Narrative Inquiry as Relational Research Methodology and Andragogy: Adult Literacy, Identities and Identity Shifting
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
Using narrative inquiry as a relational methodology and as andragogy, the research puzzle was to deepen understanding of the experiences of women, living with limited literacies and as they engaged in tutoring. This work animates the temporal, curriculum and life making experiences of a tutee and tutor within the context of adult literacy with a focus on learning to write. As the study progressed and as trust developed, tension filled stories were experienced, shared and reimagined. Thinking through the lens of Dewey’s continuity of experience we demonstrate the links between literacies, curriculum making, and efforts to shift identities. Field texts provided textured and nuanced descriptions of narrative inquiry as andragogy, while supporting the tutee to expand her literate identity and the tutor to become more relational. This work invites readers to reimagine the ways in which educators practice alongside adults who are described as struggling readers and writers.
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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| 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