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
A memoir-in-essays on transness, dad rock, and the music that saves us. When Wilco’s 2007 album Sky Blue Sky was infamously criticized as “dad rock,” Niko Stratis was a twenty-five-year-old closeted trans woman working in her dad’s glass shop in the Yukon Territory. As she sought escape from her hypermasculine environment, Stratis found an unlikely lifeline amid dad rock’s emotionally open and honest music. Listening to dad rock, Stratis could access worlds beyond her own and imagine a path forward. In taut, searing essays rendered in propulsive and unguarded prose, Stratis delves into the emotional core of bands like Wilco and The National, telling her story through the dad rock that accompanied her along the way. She found footing in Michael Stipe’s allusions to queer longing, Radiohead’s embrace of unknowability, and Bruce Springsteen’s very trans desire to “change my clothes my hair my face”—and she found in artists like Neko Case and Sharon Van Etten that the label transcends gender. A love letter to the music that saves us and a tribute to dads like Stratis’s own who embody the tenderness at the genre’s heart, The Dad Rock That Made Me a Woman rejoices in music unafraid to bare its soul.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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