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
Paperback edition of the pathbreaking book on the role of exiles in international relations, with a new foreword (including material on the war in Iraq). "In a world increasingly shaped by transnational organizations and processes, this is a timely and welcome subject, and Yossi Shain provides an informative overview." --Rogers Brubaker, Harvard University, in The American Journal of Sociology "Engrossing." --International Affairs "Mr. Shain is at his best stitching together information that hitherto had not been systematically related to analytical themes. . . . A major contribution to understanding the patterns and complexities of the politics of those at home abroad." --International Migration Review "The Frontier of Loyalty is the first comprehensive and theoretically oriented study of exile politics; the types of exile activity; the relation to both the home and host governments; and the difficulties and ambiguities of exile politics, particularly the struggle for legitimacy as spokesman for the opposition at home and for recognition from the outside." --- Juan J. Linz, Yale University "An ingenious and sensitive analysis of political exiles as 'voice from without,' which contributes to our understanding of the transnational character of contemporary politics." --- Aristide R. Zolberg, New School for Social Research "Drawing upon a wide literature on contemporary political exiles, Yossi Shain presents a sophisticated, learned and sensible survey of their place in political life today. More important, his meditation on the role of exiles proves such essential political categories as legitimacy, national loyalty, and opposition in the modern state. One test of any work of scholarship is whether it enhances our understanding of concepts that we have previously taken for granted. By this measure, Shain's book passes with flying colors." --- Michael R. Marrus, University of Toronto
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 | 0.000 | 0.001 |
| 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 it