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 7, Number 2Arlene Kent-Wilkinson, University of Saskatchewan, CanadaBenmarrakchi Fatimaezzahra, Chouaib Doukkali University, MoroccoCarmen Pérez-Sabater, Universitat Poltècnica de València, SpainEkrem Levent İlhan, University of Gazi, TurkeyErman Öncü, Karadeniz Technical University, TurkeyFatma Ozudogru, Usak University, TurkeyHanifi Parlar, İstanbul Commerce University, TurkeyHelena Reis, Polytechnic Institute of Leiria, PortugalHüseyin Gümüş, University of Mersin, Turkeyİbrahim Yaşar Kazu, Firat University, TurkeyIntakhab Khan, King Abdulaziz University, Saudi ArabiaJohn Bosco Azigwe, Bolgatanga Polytechnic, GhanaJohn Cowan, Edinburgh Napier University, UKJon S. Turner, Missouri State University, USAJonathan Chitiyo, University of Pittsburgh Bradford, USALorna T. Enerva, Polytechnic University of the Philippines, PhilippinesMaria Pavlis Korres, Hellenic Open University, GreeceMary Sciaraffa, Eastern Kentucky University, USAMassimiliano Barattucci, Ecampus University, ItalyMichael Wall, Independent Researcher in Music and Music Education, USARamazan Cansoy, Karabük University, TurkeyRichard Penny, University of Washington Bothell, USASadia Batool, Preston University Islamabad, PakistanSamson Chama, Alabama A & M University, USASandro Sehic, Oneida BOCES, USASenem Seda Şahenk Erkan, Marmara University, TurkeyShu-wen Lin, Sojo University, JapanStamatis Papadakis, University of Crete, Greece Robert 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 | 0.003 |
| 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) | 0.000 | 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