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2022· article· en· W4315837240 on OpenAlexfundno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicIntuitionistic Fuzzy Systems Applications
Canadian institutionsnot available
FundersCardiff UniversityOxford Academic Health Science NetworkImperial College LondonQueen's UniversityWellcome Trust
KeywordsCloud computingVirtualizationComputer scienceComputer securityWorld Wide WebSoftware engineeringOperating system

Abstract

fetched live from OpenAlex

He is actively working as IT Security and Distributed Systems Analyst in Cloud Computing, virtualization and Storage and one of the creators of Osmotic Computing Paradigm.For the EU Projects "RESERVOIR" he led the IT security activities of the whole project.For the EU Project "VISION-CLOUD"and H2020-BEACON, he covered the role of architectural designer for UniME.He was Scientific ICT Responsible for the EU Project frontierCities, the Accelerator of FIWARE on Smart Cities -Smart Mobility.He is strongly involved in EU Future Internet initiatives, specifically Cloud Computing and Security in Distributed Systems.He is co-author of more than 200 scientific publications and patents in Cloud Computing (Cloud Federation), Distributed Systems, Wireless Network, Network Security, Cloud Security and Cloud, Edge and IoTs, and recently in Osmotic Computing and AI.He was General Chair of ESOCC 2015 and IEEE-ISCC 2016.Since 2011 he is a Fellow of IARIA, recognized as a Cloud Computing Expert, and since 2011 he is also involved in the activities of the FIArch, the EU Working Group on Future Internet Architecture.In 2014 was recognized by an independent assessment (IEEE Cloud Computing Transaction, Issue April 2014) as one of World-Wide active scientific researchers, top 27 classification, in Cloud Computing Area.He was the General Chair of IEEE-ICFEC 2019 and Workshop Co-Chair in IEEE-CIC 2018.He is a Co-Founder of UniME Spin-Off Alma Digit S.R.L since 2017.He is General Chair of IEEE CCGRID in 2022 in Taormina (Messina -Sicily) and General Chair of IEEE ISCC2022 in Rhodes (Greece).Currently he is the Head of Computer Science School and Rector delegate on ICT for whole University of Messina and Academic Consultant for the Messina Municipality in the Area of Smart Cities.He is in the Top 2% Most Influential Scientists in Stanford University 2021 List, in the area of Analysis of Artificial Intelligence & Image Processing.He is the Head of the Research Group FCRLab in UniME with more than 25 young researchers: https://fcrlab.unime.it/people

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 imitation

Not 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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.405
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.5950.381

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 head0.008
GPT teacher head0.203
Teacher spread0.195 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

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Published2022
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