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
Series Note - B S Baviskar Foreword - K S Singh Introduction - Pariyaram M Chacko Tribe, Region and Nation in the Context of the Indian State - Jaganath Pathy Intersections among Tribalism, Ethnicity and Gender in the Light of African Data - Edwin S Segal Individual Rights versus Collective Rights: The Debate on the Aboriginal Peoples of Canada - Toby Morantz Meaning and Process of Tribal Integration in a Democratic Society - B K Roy Burman Nature and Extent of Social Change in Tribal Society of Eastern India - T C Das Education and Social Change among Tribals in India - B V Shah A Sociological Analysis of Political Unification among the Scheduled Tribes of Rajasthan - S L Doshi Religion of the Bhils: A Sociological Analysis - Ram Ahuja The Western Romance with the Toda - Anthony R Walker Crime: Primitive Law and Some Social Anthropologists - I P Desai The Criminal Tribes of India - K M Kapadia Phnse-Paradhis of Kolhapur: A Tribe in Transition - Vilas A Sangave Related Readings in the Sociological Bulletin Index
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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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