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Record W4407100137 · doi:10.33774/apsa-2025-ds4h5

Worth a Try? The Electoral Consequences of Symbolic Legislation

2025· preprint· en· W4407100137 on OpenAlexfundno aff
Nicole Huffman, John Kane, David Stack

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicPopulism, Right-Wing Movements
Canadian institutionsnot available
FundersYork UniversityAmerican Political Science Association
KeywordsLegislationLaw and economicsPolitical scienceThe SymbolicPolitical economyLawSociologyPsychologyPsychoanalysis

Abstract

fetched live from OpenAlex

Despite the prevalence of "symbolic legislating" in the US Congress, little is known about its electoral implications. It is possible that voters reward their legislator’s efforts to move the status quo closer to their position, even if it has no chance of becoming law. On the other hand, because symbolic legislation is doomed to fail, it may decrease a legislator’s perceived effectiveness and, thus, their political support. Alternatively, it is possible that sponsoring symbolic legislation has no impact. In this Short Research Article, we test these competing hypotheses using a survey experiment and observational data. Our experimental results demonstrate that, assuming shared party and issue position, symbolic legislation is strongly rewarded. The effect is even stronger among voters who are most likely to attend to this information in the real world. Finally, we test for this pattern using real-world data on legislators’ behavior and find clear evidence for it.

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.

How this classification was reachedexpand

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)0.001
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: none
Teacher disagreement score0.560
Threshold uncertainty score0.968

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.044
GPT teacher head0.356
Teacher spread0.312 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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