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Editorial message for the special track on embedded systems
Alessio Bechini, Cosimo Antonio Prete
Bibliographic record
Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicParallel Computing and Optimization Techniques
Canadian institutionsnot available
FundersSandia National LaboratoriesInstituto Superior TécnicoUniversitat Politècnica de ValènciaUniversity of Massachusetts AmherstTechnische Universität ClausthalSBA ResearchUniversitat Politècnica de CatalunyaNational Institute of InformaticsUniversität InnsbruckUniversidade Federal do Estado do Rio de JaneiroUniversität Duisburg-EssenUniversidade Federal do Rio de JaneiroUniversité de La RéunionTarbiat Modares UniversityInstitute of Software, Chinese Academy of SciencesUniversity at AlbanyPontifícia Universidade Católica do Rio de JaneiroHaute école Spécialisée de Suisse OccidentaleUniversità degli Studi di UdineUniversidade Federal de PernambucoNational Cheng Kung UniversityUniversiteit AntwerpenScuola IMT Alti Studi LuccaUniversità di PisaKorea Advanced Institute of Science and TechnologyUniversity of IsfahanNational University of SingaporeUniversität ZürichUniwersytet WarszawskiUniversidade Estadual de CampinasTunghai UniversityFeng Chia UniversityUniversität WienOulun YliopistoTallinna TehnikaülikoolUniversiti Teknologi PetronasGöteborgs UniversitetUniversidade Federal FluminenseUniversity of HaifaRijksuniversiteit GroningenWuhan UniversityUniverza v MariboruQueen's UniversityUniversidade de São PauloHáskóli ÍslandsUniversità degli Studi di TrentoUniversità degli Studi dell'InsubriaShiraz UniversityUniversidade Federal do Rio Grande do SulVrije Universiteit BrusselUniversitat de ValènciaEast China Normal UniversityUniversidad Nacional de La PlataUniversidad de SevillaNational Taiwan UniversityTechnische Universiteit EindhovenUniversity of TehranTsinghua UniversityUniversità degli Studi di Milano-BicoccaKorea UniversityPeking UniversityUniversidad EAFITSeoul National UniversityKU LeuvenKonkuk UniversityDongseo UniversityUniversity of TwenteChongqing UniversityChinese Academy of SciencesUniversité Pierre et Marie CurieUniverzita Karlova v PrazeMicrosoft ResearchTechnische Universiteit DelftUniversity of Wisconsin-MilwaukeeUniversität MannheimUniversity of LimerickUniversità degli Studi di SalernoLudwig-Maximilians-Universität MünchenUniversity of WaterlooPusan National UniversityFundação para a Ciência e a TecnologiaChina University of GeosciencesRadboud UniversiteitTU Graz, Internationale Beziehungen und MobilitätsprogrammeUniversità di BolognaEuropean CommissionUniversity of OxfordUniversità di CataniaFaculdade de Ciências e Tecnologia, Universidade Nova de LisboaNanyang Technological UniversityChalmers Tekniska HögskolaÉcole Polytechnique Fédérale de LausanneBond UniversityUniversity of Nebraska-LincolnIndiana University SoutheastNanjing UniversityInstitut national de recherche en informatique et en automatique (INRIA)University of SeoulUniversidad Técnica Federico Santa MaríaCentre National de la Recherche ScientifiqueBinghamton UniversityUniversity College CorkUniversity of TorontoUniversity of Texas at San AntonioHansung UniversityEberhard Karls Universität TübingenYork UniversityKuwait UniversityUniversidad de ChileEmory UniversityIndian Institute of ScienceNational Taiwan University of Science and TechnologyDePaul UniversityAarhus UniversitetUniversità degli Studi di FirenzeUniversità degli Studi di MilanoSouth Dakota State UniversityUniversity of Illinois at Urbana-ChampaignUniversität StuttgartUniversité Paris 13Université de LilleNew Mexico State UniversityUniversidad de ExtremaduraUniversité de NantesPrinceton UniversityState University of New YorkAlbert-Ludwigs-Universität FreiburgIndiana University-Purdue University IndianapolisUniversity College DublinPurdue UniversityUniversity of California, Santa BarbaraUniversity of Wisconsin-MadisonAir Force Institute of TechnologyUniversità degli Studi della BasilicataMonash UniversityWilliams College
KeywordsComputer scienceTrack (disk drive)Computer securityComputer networkTelecommunicationsOperating system
Abstract
No abstract available.
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.
metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.091
Threshold uncertainty score0.303
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.010 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.009 | 0.010 |
| Insufficient payload (model declined to judge) | 0.091 | 0.061 |
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.
Opus teacher head0.018
GPT teacher head0.267
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation status
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.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEditorial
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".
Quick stats
Citations0
Published2003
Admission routes1
Has abstractyes