The (unlikely) trajectory of learning in a salmon hatchery
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 Sociocultural learning theories, usually premised on participation in some community, explain workplace learning well up to a certain extent. The paper aims to extend beyond these and to account for learning in repetitive and mundane work environments from a dialectical perspective. Design/methodology/approach Based on a longitudinal ethnographic study of one salmon hatchery in Canada and the fish culturists that work there, theory (dialectics) is blended with empirical fieldwork (interview data, participant observation data, field notes). Codes that emerged were classified into categories that formed the basis for the tentative hypotheses. Findings Two assertions are proposed concerning learning from a dialectical perspective: the dialectic of doing (actions might seem repetitive but are in fact always different and productive in nature) and the dialectic of understanding and explaining (practical understanding develops dialectically with conceptual understanding when the latter is subjected to scrutiny). These can account for learning in places that at first sight are not conducive to change and transformation. Research limitations/implications Using the proposed framework, researchers/management can no longer get at individual learning independent of collective learning, which simultaneously is the effect and cause of individual learning. That is, individual and collective are inseparable ontologically. Practical implications The study suggests a need to rethink the nature and possibilities of learning in mundane work environments that are believed to be widespread. Originality/value Approaches workplace learning from a dialectical, hermeneutical perspective that is not widely appreciated. Affirms the dignity of workers.
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 | 0.008 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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