Bilingual education & bilingualism
Bibliographic record
Abstract
06–127Ameel, Eef (U Leuven, Belgium; eef.ameel@psy.kuleuven.ac.be ), Gert Storms, Barbara C. Malt & Steven A. Sloman, How bilinguals solve the naming problem. Journal of Memory and Language (Elsevier) 53.1 (2005), 60–80. 06–128Choi, Jinny K. (U Texas at Arlington, USA), Bilingualism in Paraguay: Forty years after Rubin's study. Journal of Multilingual and Multicultural Development (Multilingual Matters) 26.3 (2005), 233–248. 06–129Echeverria, Begoña (U of California, Riverside, USA), Language attitudes in San Sebastian: The Basque vernacular as challenge to Spanish language hegemony. Journal of Multilingual and Multicultural Development (Multilingual Matters) 26.3 (2005), 249–264. 06–130Enright Villalva, Kerry (U North Carolina at Chapel Hill, USA), Hidden literacies and inquiry approaches of bilingual high school writers. Written Communication (Sage) 23.1 (2006), 91–129. 06–131Gentil, Guillaume (Carleton U, Canada), Commitments to academic biliteracy: Case studies of Francophone university writers. Written Communication (Sage), 22.4 (2005), 421–471. 06–132Lasagabaster, David (U the Basque Country, Vitoria-Gasteiz, Spain), Attitudes towards Basque, Spanish and English: An analysis of the most influential variables. Journal of Multilingual and Multicultural Development (Multilingual Matters) 26.4 (2005), 296–316. 06–133Malcolm, Ian G. (Edith Cowan U, Mount Lawley, Australia) & Farzad Sharifian, Something old, something new, something borrowed, something blue: Australian Aboriginal students' schematic repertoire. Journal of Multilingual and Multicultural Development (Multilingual Matters) 26.6 (2005), 512–532. 06–134Mishina-Mori, Satomi (Rikkyo U, Japan; morisato@rikkyo.ac.jp ), Autonomous and interdependent development of two language systems in Japanese/English simultaneous bilinguals: Evidence from question formation. First Language (Sage) 25.3 (2005), 291–315. 06–135Pickford, Steve (Charles Sturt U, Australia), Emerging pedagogies of linguistic and cultural continuity in Papua New Guinea. Language, Culture and Curriculum (Multilingual Matters) 18.2 (2005), 139–153. 06–136Sebastián-Gallés, Núria (U Barcelona, Spain; nsebastian@ub.edu ), Sagrario Echeverría & Laura Bosch, The influence of initial exposure on lexical representation: Comparing early and simultaneous bilinguals. Journal of Memory and Language (Elsevier) 52.2 (2005), 240–255. 06–137Starks, Donna (U Auckland, New Zealand), The effects of self-confidence in bilingual abilities on language use: Perspectives on Pasifika language use in South Auckland. Journal of Multilingual and Multicultural Development (Multilingual Matters) 26.6 (2005), 533–550. 06–138Yang, Jian (Seattle U, USA; yangj@seattleu.edu ), Lexical innovations in China English. World Englishes (Blackwell) 24.4 (2005), 425–436.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.145 | 0.034 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".