The end of informality? A few thoughts on Malinowski’s legacy and craftsmanship
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
This article explores the role of the deep, long-term fieldwork, pioneered by Bronisław Malinowski, and raises the issue of how far his fieldwork style remains a valuable tool at a time when people, goods, money, and knowledge travel with a speed and frequency that were unthinkable until very recently. Drawing upon reflections on the author’s own fieldwork in the Italian Alps, as well as on his experience as a university lecturer, it analyzes some of the changes that ethnographic fieldwork has undergone in the last few years in order to assess its value in the face of the pervasiveness of audit culture in the academia and of the emergence of an increasingly individualized society. The article pursues the argument that Malinowski’s research methods remain valuable not just as a heuristic device, but particularly as a practice promoting encounters with difference in the public sphere, and fostering participatory models of civic and political life.
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 | 0.000 | 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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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