Teachers Perceptions of Google Classroom: Revealing Urgency for Teacher Professional Learning
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.
Bibliographic record
Abstract
As the use of educational technology is at the forefront of today’s educational revolution, it is imperative that educators are employing online learning environments such as Google Classroom to enhance 21st century pedagogy and student learning. Through this mixed method research study, it has been concluded that using Google Classroom will assist educators in creating learning environments which boast organization, accessibility, mobility, and 21st century learning skills. This research reveals there continues to be gaps between the possibilities of eLearning and the training of teachers to use it and develop their teaching practices within a technological mainstream that moves beyond positivism about its value. The researcher recommends that teachers receive immediate and sustained professional learning regarding the use of Google Classroom. This learning should focus on the pedagogical side of technology integration in order to enhance 21st century learning.
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 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it