MétaCan
Menu
Back to cohort
Record W4399593579 · doi:10.1007/s11199-024-01478-x

Identifying Pathways to the Incel Community and Where to Intervene: A Qualitative Study with Former Incels

2024· article· en· W4399593579 on OpenAlexafffund
Alyssa Glace Maryn, Jordan Keough, Ceilidh McConnell, Deinera Exner‐Cortens

Bibliographic record

VenueSex Roles · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Feminism, and Media
Canadian institutionsUniversity of Calgary
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologyHarmSocial psychologyTheme (computing)Thematic analysisMasculinityReflexivityValue (mathematics)Qualitative researchGender studiesIntervention (counseling)Developmental psychologySociologyPsychoanalysis

Abstract

fetched live from OpenAlex

Abstract The term “Incel” refers to a group of boys and/or men who feel that they have been unjustly denied relationships and sex with women due to an unfair social system, and some Incels have committed violence based on these beliefs. More broadly, self-identified Incels face social and mental health issues and can hold negative beliefs about women and other marginalized genders, which may lead them to harm both themselves and others. In this research, we seek to understand the experiences that may lead men to become Incels. We interviewed 21 people who identified as former Incels about their experiences joining and leaving Incel groups, with the goal of understanding how men find their way into these groups, and how resources might be adapted to prevent young men from becoming Incels. A reflexive thematic analysis generated two major themes with subthemes. The first theme, Seeking help online for struggles meeting masculinity norms , had three subthemes that reflected the specific struggles being experienced: I’m a loser because I can’t get women , I’m all alone , and I have no value . The second theme, Down the rabbit hole: Finding help online from the Incel community , had three subthemes that reflected the several ways they were validated by the community: It’s not your fault , You belong here , and You are special . These findings highlight specific pathways that lead men to Incel communities and why they join them, and potential points for intervention that center pressures for boys and men to conform to masculine norms.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.110
Threshold uncertainty score0.903

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.092
GPT teacher head0.406
Teacher spread0.314 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations18
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueSex RolesSame topicGender, Feminism, and MediaFrench-language works237,207