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
There is a lot of rhetoric related to current internet based distance education as accessible, flexible, just-in-time, cost-effective, innovative and interactive. In particular, discussion about the value of interaction for successful online learning experiences, which is grounded in social constructivist learning theories, has been ongoing for recent decades. The burgeoning popularity of online learning such as a MOOCs phenomenon and the rapid proliferation of its new name “e-learning” have pushed aside the older connotation of distance learning as an inferior form of learning compared to face-to-face instruction. With the advent of web technologies and the growing public interest in the Internet, a simultaneous claim from internet-based research that such environments are inherently interactive has reinforced the rhetoric about the “interactive nature of online learning”. As a result, literature suggests researchers have single-mindedly focussed on developing more effective interactive online learning with neither empirical examination of the claims nor careful investigation of distance educational contexts where their designs would be implemented in. In this context, the changing roles of online teachers have drawn great research attention and so have been conceptualized and theorised. This Foucauldian critical discourse analysis project looks closely into the rhetorical discourse and their influences on instructors’ perspectives and behaviours at open universities to address the gap in our current understanding about distance education. Two foci of this study are i) instructors’ language use: how instructors at open universities talk about their perspectives and experiences of online learning and ii) instructors’ subjects: how each instructor is described and characterized by other members at the universities and why. We conducted semi-structured interviews with 17 instructors in two open universities, one in North America and the other in Asia-Pacific region. Our findings show the powerful impact of the rhetorical discourse on instructors’ perspectives and their subjects, which has increased the potential danger of the institutional abuse of power against or the marginalization of a particular group of instructors. The ultimate aim of this study is not to refute social constructivist assumptions but to provide a different framework to broaden our understanding of the nature of online learning beyond the current set of assumptions.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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