Bibliographic record
Abstract
Editor-in-ChiefProf. (Mrs.) Smile DzisiKoforidua Technical University, GhanaManaging EditorDr. Frank Agyen DwomohKoforidua Technical University, Ghana
 
 Editorial Advisors
 Prof. Christopher SelvarajahSwinbume University of Technology, AustraliaProf. Mathew TsamenyiBirmingham University, UKProf. Ndao MomarMcGill University, CanadaProf. Raghavan VijayaMcGill University, CanadaProf. P.R. BanerjeeLondon Col. of Management Studies, LondonDr. Joel Osarcar BarimaLondon Col. of Management Studies, LondonDr. P. R. DattaLondon Col. of Management Studies, LondonDr. Rosemond BooheneUniversity of Cape Coast, GhanaProf. Benjamin SimpsonMcGill University, Canada Prof. Agnes KhooUniversity of Leeds, UK Prof. Mawutor AvokeUniversity of Education, Winneba, GhanaProf. D. Kofi MerekuUniversity of Education Winneba, Ghana
 
 
 Dr. William Gyedu-Asiedu
 Koforidua Technical University, Ghana Dr. Joseph Onumah- MensahUniversity of Ghana, GhanaDr. Angelina O. DanquahUniversity of Ghana, GhanaDr. George Owusu-DapaahKumasi Technical University, GhanaDr. Patricia Owusu-DarkoKumasi Technical University, GhanaDr. J. B. Hayfron-AcquahKwame Nkrumah University of Science andTechnology, Ghana
 
 Dr. John Bonney
 Koforidua Technical University, GhanaDr. Albert Kojo SunnuKwame Nkrumah University of Science and Technology, GhanaDr. Frank BamfoKoforidua Technical University, GhanaDr. K. Owusu AcheampongKoforidua Technical University, Ghana
 
 Dr. Mawuko Dza
 Koforidua Technical University, Ghana
 
 Dr. John Owusu
 Koforidua Technical University, Ghana
 
 Mr. Samuel Antwi
 Koforidua Technical University, Ghana Editorial AssistantsMrs. Patricia CrentsilMr. Solomon Ernest MensahMr. Emmanuel D.TettehMr. Emmanuel Opoku Debrah
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".