Bibliographic record
Abstract
The pioneers A century ago, the first strains of blues guitar echoed across the American South. While the style's exact origins are lost in the distant traditions of field hollers and work songs, African influences, spirituals, ragtime, minstrel tunes, folk and pop fare, parlor instrumentals, and other musical forms, one thing is certain: From the beginning, the blues and the guitar have traveled side by side. The earliest reported sighting of a blues performance occurred in 1903, when bandleader W. C. Handy was awakened in the Tutwiler, Mississippi train station by the strange sounds of a ragged black guitarist. “As he played,” Handy wrote in his autobiographical Father of the Blues , “he pressed a knife on the strings of the guitar in a manner popularized by the Hawaiian guitarists who used steel bars. The effect was unforgettable. His song, too, struck me instantly: ‘Goin' where the Southern cross the Dog.’ The singer repeated the line three times, accompanying himself on the guitar with the weirdest music I had ever heard.“ The man was singing about Moorehead, Mississippi, where the Southern Railroad crossed the Yazoo–Delta Railroad, “the Yellow Dog.” Once Handy began orchestrating “Make Me a Pallet on Your Floor” and other popular black folk tunes, his bookings increased. His conclusion? “Negroes react rhythmically to everything. That's how the blues came to be.” Handy also described the fundamental structure of the blues which has remained a constant for almost a hundred years: “The songs consisted of simple declarations expressed usually in three lines and set to a kind of earth-born music that was familiar throughout the Southland.”
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.027 | 0.007 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".