A Divided Role : - a qualitative study exploring how public library professionals are facing change within their profession
Bibliographic record
Abstract
Due to changes within the public library profession and a lack of previous research regarding its societal role, this essay explores this phenomenon. The objective of this empirical study is to explore the societal role of public library professionals in Canada through the analyzation of semi-structured interview transcripts and a guideline document for professionals. The results were analyzed and sensitized through the theoretical frameworks of Abbott’s professionalization theory (1988) and Bourdieu’s praxeology theory (1986; 1992). Through grounded theorization, the study found that the role of professionals has changed, and is changing, due to not only external but also internal factors in the form of a conflict. This conflict was conceptualized through sensitization of Bourdieu’s framework as challenging and enabling ideas of the doxa of the profession. This conceptualization was understood further through the lens of Abbott’s system of professions where claims of expertise, which is viewed as a crucial part of professionalization, was theorized as an important part of that conflict.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.020 | 0.015 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".