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Record W4403217876 · doi:10.53967/cje-rce.6781

Book Review: For the Love of Men: From Toxic Masculinity to a More Mindful Masculinity

2024· article· en· W4403217876 on OpenAlexaffvenue
Andrew Mills

Bibliographic record

VenueCanadian Journal of Education / Revue canadienne de l éducation · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Feminism, and Media
Canadian institutionsNipissing University
Fundersnot available
KeywordsMasculinityPsychologyGender studiesSociology

Abstract

fetched live from OpenAlex

Toxic masculinity is both a term and a concept that has been used widely in recent years to discuss problematic behaviour, beliefs, and attitudes that many argue support the legitimation of the patriarchy.Conversations in media and public life surrounding toxic masculinity as a pattern of behaviour, or belief system, often miss the mark by not attempting to understand the roots of the problem with nuance, care, and empathy.Society takes a greater issue with men who exhibit toxic masculinity than with the systems and social scripts that create those men.Rather than simply acknowledging that toxic masculinity exists and calling it out as it presents itself in social spaces, author Liz Plank meticulously seeks to understand and discuss the roots and harm traditional masculinity creates in contemporary society, with care, compassion, understanding, and empathy.Her keen observations are approachable, deeply thoughtful, professionally researched, and funny.Plank's work explores and examines gender equality and inequality from a perspective that suggests that current frameworks are incomplete, as they do not adequately address the lives of men or masculine identity and acknowledges that boys and men also suffer under traditional views of masculinity.For the Love of Men is an important work that encourages readers to not only challenge their own assumptions and beliefs regarding masculinity, but to also examine the ways in which we unconsciously reinforce toxic Book Review: Mills xi

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)0.001
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.055
Threshold uncertainty score0.186

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.004
Science and technology studies0.0020.003
Scholarly communication0.0060.004
Open science0.0020.002
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0550.029

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 head0.047
GPT teacher head0.329
Teacher spread0.281 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2024
Admission routes2
Has abstractyes

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