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
Books Recently Published James Procell and Matt Ertz For information about the scope of this column, consult the headline in the September 2017 issue. ENGLISH Aarset, Ane-Charlotte Five, and Roald Aarset. They sang for Norway: Olaf Oleson's immigrant choir. St. Paul: Minnesota Historical Society Press, 2017. ix, 266 p. ISBN 9781681340470. LC 2017-001589 Adler, Samuel. Building bridges with music: stories from a musician's life. Hillsdale, NY: Pendragon Press, 2017. xii, 264 p. ISBN 9781576473030 (alk. paper). LC 2017-021545 American music and musicians; 4 Applegate, Celia. The necessity of music: variations on a German theme. Toronto: University of Toronto Press, 2017. xii, 402 p. ISBN 9781487500689. ISBN 1487500688. ISBN 9781487520489. ISBN 1487520484. LC 2017-561178 German and European studies; 26 Arena, James. Europe's stars of '80s dance pop: 32 international music legends discuss their careers. Jefferson, NC: McFarland & Co., 2017. viii, 232 p. ISBN 9781476671420. LC 2017-030124 Arndt, Matthew. The musical thought and spiritual lives of Heinrich Schenker and Arnold Schoenberg. London: Routledge, 2018. xviii, 282 p. ISBN 9781138287259. LC 2017-016009 Ashgate studies in theory and analysis of music after 1900 Ashley, Richard, and Renee Timmers, eds. The Routledge companion to music cognition. New York, NY: Routledge, 2017. xxiii, 561 p. ISBN 9781138721050. LC 2016-050960 Routledge companions Bailey, Leigh. Eduard Strauss: the third man of the Strauss Family. Wien: Hollitzer, 2017. xi, 297 p. ISBN 9783990123553. ISBN 3990123556. LC 2017-429118 Ballora, Mark. Digital audio and acoustics for the creative arts. Oxford: Oxford University Press, 2017. xv, 352 p. ISBN 9780190236663. LC 2016-035031 Bartlett, Karen. Dusty: an intimate portrait of a musical legend. New York, NY Lesser Gods, 2017. xi, 340 p., 16 p. of plates. ISBN 1944713026. ISBN 9781944713027. LC 2017-930071 Beardslee, Bethany, and Minna Proctor. I sang the unsingable: my life in twentieth-century music. Rochester: University of Rochester Press, 2017. ix, 404 p. ISBN 9781580469005. LC 2017-026561 Bentley, Bill. Smithsonian rock and roll: live and unseen. Washington, DC: Smithsonian Books, 2017. 216 p. ISBN 9781588346001 (hbk.). LC 2017-017729 Beviglia, Jim. Counting down the Beatles: their 100 finest songs. Lanham: Rowman & Littlefield, 2017. xvii, 199 p. ISBN 9781442271548. LC 2016-032749 Counting down Bluestein, Evo, et. al. Road to Sweet's Mill: the West Coast folk music revival in the 1960s & '70s. Fresno: The Press at California State University, Fresno, 2017. 172 p. + 1 CD. ISBN 9780912201542. ISBN 0912201541. LC 2017-933352 Boden, Anthony, and Paul Hedley. The Three Choirs Festival: a history. New and rev. ed. Woodbridge: The Boydell Press, 2017. xix, 475 p., 56 p. of plates. ISBN 1783272090. ISBN 9781783272099. LC 2017-561192 Bomberger, E. Douglas. Very good for an American: essays on Edward MacDowell. Hillsdale, NY: Pendagon Press, 2017. xiii, 234 p. ISBN 9781576473054 (alk. paper). LC 2017-021560 American music and musicians; 5 [End Page 664] Boone, Brian, and Marc Schonbrun. Music theory 101. New York: Adams Media, 2017. 256 p., 8 p. of plates. ISBN 9781507203668. ISBN 1507203667. LC 2017-015056 Booth, Gregory D. Brass baja: stories from the world of Indian wedding bands. New Delhi: Oxford University Press, 2017. viii, 335 p. ISBN 9780199474905. ISBN 0199474907. LC 2017-561215 Oxford India paperbacks Borgerson, Janet, and Jonathan E. Schroeder. Designed for hi-fi living: the vinyl LP in midcentury America. Cambridge, MA: MIT Press, 2017. xv, 420 p. ISBN 9780262036238. LC 2016-041020 Borschke, Margie. This is not a remix: piracy, authenticity and popular music. New York: Bloomsbury Academic, 2017. vi, 186 p. ISBN 9781501318917. ISBN 9781501318924. LC 2017-003346 Borstlap, John. The classical revolution: thoughts on new music in the 21st century. Mineola, NY: Dover 2017. xxviii, 155 p. ISBN 9780486814483. ISBN 0486814483 (alk. paper). LC 2017-010014 Dover books on music and music history Bozorgmehr, Cyrus. One upon a time in Shaolin: the untold story of Wu-Tang Clan's million dollar secret album, the de-valuation of music, and America's new public enemy no. 1. New York: Flatiron Books, 2017. viii, 274 p. ISBN 9781250125279. LC 2017-005470 Bradley, Adam. The poetry of pop. New Haven: Yale University Press, 2017. 414 p. ISBN 0300165021. ISBN 9780300165029. LC 2016-956986 Brae, C. Michael. New channels of music...
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.058 | 0.001 |
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