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
Foreword - S L Sharma Introduction - N Jayaram The Study of Indian Diaspora Perspectives on Indians Abroad - S L Sharma Process of Social Adjustment of Indian Immigrants in Britain - G Aurora On Migrating to Canada - Chaudry M Siddique The First Generation Indian and Pakistani Families in the Process of Change Contemporary Research on People of Indian Origin in Canada - Norman Buchignani The Influence of Indian Islam on Fundamentalist Trends in Trinidad and Tobago - Nasser Mustapha The Dynamics of Language in Indian Diaspora - N Jayaram The Case of Bhojpuri//Hindi in Trinidad Race Relations, Ethnicity, Class and Culture - Ravindra K Jain A Comparison of Indians in Trinidad and Malaysia The Uneven 'Inclusion' of Indian Immigrants in Mauritius - S R Mehta Outsiders as Insiders - Yogesh Atal The Phenomena of Sandwich Culture - Prefatorial to a Possible Theory
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it