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Record W3165105011

Neoliberalism’s Paradoxical Effect and European Doctoral Education Reforms in Post-socialist Europe

2021· article· en· W3165105011 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.

venuePublished in a venue whose home country is Canada.
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

VenueCritical education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Science Research and Education
Canadian institutionsnot available
Fundersnot available
KeywordsNeoliberalism (international relations)GovernmentalitySociologySubjectificationSubjectivityPoliticsAgency (philosophy)RestructuringPolitical sciencePolitical economyPublic administrationSocial scienceLawEpistemology
DOInot available

Abstract

fetched live from OpenAlex

Building on examples from post-socialist Central Europe, this article addresses changes in European higher education policy and examines the ‘paradoxical effect’ (Foucault 2008) of neoliberal educational reforms on the doctoral level. We consider how economically driven policies oriented at building Europe’s knowledge economy and market effectiveness, created possibilities for subjectification related to the extension of individual freedom – an aspect of neoliberalism that Foucault juxtaposed to other forms of governmentality. Drawing on our positioning as doctoral supervisors in the Polish and Czech academia during the period of intensive institutional restructuring, we illustrate how European higher education reforms opened the doors of doctoral education to practitioners-doctoral researchers who found themselves in the unique position bring critical perspectives to illuminate covert socio-economic and political mechanisms of their practice. We consider the potential of critical doctoral pedagogy, to create the conditions of possibility for the construction of subjectivity and emergence of new knowledges at the intersection of practical, academic and personal life trajectories under the conditions of neoliberal domination.

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)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.722
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
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 head0.026
GPT teacher head0.416
Teacher spread0.390 · 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