Bibliographic record
Abstract
On the eve of departure of the British from India, the Anglo-Indians found themselves in an invidious situation - caught between the European attitude of superiority towards Indian and Anglo-Indian alike and the Indian mistrust of them, due to their aloofness and their Western - oriented culture. One of the problems the Anglo-Indian community has always faced is one of ‘Identity’. In the early days of the colonial rule it was difficult for the Anglo-Indians to answer with certainty the question Who am I? As a genuine community consciousness developed this identity dilemma lessened but it was never firmly resolved. With the British leaving India and as opportunities for a resolution of identity conflict through migration faded a new identity orientation was necessary. Many Anglo-Indians, who were unable to make such a turn-about of identity and feeling insecure without the protective imperial umbrella, opted to leave India. Thus, victims of dilemma and indiscretion throughout their existence thousands of Anglo-Indians left for safe shores - Britain, Canada, New Zealand and Australia. For Anglo-Indians who have left India and settled abroad a similar problem of Identity again arises.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| 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".