Normalizing Masculinity: Explaining Processes, Factors, and Contexts That Influence How Rural Male Farmers Seek Health Information in Southwest Ontario
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
Disproportionately high mortality and morbidity rates experienced by rural men are often related to the high prevalence of rural male farmers (RMFs) who are consistently exposed to chemicals, animal waste, and dust, or injured or killed while working. This dissertation aimed to explain processes by which RMFs seek health information (HI), and how these processes are influenced by rural social, cultural, political, and geographical factors.\nThree studies were conducted as part of this dissertation. The first study was a literature review that explored the relationship between rural men’s health, health information seeking (HIS) theory, and masculinity theory. The second study was a retrospective analysis of Ontario health policy and planning documents published since 2006 to establish the health policy context within which RMFs in Ontario seek HI. The third study integrated constructivist grounded theory and photovoice to identify and explain processes by which RMFs in southwest Ontario seek HI and factors that affect those processes.\nFindings of the literature review suggest that rural hegemonic masculinity – a socially desirable gender identity that values men’s toughness – may influence rural men to avoid HIS. Health policy and planning document analysis identified 13 documents published since 2006 that included RMFs’ health or health needs. Analysis indicated that health policy and planning document authors addressed RMFs as both: 1) token symbols of rural communities, and 2) key stakeholders to engage with to “mend fences” and improve strained relationships between healthcare providers and rural communities. Sixteen RMFs in southwest Ontario participated in the constructivist grounded theory-photovoice study. Participants revealed that their HIS was guided by an identity-related core process entitled ‘normalizing self as an RMF throughout HIS’, and that ‘normalizing’ was affected by rural social, cultural, geographical, and political factors.\nThese studies have implications for how rural communities, agricultural interest groups, health and non-health policy makers, and rural healthcare planners and providers can influence how RMFs seek HI. Future research is needed to understand how RMFs seek HI in different rural contexts, how rural communities can effectively support RMFs to engage in HIS, and how future health and non-health policy can promote RMFs’ health and HIS.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.008 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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