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.
Bibliographic record
Abstract
04–473 Adler, Renatte K. and Loughrin-Sacco, Steven J. (San Diego State U., USA). Internships for American undergraduates: acquiring language and cross-cultural skills for a global market . Journal of Language for International Business (Glendale, Arizona, USA), 15 , 1 (2004), 30–40. 04–474 Allum, Paul (Rikkyo U., Tokyo, Japan; Email : allum@rikkyo.ac.jp ). Evaluation of CALL: initial vocabulary learning . ReCALL (Cambridge, UK), 16 , 2 (2004), 488–501. 04–475 Barcroft, Joe (Washington U., USA; Email : barcroft@artsci.wustl.edu ). Effects of sentence writing in second language lexical acquisition . Second Language Research (London, UK), 20 , 4 (2004), 303–334. 04–476 Belz, Julie (Pennsylvania State U., USA; Email : jab63@psu.edu ). Learner corpus analysis and the development of foreign language proficiency . System (Oxford, UK), 32 , 4 (2004), 577–591. 04–477 Benati, Alessandro (U. Greenwich, UK; Email : A.Benati@gre.ac.uk ). The effects of processing instruction and its components on the acquisition of gender agreement in Italian . Language Awareness (Clevedon, UK), 13 , 2 (2004), 67–80. 04–478 Bitchener, John (Auckland U. of Technology, New Zealand; Email : john.bitchener@aut.ac.nz ). The relationship between the negotiation of meaning and language learning: a longitudinal study . Language Awareness (Clevedon, UK), 13 , 2 (2004), 81–95. 04–479 Blin, Francoise (Dublin City U., Ireland; Email : francoise.blin@dcu.ie ). CALL and the development of learner autonomy: towards an activity-theoretical perspective . ReCALL (Cambridge, UK), 16 , 2 (2004), 377–395. 04–480 Boehringer, Michael, Bongartz, Christiane and Gramberg, Anne-Katrin (U. Waterloo, Canada). Language learning and intercultural training: the impact of cultural primers on learners and non-learners of German . Journal of Language for International Business (Glendale, Arizona, USA), 15 , 2, (2004), 1–18. 04–481 Cartes-Henriquez, Ninette, Solar Rodriguez, M. I. and Quintana Letelier, R. (U. de Concepcion, Correo, Chile; Email : ncartes@udec.cl ). Electronic texts or learning through textbooks: an experimental study . ReCALL (Cambridge, UK), 16 , 2 (2004), 539–557. 04–482 Church, Ruth Breckinridge, Ayman-Nolley, Saba and Mahootian, Shahrzad (Northeastern Illinois U., USA; Email : rbchurch@neiu.edu ). The role of gesture in bilingual education: does gesture enhance learning? International Journal of Bilingual Education and Bilingualism (Clevedon, UK), 7 , 4 (2004), 303–319. 04–483 Clyne, Michael, Isaakidis, Tina, Liem, Irene and Rossi Hunt, Claudia (U. of Melbourne, Australia; Email : mgclyne@unimelb.edu.au ). Developing and sharing community language resources through secondary school programmes . International Journal of Bilingual Education and Bilingualism (Clevedon, UK), 7 , 4 (2004), 255–278. 04–484 Cohen, Andrew D. (U. Minnesota, USA; Email : adcohen@umn.edu ). The learner's side of foreign language learning: where do styles, strategies, and tasks meet? International Review of Applied Linguistics for Language Teaching (Berlin, Germany), 41 (2003), 279–291. 04–485 Cziko, Gary A. (U. of Illinois at Urbana-Champaign, USA; Email : garycziko.net ). Electronic tandem language learning (eTandem): a third approach to Second Language Learning for the 21st century . CALICO Journal (Texas, USA), 22 , 1 (2004), 25–39. 04–486 DiFino, Sharon M. and Lombardino, Linda J. (U. of Florida, USA). Language learning disabilities: the ultimate foreign language challenge . Foreign Language Annals (Alexandria, VA, USA), 37 , 3 (2004), 390–400. 04–487 Dubreil, Sebastien (U. of Notre Dame, Indiana, USA; Email : sdubreil@nd.edu ), Herron, Carol and Cole, Steven B. An empirical investigation of whether authentic web sites facilitate intermediate-level French language students' ability to learn culture . CALICO Journal (Texas, USA), 22 , 1 (2004), 41–61. 04–488 Duppenthaler, Peter M. (Tezukayama Gakuin U., Japan). Journal writing and the question of transfer of skills to other types of writing . JALT Journal (Tokyo, Japan), 26 , 2 (2004), 172–188. 04–489 Egbert, Joy and Yang, Yu-Feng (Washington State U., USA; Email : jegbert@wsu.edu ). Mediating the digital divide in CALL classrooms: promoting effective language tasks in limited technology contexts . ReCall (Cambridge, UK), 16 , 2 (2004), 280–291. 04–490 Elder, Catherine (Monash U., Australia) and Manwaring, Diane. The relationship between metalinguistic knowledge and learning outcomes among undergraduate Students of Chinese . Language Awareness (Clevedon, UK), 13 , 3 (2004), 145–162. 04–491 Ewald, Jennifer D. (Saint Joseph's U., USA; Email : jewald@sju.edu ). A classroom forum on small group work: L2 learners see, and change, themselves . Language Awareness (Clevedon, UK), 13 , 3 (2004), 163–179. 04–492 García, Paula (Northern Arizona U., USA; Email : pg4@dana.ucc.nau.edu ). Developmental differences in speech act recognition: a pragmatic awareness study . Language Awareness (Clevedon, UK), 13 , 2 (2004), 96–115. 04–493 Gearon, Margaret (Monash U., Australia; Email : margaret.gearon@education.monash.edu.au ). Learner strategies for filling the knowledge gap during collaborative tasks . Babel – Journal of the AFMLTA (Queensland, Australia), 39 , 1 (2004), 26–34. 04–494 Grantham O'Brien, Mary (U. of Calgary, Canada). Pronunciation matters . Die Unterrichtspraxis (New Jersey, USA), 37 , 1 (2004), 1–9. 04–495 Gruba, Paul (U. of Melbourne, Australia). Designing tasks for online collaborative language learning . Prospect (Sydney, Australia), 19 , 2 (2004), 72–81. 04–496 Harris, Vee and Grenfell, Michael (U. London, UK; Email : m.grenfell@soton.ac.uk ). Language-learning strategies: a case for cross-curricular collaboration . Language Awareness (Clevedon, UK), 13 , 2 (2004), 116–130. 04–497 Heift, Trude (Simon Fraser U., Canada; Email : heift@sfu.ca ). Corrective feedback and learn
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 it