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
The Harpeth Valley Sacred Harp Singers enjoy singing the rich tradition of music variously known as shape-note, fasola, and Sacred Harp. Dating back to the eighteenth century, this type of music is sung a capella in four-part harmony and is distinctive for its massive sound, its combination of driving rhythms and folk lyricism, and its spiritual intensity. The Harpeth Valley Sacred Harp Singers recorded the song “Nashville” for the God in Music City CD. From Christian Lyre (1830), the song’s text was written by J. Leavitte, and the tune was written by Alexander Johnson in 1821. The singers were Laurens Blankers, Kerene Box, Micheala Box, Marilyn Burchett, David Carlton, Caleb Dillehay, Gail Doss, Jill Franks, Rick Fretter, Lewis Frost, Darlyne Kent, Don Kent, Linda McGill, Heidi Nolen, Anne Overton, Nancy Paris, William Paris, Tim Reynolds, Bob Simmons, and Sandie Scott. Singing out of their love for Sacred Harp music, the Singers hope to introduce others to this cherished tradition.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.011 |
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