Turning ethnography on its head in research about internet sexual offending
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 paper focuses on methods from a 17-month ethnography in UK group programmes for 81 users of online child sexual exploitation material. It analyses the affordances and restrictions of conducting research in a defined programme/service and professional setting segmented from participants’ everyday lives, as well as procedures put in place for enhanced participant anonymity, confidentiality, privacy, and boundaries. The article demonstrates that the setting and methods resulted in limitations that were simultaneously assets, arguing that information about online sexual offending would likely not have been gleaned otherwise. As a result, the typical ethnographic trajectory was turned on its head: sensitive information rarely told to anyone was divulged in detail, while basic elements about participants, their social networks, and their lives were not. This invites researchers to consider which tenets of ethnography are immovable versus flexible, and the types of information that can/should be obtained through certain methods for specific topics.
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 | 0.060 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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