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Record W4283072518 · doi:10.5539/hes.v12n3p34

Creating Mature Blended Education: the European Maturity Model Guidelines

2022· article· en· W4283072518 on OpenAlexvenueno aff
Katie Goeman, Wiebe Dijkstra

Bibliographic record

VenueHigher Education Studies · 2022
Typearticle
Languageen
FieldComputer Science
TopicE-Learning and Knowledge Management
Canadian institutionsnot available
Fundersnot available
KeywordsBlended learningCapability Maturity ModelMaturity (psychological)Higher educationContext (archaeology)Knowledge managementPedagogyPolitical sciencePublic relationsSociologyEducational technologyComputer scienceGeography

Abstract

fetched live from OpenAlex

In recent decades, higher education has embraced the concept of blended teaching, the design and facilitation of online and face-to-face learning activities. As such initiatives are embedded in the formal context of an institution, educational managers and other decision makers are in search of evidence for creating sustainable conditions that facilitate and support blended teaching. In this paper, the authors present the guidelines articulated by the European Maturity Model that address such concerns. These were developed during a three-year joint effort between seven European project partners. For each guideline, background information in line with the foundations of the European Maturity Model is included, as well as examples and references to predominantly open access resources. It is hoped that the results might inspire key actors within higher education or scholars that are investigating models for continuous improvement in the field of blended teaching and education.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.667
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.075
GPT teacher head0.355
Teacher spread0.280 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations1
Published2022
Admission routes1
Has abstractyes

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