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
Journal of Education and Training Studies (JETS) would like to acknowledge the following reviewers for their assistance with peer review of manuscripts for this issue. Many authors, regardless of whether JETS publishes their work, appreciate the helpful feedback provided by the reviewers. Their comments and suggestions were of great help to the authors in improving the quality of their papers. Each of the reviewers listed below returned at least one review for this issue.Reviewers for Volume 6, Number 1Brenda L. Shook, National University, USACagla Atmaca, Pamukkale University, TurkeyCarole Fern Todhunter, The University of Nottingham, UKCharlotte Alverson, University of Oregon, USAChosang Tendhar, Long Island University (LIU), USAEnisa Mede, Bahcesehir University, TurkeyErica D. Shifflet-Chila, Michigan State University, USAGreg Rickwood, Nipissing University, CanadaHyesoo Yoo, Virginia Tech., USAIoannis Syrmpas, University of Thessaly, GreeceJohn Cowan, Edinburgh Napier University, UKLinda J. Rappel, Yorkville University/University of Calgary, CanadaMan-fung Lo, The Hong Kong Polytechnic University, Hong KongMassimiliano Barattucci, Ecampus University, ItalyMaurizio Sajeva, Pellervo Economic Research PTT, FinlandMehmet Inan, Marmara University, TurkeyMichail Kalogiannakis, University of Crete, GreeceMin Gui, Wuhan University, ChinaNerina Fernanda Sarthou, Universidad Nacional del Centro de la Provincia de Buenos Aires, ArgentinaPirkko Siklander, University of Lapland, FinlandRichard H. Martin, Mercer University, USARichard Penny, University of Washington Bothell, USARiyadh Tariq Kadhim Al-Ameedi, Babylon University, IraqRufaidah Kamal Abdulmajeed, Baghdad University, IraqSadia Batool, Preston University Islamabad, PakistanSelloane Pitikoe, University of Kwazulu-Natal, South AfricaSenem Seda Şahenk Erkan, Marmara University, TurkeySeyyedeh Mina Hamedi, Ferdowsi University of Mashhad, IranSisi Chen, American University of Health Sciences, USATilanka Chandrasekera, Oklahoma State University, USAYalçın Dilekli, Aksaray University, TurkeyYerlan Seisenbekov, Kazakh National Pedagogical University, KazakhstanYi Lu, American Institute for Research, USAYuChun Chen, Louisiana Tech University, USARobert SmithEditorial AssistantOn behalf of,The Editorial Board of Journal of Education and Training StudiesRedfame Publishing9450 SW Gemini Dr. #99416Beaverton, OR 97008, USAURL: http://jets.redfame.com
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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