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Record W4240939753 · doi:10.1017/s0261444804272007

Sociolinguistics

2003· article· en· W4240939753 on OpenAlexaboutno aff

Bibliographic record

VenueLanguage Teaching · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsnot available
FundersUniversity of Georgia
KeywordsLiteracySociologyMedia studiesLibrary sciencePedagogy

Abstract

fetched live from OpenAlex

04–660 Chen Eoyang, Eugene (Indiana U., USA & Lingnan U., Hong Kong). English as a postcolonial tool: anti-hegemonic subversions in a hegemonic language . English Today (Cambridge, UK), 19 , 4 (2003), 23–29. 04–661 Heinz, Bettina (Bowling Green State U., USA; Email : bheinz@bgnet.bgsu.edu ). Backchannel responses as strategic responses in bilingual speakers' conversations . Journal of Pragmatics (Amsterdam, The Netherlands), 35 , 7 (2003), 1113–1142. 04–662 Hinkel, Eli (Seattle U., USA; Email : elihinkel@aol.com ). Adverbial markers and tone in L1 and L2 students' writing . Journal of Pragmatics (Amsterdam, The Netherlands), 35 , 7 (2003), 1049–1068. 04–663 Mackie, Ardiss (Okanagan University College, B.C., Canada). Race and desire: toward critical literacies for ESL . TESL Canada Journal (Burnaby, B.C., Canada), 20 , 2 (2003), 23–37. 04–664 MacPherson, Seonaigh (Manitoba U., Canada). TESOL for biolinguistic sustainability: the ecology of English as a Lingua Mundi . TESL Canada Journal (Burnaby, B.C., Canada), 20 , 2 (2003), 1–22. 04–665 Marsh, Jackie (Sheffield U., UK). One-way traffic? Connections between literacy practices at home and in the nursery . British Educational Research Journal (London, UK), 29 , 3 (2003), 369–382. 04–666 Matthews, Mona W. and Kesner, John (Georgia State U., USA). Children learning with peers: the confluence of peer status and literacy competence within small-group literacy events . Reading Research Quarterly (Newark, DE, USA), 38 , 2 (2003), 208–234. 04–667 Spencer-Oatey, Helen and Jiang, Wenying (UK eUniversities Worldwide, UK; Email : hspencer-oatey@ukeu.com ). Explaining cross-cultural pragmatic findings: moving from politeness maxims to sociopragmatic interactional principles (SIPs) . Journal of Pragmatics (Amsterdam, The Netherlands), 35 , 10–11 (2003), 1633–1650. 04–668 Zhu, Huimin (China). Globalization and new ELT challenges in China. An account of the teaching of English and the kinds of English used in a vast, varied, and rapidly changing society . English Today (Cambridge, UK), 19 , 4 (2003), 36–41.

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)0.005
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: Empirical · Consensus signal: none
Teacher disagreement score0.914
Threshold uncertainty score0.852

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
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)0.0010.000

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 head0.054
GPT teacher head0.493
Teacher spread0.439 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2003
Admission routes1
Has abstractyes

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