Internal and External Barriers to Help Seeking: Voices of Men Who Experienced Abuse in the Intimate Relationships
Bibliographic record
Abstract
This qualitative study explores internal and external barriers to help seeking among 41 men from four English-speaking countries who self-reported victimization from a female intimate partner. Twelve online focus groups were conducted and themes were identified inductively at a semantic level. Six identified themes represented four internal (blind to the abuse, maintaining relationships, male roles, and excuses) and two external barriers to help seeking (fear of seeking help and nowhere to go). Most participants who avoided seeking help did so due to their own lack of recognition of abuse and ability to assess their risk of harm, attempts to keep the family intact, masculine stereotypes, and excuses for their partner's abuse. Some men who expressed an interest in seeking help were discouraged from it due to fear for their personal safety, a potential revictimization in the legal system, and the lack of support services available to men. This research suggests that the individuals who are abused in relationships, service providers, and the public at large could benefit from professional training about gender inclusive approaches to intimate partner abuse.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".