MétaCan
Menu
Back to cohort
Record W3122228626 · doi:10.1002/smi.3030

Reflective functioning and men's mental health: Associations with resilience and personal growth initiative

2021· article· en· W3122228626 on OpenAlexafffund
David Kealy, Simon Rice, Zac E. Seidler, John L. Oliffe, John S. Ogrodniczuk

Bibliographic record

VenueStress and Health · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsUniversity of British Columbia
FundersMichael Smith Health Research BC
KeywordsPsychologyMental healthPsychological resiliencePersonal developmentSense of agencyClinical psychologyFeelingMental distressDistressPersonal distressWell-beingMentalizationDevelopmental psychologyPsychiatrySocial psychologyPsychotherapist

Abstract

fetched live from OpenAlex

Mentalizing, or reflective functioning, refers to the capacity to reflect on one's own and others' mental states in terms of desires, intentions, and feelings. Reflective functioning in men's mental health is poorly understood, particularly in reference to men's resilience and motivation for personal growth. Using a cross-sectional design, the present study investigated impaired reflective functioning in relation to resilience and personal growth initiative among men with mental health concerns. An online sample of 1065 men self-reporting mental health concerns completed measures of reflective functioning, psychological distress, resilience, and personal growth initiative. Logistic regression examined reflective functioning in relation to likely serious mental illness, including interaction with age. Subsequent regression analyses controlled for distress severity in examining associations with resilience and personal growth initiative, and in examining the potential mediating role of reflective functioning. Impaired reflective functioning was significantly associated with serious psychological distress irrespective of age and, after controlling for distress severity, with resilience and personal growth initiative. Moreover, impaired reflective functioning was a significant mediator of the relationship between resilience and personal growth initiative. Findings provide preliminary support for reflective functioning as salient to men's resilience and agency for personal change, indicating a potentially important target in men's mental health work.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.477
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
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 head0.060
GPT teacher head0.363
Teacher spread0.303 · 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 designObservational
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

Citations16
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueStress and HealthSame topicGender Roles and Identity StudiesFrench-language works237,207