Bibliographic record
Abstract
Online education is the most exciting segment in the Indian IT space. A host of e-education sites continue to enter the market with focused offerings, linking up students and teachers, almost on a daily basis. This is happening because the new medium seeks to supplement -- not replace -- traditional teaching-learning methodologies. Keeping in view the global and in country/domestic market changes, India has to play a vital role in terms of software exports, skilled manpower support, and online education. With India currently in the midst of a "dotcom" wave, Indira Ghandi National Open University (IGNOU) has taken the initiative in launching online in January 2000 two of its educational computer programmes. In July 2000 it launched twenty capsule courses (each comprising three courses) in different specialization areas of management [http://www.ignou.com/index.htm]. Each of these capsules addresses one specific functional or specialization area, one basic course pertaining to that specialization and a project course. The Bachelor of Information Technology and Advanced Diploma in Information Technology programmes are offered through a Virtual Campus Initiative (VCI). Management Programme capsule courses are offered through Project MEIDS (Management Education through Interactive Delivery Systems).
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 | 0.007 | 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) | 0.000 | 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".