ANNOUNCEMENT Federal University of Technology, Owerri (FUTO) 2024/2025 JUPEB Form, IJMB Form, Sandwich Form are on sales! Call the registrar +2349063223614 TO APPLY AND FURTHER ADMISSION GUIDELINES BEFORE THE CLOSING DATE. CALL 09063223614 Generally, all Admitted Candidate Should Also Call Admin Office On +23409063223614 For Method Of Making School Payments (Acceptance Fee And Tuition Fee) (09063223614 )
Bibliographic record
Abstract
ANNOUNCEMENT Federal University of Technology, Owerri (FUTO) 2024/2025 JUPEB Form, IJMB Form, Sandwich Form are on sales! Call the registrar +2349063223614 TO APPLY AND FURTHER ADMISSION GUIDELINES BEFORE THE CLOSING DATE. CALL 09063223614 Generally, all Admitted Candidate Should Also Call Admin Office On +23409063223614 For Method Of Making School Payments (Acceptance Fee And Tuition Fee) (09063223614 )
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.171 | 0.354 |
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 source (direct Gemma or distilled Codex), 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".