MétaCan
Menu
Back to cohort
Record W7161472850 · doi:10.5281/zenodo.20260942

2025 Diploma course IT in UMFST

2025· article· W7161472850 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Language
FieldComputer Science
TopicInnovative Educational Technologies
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsBlackboard (design pattern)Digital contentInformation technologyProfessional developmentDigital learningDigital literacyInformation securityDigital libraryInformation and Communications Technology

Abstract

fetched live from OpenAlex

2025 Diploma curs IT UMFST Title Supplement Europass à la Diplôme / Europass Diploma Supplement – Specialist in e-Media (2025) or: Continuing Professional Training in e-Media and Digital Educational Technologies – Europass Diploma Supplement Abstract This document certifies the successful completion of a continuing professional training programme in e-Media and digital educational technologies at the “George Emil Palade” University of Medicine, Pharmacy, Science, and Technology of Târgu-Mureș, Romania. The programme, completed in the academic year 2024–2025, focused on interdisciplinary digital competences, e-learning technologies, digital content creation, educational platforms, online teaching systems, and digital content security management. The training included practical and theoretical instruction in: e-learning pedagogical technologies, digital content processing, Google G-Suite for Education, Microsoft Teams, Blackboard platform instruction, digital content security management, interdisciplinary use of information technologies. The programme totalled 190 hours and corresponded to EQF/CNC Level 6. The final average grade obtained was 9.71/10. Issued officially on 15 May 2026 by the Rectorate of UMFST “George Emil Palade” Târgu-Mureș. Keywords e-Media Digital Education E-learning Educational Technologies Google Classroom Microsoft Teams Blackboard Digital Pedagogy Continuing Professional Training Europass Romania UMFST Digital Competences Institution “George Emil Palade” University of Medicine, Pharmacy, Science, and Technology of Târgu-Mureș (UMFST), Romania Language Romanian / English Date: 2025; 2026-05-15 Additional relevant details extracted Qualification Specialist in e-Media Field: Informatics / Information Technology Programme characteristics Online format 190 hours 19 ECTS credits EQF/CNC Level 6 Main modules E-learning teaching technologies Digital content creation and processing Google G-Suite for Education Microsoft Teams Blackboard platform Digital content security management Practical training

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.966
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.006
Science and technology studies0.0030.001
Scholarly communication0.0020.001
Open science0.0050.006
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.011

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.

Opus teacher head0.049
GPT teacher head0.315
Teacher spread0.266 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it