Telecom Responsibilization: Internet Governance, Surveillance, and New Roles for Intermediaries
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 foregrounds internet intermediaries as a class of actors central to many governance and surveillance strategies, and provides an overview of their emerging roles and responsibilities. While the growth of the internet has created challenges for state actors, state priorities have been unfolded onto the private institutions that provide many of the internet’s services. This article elaborates responsibilization strategies implicating internet intermediaries, and the goals that these actors can be aligned toward. These include enrolling telecom service providers in law enforcement and national security-oriented surveillance programs, as well as strategies to responsibilize service providers as copyright enforcers. But state interests are also responsive to pressures from civil society, so that “internet values” are increasingly channelled through the formal political processes shaping internet governance.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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