Messages from MARS: Machine-Assisted Reference Section
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
From the Chair First of all, a big Thanks to Bill McHugh for his expert leadership as MARS chair throughout an extremely busy year. ALA Annual Conference 2002 was an exciting time for MARS, with a number of well-attended programs, including the excellent MARS program on Bringing Resources Together. Digital Reference @ your library preconference was also a huge success, owing much to the efforts of the Planning Committee members and co-chairs Denise Bennett (our 2002 Favorite Martian), Linda Friend, and Amy Tracy Wells, as well as to the many fine speakers. RUSA board approved another digital reference preconference in Toronto 2003, and the new planning group led by Danianne Mizzy, Lesley Bell, and Donna Hogan is already hard at work. Paige Weston guided the Section Review Task Force to the conclusion of an excellent report (watch for it on the MARS Web page.) We'll continue to address the issues raised in that report, and the executive committee managed to identify several new projects to tackle as well. It will be a busy year for MARS, as usual--we hope you will become involved!--LeiLani Freund, Chair, leifreu@mail. uflib.ufl.edu MARS in Meetings MARS 2002 preconference, Digital Reference @ your library, was well-received by 114 registrants. Check the MARS Web site for presentation notes. MARS will sponsor a similar preconference in Toronto; watch in January for registration information.--Denise Bennett, Linda Friend, Amy Tracy Wells, 2002 Preconference Co-Chairs Virtual Reference Discussion Group will be having its first gathering at ALA Midwinter 2003 on Sat., 4:30-5:30 P.M. We will be talking informally about virtual reference in our libraries. Reserve the time, and watch your electronic discussion lists for a solicitation for a topic!--Lisa R. Horowitz, lisah@mit.edu Members of the MARS 2003 Conference Program Planning Committee met at ALA Annual to further plans for next year's program in Toronto. committee has participated in e-mail discussions during the spring concerning themes, speakers, format, etc. working title of the program is The Information Commons Challenge: Take Ownership of Technology Before it Takes Ownership of You, which is scheduled to take place from 10:30-noon, Sunday, June 23, 2003. --Rosemary Meszaros, Chair, rosemary. meszaros@wku.edu MARS Planning charge for the Virtual Reference Discussion Group was approved by the executive committee at ALA Annual Conference in Atlanta and is available in the MARS Handbook on the MARS Web site, www. …
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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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