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
Happy New Year! I hope 2008 brings you health, happiness, and good cheer! It was so good to see everyone who attended the "Seventh Annual ACM-SIGMIS Networking Reception," held as an ACM-SIGMIS event prior to the International Conference on Information Systems (ICIS2007) in Montreal, Quebec, Canada. Thanks to those of you who attended. Please plan to attend this event next year. Mark your calendar now for Saturday, December 13, 2008, from 5:30-7:00pm, prior to ICIS2008 to be held in Paris, France, December 14-17, 2008. Conference: ACM-SIGMIS Computer Personnel Research 2008 (CPR2008) Theme: "Meeting increased demand for the next wave of Information Technology workers" When & Where: April 3-5, 2008, Charlottesville, Virginia, USA Doctoral Consortium: April 3, 2008 Website: http://www.sigmis.org/Call_for_Papers_2008.pdf For more information regarding ACM-SIGMIS CPR2008, please contact the Conference Co-Chairs: Diane Lending, James Madison University, lendindc@jmu.edu Chelley Vician, Michigan Tech University, cvician@mtu.edu. For information regarding the Doctoral Consortium, please contact the Doctoral Consortium Co-Chairs: K. D. Joshi, Washington State University, joshi@wsu.edu Jo Ellen Moore, Southern Illinois University Edwardsville, joemoor@siue.edu The venue for next year's CPR2009 is Limerick, Ireland. Please consider sending a submission by the October 2008 deadline. For more information, contact Norah Power, University of Limerick, norah.power@ul.ie. Your participation is welcome and encouraged! Thanks for your support of SIGMIS. Should you have any questions, suggestions, or other input, please feel free to contact any one of us. We look forward to seeing you at ACM-SIGMIS CPR2008 in April!
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.013 |
| Open science | 0.007 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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