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
Providence College Department of Theater, Dance & Film Angell Blackfriars Theatre 9 to 5: The Musical Book by Patricia Resnick Music and Lyrics by Dolly Parton April 8-10 and 22-24, 2022 Directed by Jimmy Calitri Musical Direction by Lila Kane Choreographed by Jennifer Hopkins Kelly Slader - Stage Manager Carrie Selwood, Laurel Franczek, Joseph Pekar - Asst. Stage Managers Sydney Cahill, Alex Cannon, Halle Pratt - Asst. Directors Halle Pratt, Katelyn Salvato - Asst. Choreographers/Co-Dance Captains Molly McGoldrick - Asst. Scenic Designer Jillian Forrester - Sound Board Operator Carolyn Bradley - Light Board Operator Kelsi Canada, Mary Bryz-Gornia - Costume Crew Nicholas Bullock, Clare Krug - Student Vocal Assistants Cast: Halle Pratt - Violet Newstead, Emma Lindsay - Judy Bernly, Katelyn Salvato - Doralee Rhodes, Alex Cannon - Franklin Hart, Jr., Analisa Pisano - Roz Keith, Nicholas Bullock - Joe, Dom Dasilva - Dwayne, *U/S Franklin Hart, Jr., Caitlyn Mitchell - Margaret, Emma Lowrey - Kathy, Katie Vennard - Maria Delgado, Anthony Dispena - Dick, Dylan Wallace - Josh Newstead, Ailash Egan - Missy Hart, Victoria LeBlanc - Detective/Ensemble/*U/S Missy Hart and Roz Keith, Clare Krug - Candy Striper/Ensemble/*U/S Judy Bernly, Andy Belotte - Doctor/Ensemble, Brendan Phaneuf - Ensemble/*U/S Josh Newstead and Bob, Bella Quinson - New Employee/Ensemble/*U/S Maria, Aidan Benjamin - Bob/Ensemble/*U/S Joe, Kathryn Genest - Ensemble, Abbie Joy - Ensemble/*U/S Doralee Rhodes, Kevin Bongiorno - Tinsworthy/Ensemble/*U/S Dwayne, Molly McGoldrick - Ensemble/*U/S Kathy and Margaret *Understudy
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.013 |
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