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Record W2897174299

Government Surveillance Accountability: The Failures of Contemporary Canadian Interception Reports

2018· article· en· W2897174299 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueeYLS (Yale Law School) · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicIntelligence, Security, War Strategy
Canadian institutionsnot available
FundersJohn D. and Catherine T. MacArthur Foundation
KeywordsInterceptionAccountabilityGovernment (linguistics)BusinessPublic administrationPolitical scienceLaw
DOInot available

Abstract

fetched live from OpenAlex

Real time electronic government surveillance is recognized as amongst the most intrusive types of government activity upon private citizens’ lives. There are usually stringent warranting practices that must be met prior to law enforcement or security agencies engaging in such domestic surveillance. In Canada, federal and provincial governments must report annually on these practices when they are conducted by law enforcement or the Canadian Security Intelligence Service, disclosing how often such warrants are sought and granted, the types of crimes such surveillance is directed towards, and the efficacy of such surveillance in being used as evidence and securing convictions.\nThis article draws on an empirical examination of federal and provincial electronic surveillance reports in Canada to examine the usefulness of Canadian governments’ annual electronic surveillance reports for legislators and external stakeholders alike to hold the government to account. It explores whether there are primary gaps in accountability, such as where there are no legislative requirements to produce records to legislators or external stakeholders. It also examines the extent to which secondary gaps exist, such as where there is a failure of legislative compliance or ambiguity related to that compliance.\nWe find that extensive secondary gaps undermine legislators’ abilities to hold government to account and weaken capacities for external stakeholders to understand and demand justification for government surveillance activities. In particular, these gaps arise from the failure to annually table reports, in divergent formatting of reports between jurisdictions, and in the deficient narrative explanations accompanying the tabled electronic surveillance reports. The chronic nature of these gaps leads us to argue that there are policy failures emergent from the discretion granted to government Ministers and failures to deliberately establish conditions that would ensure governmental accountability. Unless these deficiencies are corrected, accountability reporting as a public policy instrument threatens to advance a veneer of political legitimacy at the expense of maintaining fulsome democratic safeguards to secure the freedoms associated with liberal democratic political systems. We ultimately make a series of policy proposals which, if adopted, should ensure that government accountability reporting is both substantial and effective as a policy instrument to monitor and review the efficacy of real-time electronic surveillance in Canada.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.872
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.026
GPT teacher head0.294
Teacher spread0.268 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it