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Record W4411428935 · doi:10.17645/pag.9440

Democratic Leadership Revisited

2025· article· en· W4411428935 on OpenAlexafffundabout
Michael K. MacKenzie

Bibliographic record

VenuePolitics and Governance · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Philosophy and Ethics
Canadian institutionsVancouver Island University
FundersEuropean CommissionUniversity of CambridgeTrent UniversityUniversity of OxfordVancouver Island University
KeywordsDemocracyPoliticsPolitical scienceHindsight biasLaw and economicsSociologyPublic administrationPolitical economyLawSocial psychology

Abstract

fetched live from OpenAlex

Political theorists such as James MacGregor Burns (1978/2010), J. Ronald Pennock (1979), and Eric Beerbohm (2015) have argued that democratic leaders, to be democratic, must forge joint commitments with their followers before they act. But what happens when leaders act without doing so? Does this make them undemocratic? In this article, I challenge this standard, stepwise model of democratic leadership. I outline alternative models of democratic leadership that do not require leaders to forge joint commitments with their followers before they act. Democratic leaders must provide justifications for their actions, and they must be held accountable for them, but they might nevertheless act before they forge joint commitments with followers. In a trust‐based model of democratic leadership, for example, trust functions as a temporary stand‐in for justification, giving democratic leaders leeway to make decisions without first consulting their publics or forging joint commitments with them. In the hindsight model of democratic leadership, the consequences of actions can take the place of—or supplement—the justifications leaders provide. I argue that these alternative models of democratic leadership are more consistent with practices of leadership in the real world of politics. I illustrate the theory with two examples: The first focuses on Canadian Prime Minister Brian Mulroney’s decision to introduce the Goods and Services Tax in 1991; the second examines German Chancellor Angela Merkel’s leadership during the European “migrant crisis” in 2015.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.010
Threshold uncertainty score0.067

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0090.031
Scholarly communication0.0080.007
Open science0.0010.005
Research integrity0.0040.010
Insufficient payload (model declined to judge)0.0090.002

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 head0.080
GPT teacher head0.341
Teacher spread0.261 · 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 source (direct Gemma or distilled Codex), 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

Citations1
Published2025
Admission routes3
Has abstractyes

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