Bibliographic record
Abstract
Self-Talk: Musings on Distance Education is a compilation of blogs and a series of reflective writings written by the author on open and distance learning (ODL) and online learning, accounting for over three decades of his experience. The cornucopia of his ideas and anecdotes pertains to the key innovations that hallmarked developments in ODL and online learning. The book shares much-needed pathways to re-imagine compromised education in the post-pandemic world. At the time of writing this book, Dr. Sanjaya Mishra worked as the director of education at the Commonwealth of Learning (CoL) in British Columbia, Canada. The book is primarily based on his prior trove of experiences as a distance educator at the sole centrally-funded open university in India, the Indira Gandhi National Open University (IGNOU). The goal of this book is to understand the developments in distance education, including the changing roles of teachers and students, with critical discourse centred around IGNOU, based on lessons learned globally and specifically from engagements at the CoL. The book comprises six sections, encompassing 45 chapters.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".