Advocating for Librarianship: The Discourses of Advocacy and Service in the Professional Identities of Librarians
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
A dedication to service is often cited as a hallmark of a profession. Service is included as one of eleven Core Values in the American Library Association’s “Core Values of Librarianship” (2004). For librarians, service includes helping people find information resources to meet their educational, recreational, and work needs. Reporting findings from a larger study into the professional identity of librarians, this paper explores the centrality of service, with specific attention to how librarians advocate for their services and, ultimately, for librarianship. Using a discourse analysis approach, this study examines the roles that Service as a Core Value and advocacy play in the construction of professional identity. Three different data sources were used: professional journals, e-mail discussion lists, and research interviews. The data were analyzed for the discourses librarians use when describing librarians, librarianship, and professionalism and their connection to advocacy. When librarians advocate for the services they offer, they are in fact advocating for the value of the profession. Discursively, speaking or writing about advocacy positioned librarians as active participants in their own identity formation. By making advocacy a central activity of the profession, librarians not only challenged others’ perception of librarianship, they challenged their own understanding as well.
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 | 0.005 |
| 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