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Record W4411317542 · doi:10.1007/s44282-025-00202-8

Difficult male clients? Social service and health practitioners’ perspectives

2025· article· en· W4411317542 on OpenAlexafffundabout
Jean-Martin Deslauriers, Pauline Hoebanx

Bibliographic record

VenueDiscover Global Society · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsSaint Mary's UniversityUniversity of Ottawa
FundersMinistère de la Santé et des Services sociaux
KeywordsSocial workService (business)PsychologyBusinessPolitical scienceMarketing

Abstract

fetched live from OpenAlex

Men continue to underutilize health and social services, often presenting late, in distress, and with behaviors that clash with dominant therapeutic models. This study explores how service providers interpret and navigate these challenges, drawing on critical incident interviews with 47 practitioners across the social and health sectors in Québec, conducted during the initial phase of a larger study evaluating a professional development program. Practitioners reported recurring difficulties engaging men, including resistance to introspection, emotional withdrawal, and perceived aggression. Rather than pathologizing these behaviors, we interpret them through Raymond Boudon’s theory of actor rationality and his concept of Homo sociologicus —which positions individuals as acting according to socially situated reasoning within their cultural and social contexts. We argue that service providers often misread men’s help-seeking behaviors due to conflicting social logics shaped by gender norms. To bridge this gap, we propose integrating Homo sociologicus into practitioner training, encouraging epistemological breaks from normative assumptions, and promoting action-oriented, reflexive intervention models. By reframing men’s behaviors as socially meaningful rather than resistant, practitioners can improve relational engagement, tailor services more effectively, and reduce structural barriers to care.

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)0.008
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.102
Threshold uncertainty score0.203

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0280.023
Scholarly communication0.0100.005
Open science0.0020.008
Research integrity0.0060.007
Insufficient payload (model declined to judge)0.0100.001

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 head0.027
GPT teacher head0.363
Teacher spread0.336 · 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 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

Citations2
Published2025
Admission routes3
Has abstractyes

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