Reviewer Acknowledgements for Journal of Education and Training Studies, Vol. 12, No. 1
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 12, Number 1Akın Metli, Bilkent Erzurum Laboratory School (BELS), TurkeyArlene Kent-Wilkinson, University of Saskatchewan, CanadaAshraf Elsafty, Eslsca University, EgyptChris Mutseekwa, Bindura University of Science Education, ZimbabweEhab Gouda Tolba, Dr_ehabtolba@hotmail.com, EgyptFathia Lahwal, Elmergib University, LibyaHossein Chaharbashloo, Kharazmi University, IranIntakhab Khan, King Abdulaziz University, Saudi ArabiaJacinthe Rihan, Ain Shams University, EgyptJane Liang, California Department of Education, USAJoel Maligaya Cuadra, NU Laguna, PhilippinesJohn Cowan, Edinburgh Napier University, UKJohn Mark Asio, Gordon College, PhilippinesJonathan Chitiyo, University of Pittsburgh Bradford, USAJulio Cesar André, Center for Studies and Development of Health Education-CEDES, BrazilLinda J. Rappel, Yorkville University/University of Calgary, CanadaLisa Marie Portugal, American College of Education, USAMaria Rosa M. Prado, Faculdades Pequeno Príncipe, BrazilMaurizio Sajeva, Pellervo Economic Research PTT, FinlandMeral Seker, Alanya Alaaddin Keykubat University, TurkeyMustafa Çakır, Marmara University, TurkeyNiveen M. Zayed, MENA College of Management, JordanRichard H. Martin, Mercer University, USARichard Penny, University of Washington Bothell, USASabrine Chbichib, The Higher Institute of Computing and Multimedia Gabes Tunisia, TunisiaSarah Nabih Nasif, October University, EgyptSenem Seda Şahenk Erkan, Marmara University, TurkeyStamatis Papadakis, University of Crete, GreeceYuChun 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, USAE-mail: jets@redfame.comURL: 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 | 0.004 | 0.033 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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