“Real Heroes Care”: How Dad Bloggers Are Reconstructing Fatherhood and Masculinities
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
“Dad bloggers” are an emerging community of fathers in North America. These men use social media to document and discuss their experiences as parents and gather annually at the Dad 2.0 Summit. A central topic of discussion both online and offline is how involved fathers negotiate and rework gender roles and expectations. This study examines how dad bloggers create and engage with discourse about masculinities. Using blog posts, fieldwork observations, and interviews as data, I present qualitative findings illustrating the ways in which dad bloggers challenge traditional notions of masculinity, construct “caring masculinities,” and adopt a pro-feminist perspective. Despite certain tensions and contradictions within the community, I argue that dad bloggers are reconstructing fatherhood and masculinities in ways that promote care and equality overall.
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 | 0.000 | 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 | 0.001 | 0.002 |
| 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