Data · dataset · 2026
Cognitive Load Theory and Learner Competencies as Predictors of Effective GenAI Training for Preservice Teachers.
Listed in RIUMA
This dataset contains responses collected from 450 preservice teachers through a structured questionnaire developed to investigate the factors influencing the perceived usefulness of Generative Artificial Intelligence (GenAI) tools in instructional material design.
Description
Specifically, the dataset includes measures of metacognitive skills, prior knowledge, problem-solving skills, intrinsic cognitive load, extraneous cognitive load, germane cognitive load, and perceived usefulness, together with sociodemographic information.
All questionnaire items were measured using 7-point Likert-type scales. Each row represents one participant, and each column represents one variable.
Links
Where it is published
- RIUMA record hdl.handle.net/10630/46780 ↗
landing page · from riuma uma es
- DOI doi.org/10.24310/riuma.46780 ↗
DOI / persistent id · from riuma uma es
Catalogue records · 1
- OAI-PMH record riuma.uma.es/rest/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from riuma uma es
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Psychology & Behavioral Science
- Inferred from text
- Cognitive and computational psychology 74%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| RIUMA | oai:riuma.uma.es:10630/46780 | 23 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · riuma uma es | connector:riuma_uma_es@1.0.0 | |
| concepts[field].anzsrc:group:5204 | enrichment · riuma uma es | taxonomy-embedding@1.1.0 | title+keywords+description (74%) |
| concepts[field].local:field:computer-science-ai | mapping · riuma uma es | connector:riuma_uma_es@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · riuma uma es | connector:riuma_uma_es@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · riuma uma es | connector:riuma_uma_es@1.0.0 | |
| description | source · riuma uma es | connector:riuma_uma_es@1.0.0 | /metadata/dc/description |
| license | source · riuma uma es | connector:riuma_uma_es@1.0.0 | /metadata/dc/rights |
| publication_date | source · riuma uma es | connector:riuma_uma_es@1.0.0 | |
| title | source · riuma uma es | connector:riuma_uma_es@1.0.0 | /metadata/dc/title |