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Systematic and collaborative approach to problem solving using X-ray photoelectron spectroscopy

2021· article· en· 1,311 citations· W3166170553 on OpenAlex· 10.1016/j.apsadv.2021.100112

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Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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Opus teacher head0.010
GPT teacher head0.280
Teacher spread
0.270 · 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 it

Abstract

The methodology presented within this work is a result of years of interactions between many junior and senior X-ray Photoelectron Spectroscopy (XPS) users operating within the CasaXPS spectral processing and interpretation program framework. In particular, discussions arising from a series of workshops have been a significant source for developing the overall XPS data processing concept and are the motivation for creating this work. These workshops organized by the Institut des Matériaux Jean Rouxel (IMN), Nantes gather both experienced and novice users of XPS for a week of discourse in conceptual experiment design and the resulting data processing. However, the framework constructed and utilized within these workshops encouraged the dissemination of knowledge beyond XPS data analysis and emphasized the importance of a multi-disciplinary collaborative approach to surface analysis problem-solving. The material presented here embodies data treatment originating from data made available to the first CNRS Thematic Workshop presented at Roscoff 2013. The methodology described here has evolved over the subsequent workshops in 2016 and 2019 and currently represents the philosophy used in CasaXPS spectral data processing paradigm.

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The record

Venue
Applied Surface Science Advances
Topic
Electron and X-Ray Spectroscopy Techniques
Field
Materials Science
Canadian institutions
Western University
Funders
Basic Energy SciencesOffice of ScienceCentre National de la Recherche ScientifiqueU.S. Department of Energy
Keywords
X-ray photoelectron spectroscopyComputer scienceThematic analysisData processingThematic mapInterpretation (philosophy)Data scienceQualitative researchSociologyEngineeringDatabaseGeography
Has abstract in OpenAlex
yes