Bibliographic record
Abstract
Abstract Bronislaw Malinowski (1884 − 1942) was a well‐known Polish‐British‐American anthropologist who became famous for his first book (1922/1984), Argonauts of the Western Pacific , which discussed the Kula Ring. The Kula Ring is a fascinating topic because it so clearly shows that in pre‐modern, traditional economics many of the so‐called “laws” of neo‐classical economics clearly do not apply in any simple, straightforward manner. The Trobriand Islands, just east of Papua New Guinea, were his object of study. His research in the modernist tradition has been critiqued by postmodernist thinkers who would like to recast the epistemological basis for social anthropology. Malinowski the “fieldworker” and Malinowski the “theoretician” have sometimes been replaced by Malinowski “the anti‐hero” in some of the postmodernist accounts. Publication of Malinowski's Diary (1967) contributed to the controversy. For those who believe that striving for some degree of objectivity in ethnographic monographs is possible, Malinowski still represents a founder of the kind of fieldwork that constitutes the bedrock of solid anthropological work. Much of the rhetoric against Malinowski ignores his path‐breaking innovations. pointed out: “… it is often a great deal easier to criticize one's intellectual heritage than to acknowledge one's inheritance”.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.071 | 0.022 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".