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Record W4412707302 · doi:10.1177/29768667251359104

A reflection on Sari Hanafi's ‘societal polarization, academic freedom, and the promise of dialogical sociology’

2025· article· en· W4412707302 on OpenAlexaff
Abdolmohammad Kazemipur

Bibliographic record

VenueDialogues in sociology. · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicInterdisciplinary Studies: Technology, Society, and Humanities
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsDialogical selfSociologyEpistemologySocial sciencePhilosophy

Abstract

fetched live from OpenAlex

In a recent contribution to Dialogues in Sociology , Sari Hanafi (2025) warns about the perils of the ‘cancel culture' in particular, and the gradual weakening of tolerance and open dialogue in the university spaces. He argues that this is mostly the product of the actions of those who considers themselves attached to liberalism, but only symbolically so. In this reflection piece, I share the same concern with Hanafi, and argue that this dangerous development would deprive the western academia from one of its most remarkable strength – that is, its free intellectual environment that allows for critical voices to be heard and flourish. I also argue that this is the product of a profound change in what I have called – following Marx's notion of the ‘organic composition of capital' – the ‘organic composition of activism'. Taking into account two dimensions of activism – virtual vs. on-the-ground nature of activism, and inside vs. outside locus of it – I have offered a 2X2 matrix with four possible combinations; and have argued that most of the activism we are witnessing in the world today, including that of the cultural left or the symbolic liberals is of the virtual/outside-the-locus nature, which represents the lowest level of engagement with reality and the lowest level of effectiveness. I have ended with inviting the left to think more seriously and critically about the ‘cancel culture', in order to break the monopoly that the right has recently gained in defending – unauthentically – the ‘freedom of speech’.

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)0.016
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.984
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.016
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0160.042
Scholarly communication0.0140.020
Open science0.0030.009
Research integrity0.0160.033
Insufficient payload (model declined to judge)0.0040.001

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 head0.055
GPT teacher head0.309
Teacher spread0.254 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreCommentary

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 routes1
Has abstractyes

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