Not Alone in the Field: Distance Collaboration via the Internet in a Focused Ethnography
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
Ethnography as method remains orthodox in its application. It is largely replicated through the lone field ethnographer model. In challenging this fieldwork model, the authors describe distance collaboration via the Internet linking two researchers across space and time in the fieldwork process: one in the field, the other home based. Using a reflexive, retrospective analysis of e-mail correspondence generated during the fieldwork experience, they explicate key factors in their successful collaborative effort. In addition, interchanges conducive to “thickening” the ethnographic inquiry are highlighted. The collaborative process, facilitated through the Internet, lent psychological strength to the field researcher and added to research quality, timeliness, and trustworthiness in this focused ethnography. Cybertechnology invites exploration of new approaches and resultant challenges in conducting ethnographic fieldwork.
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 | 0.040 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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