Entangling Reciprocity With the Relational in Narrative Inquiry
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
In this article, we develop, through drawing forward fragments of our experiences, a concept of reciprocity as always situated within the relational ontology of narrative inquiry. Reciprocity is most commonly understood within a transactional sense, an exchange of goods. We show important aspects of reciprocity in narrative inquiry, including the importance of intentionally creating and responding to spaces where reciprocity occurs and can be sustained over time and place, and the potential reciprocity holds to change who we, and those with whom we work, are. As we reconsider the ways in which reciprocity is not understood as a transaction in a relational methodology, new questions about the entanglement of reciprocity and recognition emerge. We understand that recognition does not necessarily have to be reciprocal, but recognition is necessary to compose a space where reciprocity can live in our ordinary interactions with others.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it