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Record W4246991423 · doi:10.1145/2579281.2579312

Report of the 2013 IEEE 7th international symposium on the maintenance and evolution of service-oriented and cloud-based systems (MESOCA 2013)

2014· article· en· W4246991423 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueACM SIGSOFT Software Engineering Notes · 2014
Typearticle
Languageen
FieldComputer Science
TopicSoftware System Performance and Reliability
Canadian institutionsYork University
Fundersnot available
KeywordsCloud computingSoftware engineeringService (business)ProvisioningAdaptabilityComputer scienceEvent (particle physics)Service-oriented architectureEngineering managementSoftwareSystems engineeringProcess (computing)EngineeringWorld Wide WebTelecommunicationsOperating systemWeb serviceBusinessManagement

Abstract

fetched live from OpenAlex

The 2013 IEEE 7th International Symposium on the Maintenance and Evolution of Service-Oriented and Cloud-Based Systems (MESOCA 2013) took place in Eindhoven, The Netherlands, on September 24, 2013, as a co-located event of the 29th IEEE International Conference on Software Maintenance (ICSM 2013). MESOCA 2013 covered a wide range of academic and industrial experiences, brought together through one keynote, two invited presentations and eleven paper presentations, which triggered lively discussions. They approached aspects related to the entire software maintenance process, from requirements to testing, with specific solutions for Service-Oriented Architecture and Cloud Computing environments. Technical and business perspectives were discussed, including issues about optimization techniques, pre-migration evaluation of legacy software, decision analysis, energy efficiency, multi-cloud architectures and adaptability. It thus confirmed MESOCA as an ongoing forum for researchers and practitioners to identify and address the increasing challenges related to the evolution of service-provisioning systems.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.234
Threshold uncertainty score0.923

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.007
GPT teacher head0.196
Teacher spread0.189 · 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