Re-Conceptualizing the ‘Reference Transaction’ – The Case for Interaction and Information Relationships at the Public Library Reference Desk
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
Preliminary data from a larger ethnographic case study using observation and interviewing techniques in 2 reference desk ecologies in a Canadian urban public library are presented. The reference encounter is characterized from a knowledge sharing perspective; the experiential and communication dimensions of the client-staff information relationship are explored.Les résultats préliminaires d’une vaste étude de cas ethnographique utilisant les techniques de l’observation et de l’entrevue à deux comptoirs de références d’une bibliothèque publique urbaine du Canada sont présentés. L’entrevue de référence est caractérisée à partir du point de vue du partage des connaissances. Les dimensions de l’expérience et de la communication de la relation informationnelle usager-personnel sont explorées. ***Student to CAIS/ACSI Award Winner***
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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.007 | 0.082 |
| Open science | 0.002 | 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