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
To meet the demands of archivists increasingly tasked with the responsibility for hybrid collections, this indispensable guide covers contemporary archival practice for managing analog and digital materials in a single publication. Terms describing activities central to the archival process—such as appraisal, acquisition, arrangement, description, storage, access, and preservation—are included. In addition, responsibilities traditionally considered outside the purview of the archivist but currently impacting professional activities—such as cybersecurity, digital forensics, digital curation, distributed systems (e.g., cloud computing), and distributed trust systems (e.g., blockchain)—are also covered. The Handbook is divided into ten sections: current environment; records creation and recordkeeping systems; appraisal and acquisition; arrangement and description; storage and preservation; digital preservation; user services; community outreach and advocacy; risk management, security and privacy; and management and leadership. Some terms touch on more than one category, which made sorting a challenge. Readers are encouraged to consult both the table of contents and the index, as a topic may be addressed in more than one entry. A total of 111 entries by 105 authors are defined and described in The Handbook. The majority (79) of the contributors were from the US, 12 from Canada, 7 from the United Kingdom, 3 from Australia, 1 each from Germany, Jamaica, New Zealand, and the Russian Federation. Because archival practice differs among practitioners in different countries, this work represents an amalgamation. The Handbook was written primarily for archival practitioners who wish to access desired information at the point of need. However, can also serve as a valuable resource for students pursuing careers in the archival profession and information professionals engaged in related fields.
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 | 0.002 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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