Proceedings of the Eleventh ACM International Conference on Embedded Software
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
Welcome to EMSOFT 2013, the 13th International Conference on Embedded Software, held in Montreal, Quebec, Canada, on September 29 - October 4, 2013. Since 2007, EMSOFT conferences series have been held as part of the Embedded Systems Week (ESWeek), a premier academic forum for embedded systems researchers, also including the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) and the International Conference on Hardware-Software Codesign and System Synthesis (CODES/ISSS). EMSOFT, the International Conference on Embedded Software, is the flagship conference sponsored by ACM SIGBED, the Special Interest Group on Embedded Systems. In this role, EMSOFT seeks to bring together, on an annual basis, researchers and developers from academia, industry, and government to advance the science and the practice of embedded software development.
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 | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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