Bibliographic record
Abstract
As a term and a subject area, applied anthropology refers to that broad array of research, methods, and outcomes developed and used for the explicit purpose of recognizing, understanding, and addressing human problems. It has been described both as the fifth field of anthropology and as the bridging discipline since the application of research and knowledge to social problems cross-cuts all fields of anthropology. Some view applied anthropology narrowly, in terms of work conducted outside of university settings that is typically defined and produced under some form of contractual relationship, with services and resulting products used in some sort of problem-solving way. In this usage, applied anthropologists work to resolve problems, often in technocratic contexts, with theoretically informed praxis that generates and refines methodologies though rarely contributes toward the production of theory. For others, applied anthropology has broader meaning and refers to the varied uses of anthropology in public and private settings, including academia, where the primary objective involves problem-focused concerns. In this usage all forms of anthropological endeavor have social meaning and an applied dimension. Both the varied meanings of term and the varied outcomes of endeavor reflect the political economic conditions, social contexts, and identity politics within the discipline as it has been practiced over the past century, especially in the United States, Canada, and Great Britain. Classification and restricted access agreements imposed by research sponsors (governments, other international institutions, and corporations), limited peer review, publication and distribution of grey literature reports, and the membership-restricted publication of flagship journals historically reinforced the boundaries between university-based anthropologists and applied practitioners. With the advent of the web, library scanning projects, changes in information disclosure laws, the ease of uploading the collected works of various journals, newsletters, and magazines to the web, and the increased sophistication and use of web-based translation, access to the collective works in applied anthropology has never been greater. Increasingly, the distinction between applied and four-field anthropology has relatively less meaning as anthropologists are engaged as disciplinary and public actors in a wide array of scholarly, practical, and advocacy endeavors. Globally, anthropological work involves and is celebrated for its combined theoretical, applied, and practical contributions to society.
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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 | 0.013 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.009 | 0.016 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.056 | 0.015 |
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".