. ELT Journal (Oxford University Press) 59.4 (2005), 312–321. 06–114Hsu, Shihkuan (National Taiwan U, Taiwan), Help-seeking behaviour of student teachers. Educational Research (Routledge/Taylor&Francis) 47.3 (2005), 307–318. 06–115Kolesnikova, Irina L. (St Petersburg, Russia; vkolesni@rol ), English or Russian? English language teacher training and education. World Englishes (Blackwell) 24.4 (2005), 471–476. 06–116Leeman, Yvonne & Guuske Ledoux (U Amsterdam, the Netherlands), Teachers on intercultural education. Teachers and Teaching: Theory and Practice (Routledge/Taylor&Francis) 11.6 (2005), 575–589. 06–117Longaker, Mark Garrett (U Texas at Austin, USA), Market rhetoric and the Ebonics debate. Written Communication (Sage) 22.4 (2005), 472–501. 06–118Lovtsevich, Galina N. (Vladivostok, Russia; lovtsev@ext.dvgu.ru ), Language teachers through the looking glass: Expanding Circle teachers' discourse. World Englishes (Blackwell) 24.4 (2005), 461–469. 06–119McDonald, Ria (U South Africa, South Africa) & Daniel Kasule, The monitor hypothesis and English teachers in Botswana: Problems, varieties and implications for language teacher education. Language, Culture and Curriculum (Multilingual Matters) 18.2 (2005), 188–200. 06–120Orland-Barak, Lily (U of Haifa, Israel), Lost in translation: Mentors learning to participate in competing discourses of practice. Journal of Teacher Education (Sage) 56.4 (2005), 355–366. 06–121Postholm, May Britt (Norwegian U Science & Technology, Norway), The teacher shaping and creating dialogues in project work. Teachers and Teaching: Theory and Practice (Routledge/Taylor&Francis) 11.6 (2005), 519–539. 06–122Poulou, Maria (U Crete, Greece), Educational psychology with teacher education. Teachers and Teaching: Theory and Practice (Routledge/Taylor&Francis) 11.6 (2005), 555–574. 06–123Shahrzad, Saif (Université Laval, Quebec, Canada), Aiming for positive washback: A case study of international teaching assistants. Language Testing (Hodder Arnold) 23.1 (2006), 1–34. 06–124Siew-Lian Wong, Mary (Batu Lintang Teachers' College, Malaysia; marywsl@yahoo.com ), Language learning strategies and self-efficacy: Investigating the relationship in Malaysia. RELC Journal (Sage) 36.3 (2005), 245–269. 06–125Sifakis, Nicos C. & Areti-Maria Sougari (Hellenic Open U, Greece), Pronunciation issues and EIL pedagogy in the periphery: A survey of Greek state school teachers' beliefs. TESOL Quarterly (Teachers of English to Speakers of Other Languages) 39.3 (2005), 467–488. 06–126Yin Wa Chan, Alice (City U Hong Kong, China), Tactics employed and problems encountered by university English majors in Hong Kong in using a dictionary. Applied Language Learning (Defense Language Institute Foreign Language Center and Presidio of Monterey) 15.1 & 15.2 (2005), 1–27.

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)0.001
metaresearch head score (Gemma)0.003
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: Empirical · Consensus signal: none
Teacher disagreement score0.615
Threshold uncertainty score0.549

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0050.003
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.6150.474

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 head0.009
GPT teacher head0.249
Teacher spread0.240 · 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
GenreEmpirical

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

Citations2
Published2006
Admission routes1
Has abstractyes

Explore more

Same venueLanguage TeachingSame topicEFL/ESL Teaching and LearningFrench-language works237,207