Helping men build better intimate partner relationships: Canadian provider perspectives
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Objective: The aim of this study was to describe the strategies used by Canadian healthcare providers to assist men in strengthening their intimate partner relationships. Design: Qualitative research study. Method: Data were collected through semi-structured individual interviews. Using interpretive descriptive methods, secondary analysis inductively identified the strategies used by 10 Canadian-based healthcare providers. Participants comprised six counsellors, one registered psychologist, one associate certified coach, one father support supervisor and one programme facilitator. Result: Three thematic findings were developed: (1) equipping men with lifelong relationship skills; (2) knowing and transforming masculinities; and (3) understanding men’s experiences using trauma-informed care approaches. Theme 1 stressed the importance of attentively listening for cues, establishing dialogue and expressing emotions to meet men’s needs. Emphasised was the need to create safe spaces and respect men’s disclosures about previous intimate partner experiences. Theme 2 highlighted the significance of knowing and transforming masculinities to promote pro-social values by identifying and mobilising men’s strengths and assets. Providers explored attitudes about masculinity and created opportunities for men to model transformative approaches towards equitable relationships. Theme 3 emphasised the need to better understand men’s trauma in order to situate and progress their intimate partner relationships. By acknowledging men’s trauma, providers aimed to undo harmful patterns of emotional suppression and facilitate progress towards healing. Conclusion: This study identities strategies for working with men to promote emotional reflexivity, pro-social behaviour and help-seeking in intimate partner relationships.
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.
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 | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it