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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.022 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.007 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".