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
Purpose The authors aim to apply a collectivist theoretical framework to the study of human information behaviour and the construction of meaning in a knitting group held in a branch of a large Canadian (Ontario) public library. Design/methodology/approach The research design was naturalistic and consisted of active participant observation of five knitting group sessions and semi‐structured interviews with 12 group members. Field notes were taken, and both observations and interviews were audio taped and transcribed. Field notes and transcripts were coded qualitatively. Findings Information practices and contextual factors are mutually constitutive. The location of the circle in a public library, the physical characteristics of the act of knitting, and the social meanings of the activities taking place within the group, including the significance of gender and caring, are integrally linked to HIB in this setting. Findings are described verbally and illustrated through a model. Research limitations/implications This study applies collectivist understandings to enrich concepts such as the “information ground” that have previously been studied largely from constructivist perspectives. As a small‐scale naturalistic study, results are context‐specific and must be applied tentatively. Practical implications This study provides an example of how programs in public libraries can provide opportunities for information behaviour and the construction of meaning for members of the community. Originality/value This study contributes a collectivist approach to research on everyday‐life information seeking and on the library as a place.
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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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