# Fileset

[CHORUS-JOSS2021_NIMS_Tanifuji_Eng.pdf](https://mdr.nims.go.jp/filesets/636f1238-6141-45c5-b0d5-e8d33916b902/download)

## Creator

[TANIFUJI, Mikiko](https://orcid.org/0000-0001-5284-6364)

## Rights

Creative Commons BY-ND Attribution-NoDerivatives 4.0 International

## Other metadata

[Data management and adoption of the FAIR principle; perspective from a research institution](https://mdr.nims.go.jp/datasets/21567124-e2cf-44c5-a40a-060c6a27e1d6)

## Fulltext

NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERData management and adoption of the FAIR principle; perspective from a research institutionNATIONAL INSTITUTE FOR MATERIALS SCIENCE (NIMS)MATERIALS DATA PLATFORM CENTER (DPFC)MIKIKO TANIFUJI ,  MANAGING DIRECTOR2021.6.18E6: CHORUS Forum ‐ FAIR Data from Funding to Publication, June 18, JOSS2021, TokyoPrivateSharableCloseOpenNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 2Research Data Platform, DICE – Starting 2020Big scale data processing clusters10PB/0.5PFLOPS（NIMS, Tsukuba）FindableAccessible Readable & Reusable InteroperableR&DGovernment institutes, Universities, Industries評価解析 予測材料選択物性選択Public Knowledge DataRaw data, metadataConversion toMachine‐readable,Machine‐comprehensive dataExperimental DataCreate Store UseAIExpertsArticlesApplications & ToolsAIPublishPublish data with DOIvia data repositoryShare data under research schemesMDR SharedPeer‐review journalMLMLRegister to global databasesA sister journal of STAM (IF5.8)NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER3XRF:元素組成の分析XRD:結晶構造の分析AFM:表⾯形状の分析XPS:化学種の分析成膜装置:新材料の合成データ構造化・登録システム現在110台に設置済み検索やフィルタで絞り込み実験データ説明情報タグ付 測ったそばから使える形でためる︕所内公開2021/1/15 公開開始様々な実験装置からのデータを⼀覧電⼦顕微鏡写真スペクトル解析も︕実例︓• 3次元アトムプローブのFIB加⼯条件の記録• コンビナトリアル法によって合成した組成傾斜膜の蛍光Ｘ線分析による組成分布画像の記録論⽂︓”IoT データ収集システムのデータアーキテクチャ” 情報処理学会論⽂誌デジタルプラクティス (2021) 研究データをつくる・ためる・つかう、とは︖English version is not supported. For details:Materials Data Platform ‐ a FAIR System for Data‐Driven Materials ScienceDOI: 10.1109/IIAI‐AAI.2019.00206NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 4Research dataAs public knowledge databasesResearch dataTo store & O/C managementResearch dataTo share, To publishResearch DataTo collect, To be high valuableCommon references Materials VocabularyMDR Closed100 virtual machinesAnalysis Cluster Access monitoring, security systemsUser authentificationsデータ データLinkLinkLinkLinkDICE Data Services – to use – by FAIRableNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 5What we see by CHORUS – capture rates of articlesResearch data publishes as part of articles.Therefore, capturing timely and higher rates are desirable!NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 6What we see by CHORUS – Capturing Open Access is not high.45% of NIMS articles is open access. But capturing rate is not high. Why︖45.91%47.96%45.54%43.58%36.39%NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 7VOR: Version of Record（出版社版）、AM: Author Manuscript（著者版）Among top 5 publishers, AM is well distributed APS（No.1）と Elsevier（No.2）. Appreciated publishers who supports authors versions with DOI distributions (so that we can capture via CHORUS).What we see by CHORUS – VOR vs AMNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 8What we see by CHORUS – Data sets2021年2⽉ 2021年6⽉NIMS articles 5,747 6,176No of data sets in articles 97 96No of DOI of data sets 242 232CCDC ＆Fiz Karlsruhe 212 207Zenodo 9 16figshare 4 5その他 5 4Crossref 12 0※1︓Mendeley Data, Dryad, Citrine Informatics, Apollo (Univ. of Cambridge),CXIDB: Coherent X-ray Imaging Data Bank※2︓Mendeley Data, Dryad, Citrine Informatics, Apollo (Univ. of Cambridge)※1 ※2See the nextAll are the DOIs of articles (not data sets;)NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERNATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTER 9What we see by CHORUS – Data sets for scientific use! – The most important reason.Reference︓Web of Science: Data Citation Index (DCI)NIMS data sets indexed in databases, repositoriesCHORUS: breakdown use of data sets with articlesResearch data are often indexed in data catalogues and database (ex. CCDC) that are very important FAIR channels as truly useful data resources.NATIONAL INSTITUTE FOR MATERIALS SCIENCE   |    MATERIALS DATA PLATFORM CENTERAcknowledgement：Many thanks to Ms. Chie Onodera, a Digital Librarian at NIMS Library.Our ideas come from day-to-day wondering, "Why? How?? Still … But!”,And we are still moving on towards Materials DX.