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Record W4413312480 · doi:10.1111/1467-9477.70017

Institutional Responses to Threats and Harassment of Academics: Evidence From a Survey Among Political Scientists in Norway

2025· article· en· W4413312480 on OpenAlex
Anders Ravik Jupskås, Iris Beau Segers, Audrey Gagnon

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueScandinavian Political Studies · 2025
Typearticle
Languageen
FieldComputer Science
TopicHate Speech and Cyberbullying Detection
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsHarassmentPoliticsPolitical scienceSurvey researchCriminologySociologyLawSocioeconomics

Abstract

fetched live from OpenAlex

ABSTRACT In an era marked by increasing polarization, academics face growing risks of harassment and threats, particularly when engaging in politically sensitive research or public discourse. This study investigates these challenges through a pilot survey of political scientists in Norway, focusing on harassment prevalence and institutional responses. Findings reveal that a small but significant share of surveyed political scientists reported experiencing harassment or threats over the past 5 years. Harassment frequently occurs digitally, with social media and online campaigns as common avenues. Institutional support appears inadequate, with few respondents indicating satisfaction with their institutions' guidelines for handling such issues. The study underscores significant negative impacts on academics' mental well‐being, safety perceptions, and professional engagement. It also highlights the broader chilling effect on academic freedom, where fear of harassment deters scholarly inquiry and public participation. These findings stress the urgent need for universities to enhance support frameworks and safeguard researchers' well‐being, particularly those investigating controversial topics. Future research aims to extend this analysis across different national contexts, to better understand the relationship between harassment of scholars, institutional arrangements, political discourses, and academic freedom.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.313
Threshold uncertainty score0.602

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.079
GPT teacher head0.372
Teacher spread0.293 · 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