Lawrence Welcomes Authors for 5th Annual Fox Cities Book Festival
Bibliographic record
Abstract
Lawrence University will host visits by two authors this week as part of the 5th annual Fox Cities Book Festival, which begins today and runs through April 18. Author Adam Davis will lead a reading and discussion of “The Civically Engaged Reader” and his latest book “Taking Action” Wednesday, April 11 at 4 p.m. in the Warch Campus Center cinema. Author Thomas Lynch conducts a reading Thursday April 12 at 7 p.m. in Esch Hurvis Room in the Warch Campus Center. Three other book festival events at Lawrence include: • A “Tunes and Tales” benefit concert, featuring Cory Chisel and the Wandering Sons, with special guest Ellen Kort and the poetry, rhythm and blues of Obvious Dog and Cathryn Cofell, will be performed Friday, April 13 at 7:30 p.m. in the Warch Campus Center. • The 2nd annual Paper Fox Printmaking Workshop and Benefit Sale will be held Saturday, April 14 from 10 a.m. to 3 p.m. in the Wriston Art Center. The workshop will feature print sales and subscriptions available for purchase, printing and paper making demonstrations, on-going workshops, a visual presentation of participating artists, and other printed ephemera. • National Geographic photographer James Balog presents “The Extreme Ice Survey” Tuesday, April 17 at 7 p.m. in the Warch Campus Center’s Somerset Room.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.561 | 0.265 |
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".