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
Contents: Introduction vii * Library Publishing Coalition Committees xi * LIBRARIES IN THE UNITED STATES AND CANADA * Abilene Christian University * American Theological Library Association * Asbury Theological Seminary * Ball State University * Bates College * Boston College * Brigham Young University * Butler University * California State University, Northridge * Claremont Colleges Library * Colby College * Columbia University * Dartmouth College * Embry-Riddle Aeronautical University * Florida Atlantic University * Florida International University * Florida State University * George Mason University * Georgetown University * Georgia Gwinnett College * Grand Valley State University * Gustavus Adolphus College * Humboldt State University * Illinois Wesleyan University * Indiana University Bloomington * Iowa State University * IUPUI * James Madison University * Kansas State University * Kennesaw State University * Linfield College * Loyola University Chicago * Lynn University * Macalester College * McGill University * Memorial University of Newfoundland * Minitex * Northeastern University * Northwestern University * Pacific University * Penn State University * Pepperdine University * Portland State University * Private Academic Library Network of Indiana (PALNI) * Purdue University * Rochester Institute of Technology * Rowan University * Rutgers, The State University of New Jersey * Seattle Pacific University * Simon Fraser University * Southern Illinois University Carbondale * Southern Utah University * State University of New York at Binghamton * Syracuse University * Temple University * Texas Tech University * The College at Brockport, SUNY * The Ohio State University * The University of Southern Mississippi * Tulane University * Université Laval * University of Alberta * University of Arizona * University of British Columbia * University of Calgary * University of California * University of Chicago * University of Cincinnati * University of Colorado Boulder * University of Delaware * University of Florida * University of Guelph * University of Houston * University of Illinois at Urbana-Champaign * University of Iowa * University of Kansas * University of Kentucky * University of Maryland College Park * University of Massachusetts Amherst * University of Massachusetts Medical School * University of Miami * University of Michigan * University of Minnesota * University of Montana, Missoula * University of Nebraska–Lincoln * University of Nevada, Las Vegas * University of New Orleans * University of North Carolina at Charlotte * University of North Carolina at Greensboro * University of North Texas * University of Oklahoma * University of Oregon * University of Ottawa/Université d’Ottawa * University of Pittsburgh * University of Redlands * University of Rhode Island * University of Richmond * University of San Francisco * University of South Florida * University of Tennessee * University of Texas at Arlington * University of Texas at Austin * University of the Pacific * University of Toronto * University of Vermont * University of Victoria * University of Virginia * University of Washington * University of Windsor * University of Wisconsin–Milwaukee * Valparaiso University * Vanderbilt University * Villanova University * Virginia Commonwealth University * Virginia Tech * Wake Forest University * Washington University in St. Louis * Wayne State University * West Virginia University LIBRARIES OUTSIDE NORTH AMERICA * Astra County Library of Sibiu * Auckland University of Technology * Central Institute for the Union Catalogue of Italian * Libraries and Bibliographic Information (ICCU) * Dublin Business School * Institute of Public Works Engineers Australasia Queensland (IPWEAQ) * Nazarbayev University * St. Peter’s Engineering College * University College London (UCL) * University of Adelaide * University of Cambridge * University of Canterbury * University of Edinburgh * University of Huddersfield * University of Manchester * University of Saint Joseph * University of Wollongong * UNSW Sydney * UWE Bristol Strategic Affiliates * Personnel 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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.012 |
| Open science | 0.001 | 0.001 |
| 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