The Librarian’s Role in Fostering Positive Reading Culture in Georgia Schools
Bibliographic record
Abstract
This study examines how librarians in Georgia's K-12 public schools foster positive reading cultures. Using qualitative research, it explores how librarians promote reading engagement by creating inviting library spaces, curating diverse collections, developing programs that encourage reading for pleasure and academic growth, and collaborating with school community members. The research is guided by the Reading Culture framework, adapted from a combination of the cultures framework and the Expectancy-Value Theory of Achievement Motivation. This framework contextualizes how librarians influence reading culture through resources, programming, and relationships. These study's findings contain best practices for encouraging student reading engagement and increased literacy growth. Le rôle des bibliothécaires dans la promotion d'une culture positive de la lecture dans les écoles en Géorgie RésuméCette étude examine comment les bibliothécaires dans les écoles publiques de Géorgie K-12 favorisent la culture de la lecture positive. En utilisant la recherche qualitative, on explore la façon dont les bibliothécaires promeuvent l’engagement de la lecture en créant des espaces de bibliothèques engageants, la sélection de collections diverses, le développement de programmes qui encourage la lecture pour le plaisir et le développement académique, et en collaborant avec les membres de la communauté scolaire. La recherche est guidée par le cadre de la culture de la lecture, adapté à partir d’une combinaison de cadres culturels et de la théorie de la motivation de la réussite fondée sur l’attente et la valeur (Expectancy-Value Theory of Achievement Motivation). Ce cadre contextualise la façon dont les bibliothécaires influencent la culture de la lecture à travers les ressources, les activités et les relations humaines. Les résultats de cette étude regroupent les meilleures pratiques pour encourager la lecture chez l’élève et favoriser l’apprentissage de la littératie. Mots-clésbibliothèques scolaires
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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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".