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Record W2892375663 · doi:10.1089/elj.2018.0512

Campaign Finance Regulation in North America: An Institutional Perspective

2018· article· en· W2892375663 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

VenueElection Law Journal Rules Politics and Policy · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLegal and Constitutional Studies
Canadian institutionsnot available
Fundersnot available
KeywordsCampaign financeSupreme courtPolitical scienceAgency (philosophy)Election lawScholarshipDemocracyPublic administrationCommissionLanguage changePolitical economyLawEconomicsSociologyPolitics

Abstract

fetched live from OpenAlex

The regulation of campaign finance is a topic of perennial public concern in North America. The United States has lived through four decades of conflict over contribution and expenditure limits, which has only intensified since the U.S. Supreme Court's decision in Citizens United. Canada has grappled with contribution and expenditure restrictions for decades, though its Supreme Court has taken a more deferential approach. Mexico experienced a spectacularly successful transition to multiparty democracy this century yet faces persistent concerns regarding corruption, agency capture, and powerful party elites. This article compares the campaign finance systems of Canada, Mexico, and the United States, drawing on the institutionalist strain of American election law scholarship. It has four objectives: (1) to provide an overview of the campaign finance laws in each country and the institutions responsible for implementing them; (2) to identify the challenges that each country's campaign finance system faces; (3) to consider what Canada, Mexico, and the U.S. might learn from each other; and (4) to reflect on the broader institutional lessons that might be drawn from their experience. The American model presents the most dysfunctional of the three systems. The Federal Election Commission's bipartisan structure leads to underenforcement of campaign finance rules, while U.S. constitutional law—which rejects equality as a basis for regulation—sharply limits the flow of money into election campaigns. The Mexican and Canadian regulatory models present a sharp contrast, with better functioning institutions that have embraced the goal of promoting a level playing field. Despite the differences, the three North American democracies face some common challenges in ensuring evenhanded implementation. The article concludes with reflections on what these three countries might learn from each other, and the broader institutional lessons for other countries trying to improve their campaign finance institutions.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.377
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.251
Teacher spread0.232 · 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