Bibliographic record
Abstract
Extract © 2022 Andrea Geiger All rights reserved Set in Arno Pro by Westchester Publishing Services Manufactured in the United States of America The University of North Carolina Press has been a member of the Green Press Initiative since 2003. Library of Congress Cataloging-in-Publication Data Names: Geiger, Andrea A. E., author. Title: Converging empires : citizens and subjects in the north Pacific borderlands, 1867-1945 / Andrea Geiger. Other titles: David J. Weber series in the new borderlands history. Description: Chapel Hill : University of North Carolina Press, [2022] | Series: The David J. Weber series in the new borderlands history | Includes bibliographical references and index. Identifiers: LCCN 2021054799 | ISBN 9781469659275 (cloth ; alk. paper) | ISBN 9781469641140 (paperback ; alk. paper) | ISBN 9781469667843 (ebook) Subjects: LCSH: Alaska Natives—Legal status, laws, etc. | Indigenous peoples—Legal status, laws, etc.—Canada. | Foreign workers, Japanese—Legal status, laws, etc.—Canadian-American Border Region. | Alaska—History—1867-1959. | Canadian-American Border Region—History—19th century. | Canadian-American Border Region—History—20th century. | Canadian-American Border Region—Race relations. | British Columbia—History. | United States—Foreign relations. | Japan—Colonies—Boundaries.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".