MétaCan
Menu
Back to cohort
Record W3094384308

The Authoritarian Populism and Social Pathologies Pulling Democracies Apart

2020· article· en· W3094384308 on OpenAlexaff
Kyle Gingerich Hiebert

Bibliographic record

VenueJournal of Sociology and Christianity · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSocio-political and Technological Issues
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsPopulismPolitical economyDemocracyGlobalizationAuthoritarianismIndividualismSociologyPolitical sciencePower (physics)Law and economicsLawPolitics
DOInot available

Abstract

fetched live from OpenAlex

The vast, entrenched inequality caused by globalization has created a deep sense of alienation within electorates suffering from social breakdown, fractured realities, and a loss of faith in the democratic process. Into this gap have jumped uncompromising strongmen who seek to tear down institutional checks and balances of power through a coherent set of anti-democratic tactics that appeal to maligned and disaffected populations. As a result, the transformative changes that numerous democratic societies are undergoing will render them less capable of dealing with the overarching global challenges presented by both the coronavirus pandemic and accelerating climate change. This article seeks to build upon a well-established line of thought within sociology around reasons for the backlash against globalization by offering analysis of how the resulting economic and social change in democratic societies everywhere has followed a practiced, over-arching strategy—one that leverages hyper-individualist views of reality. For evidence, it weaves together a range of intellectual commentary, cultural theory, research reports, journalistic accounts, statistics, and current affairs. The article ends with a call for citizens and scholars alike to connect disparate forms of struggle with one another as a means to rebuild the collective empathy and imagination necessary to solve shared problems.

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)0.008
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.018
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0180.087
Scholarly communication0.0140.008
Open science0.0010.014
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0060.001

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 head0.052
GPT teacher head0.311
Teacher spread0.259 · 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 designNot applicable
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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Sociology and ChristianitySame topicSocio-political and Technological IssuesFrench-language works237,207