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Record W4409602178 · doi:10.18192/aporia.v17i1.7428

The problem is not anonymity, but genocide; Reply to Babish’s “Response to the AnonymOT Collective”

2025· article· en· W4409602178 on OpenAlexvenueno aff
AnonymOT Collective

Bibliographic record

VenueAporia · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsAnonymityGenocidePolitical scienceSociologyComputer securityCriminologyComputer scienceLaw

Abstract

fetched live from OpenAlex

Babish’s response to our commentary, Occupational Therapists Speaking for Justice and Human Rights: From Complicit Silencing to Collective Resistance (AnonymOT Collective, 2024), contests the anonymity chosen by its authors, and contends that there is a paradox in anonymity in the context of justice. A “paradox” is something that appears self-contradictory but that may hold deeper truth. While appearing contradictory, the fact that anonymity can be used to serve justice could thus hold a certain truth. Our intentions in responding to Babish are to assert that justice can be advanced without centring one’s own identity, to assert our belief in the value of a diversity of tactics in the fight against oppression and injustice, and to affirm our commitment to stand in solidarity with the Palestinian people and with others who are similarly committed. Thus, we explicitly stand with Babish and their community in our intention – even if we may disagree on elements of praxis. We hope our reply is seen as complementary to, and supportive of his call to amplify the voices of Palestinians.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.380
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
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 head0.013
GPT teacher head0.303
Teacher spread0.290 · 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.

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

Citations2
Published2025
Admission routes1
Has abstractyes

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