diff --git a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
index 84a4cab7d6a6bd55689fdeee0262d5e452fd0bbe..0bf292925dcb39e58e741c86825846ec5db1b20f 100644
--- a/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
+++ b/1-enrich-with-datacite/all_datacite_clients_for_uga.csv
@@ -1,12 +1,12 @@
 client,count,name,year,url
-cern.zenodo,982,Zenodo,2013,https://zenodo.org/
-inist.sshade,468,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
+cern.zenodo,992,Zenodo,2013,https://zenodo.org/
+inist.sshade,469,Solid Spectroscopy Hosting Architecture of Databases and Expertise,2019,https://www.sshade.eu/
 inist.osug,238,Observatoire des Sciences de l'Univers de Grenoble,2014,http://doi.osug.fr
-figshare.ars,219,figshare Academic Research System,2016,http://figshare.com/
+figshare.ars,225,figshare Academic Research System,2016,http://figshare.com/
 dryad.dryad,157,DRYAD,2018,https://datadryad.org
 inist.resif,78,Réseau sismologique et géodésique français,2014,https://www.resif.fr/
 inist.persyval,55,PERSYVAL-Lab : Pervasive Systems and Algorithms Lab,2016,
-rdg.prod,47,Recherche Data Gouv France,2022,https://recherche.data.gouv.fr/en
+rdg.prod,49,Recherche Data Gouv France,2022,https://recherche.data.gouv.fr/en
 inist.humanum,34,Huma-Num,2020,https://nakala.fr
 figshare.sage,16,figshare SAGE Publications,2018,
 mcdy.dohrmi,12,dggv-e-publications,2020,https://www.dggv.de/publikationen/dggv-e-publikationen.html
diff --git a/1-enrich-with-datacite/nb-dois.txt b/1-enrich-with-datacite/nb-dois.txt
index 4c31e8b87272cd30fe8c8965d35b11d8ceca08b6..c022d29ac98f331fdae0711c3b9ac51e86d95f9f 100644
--- a/1-enrich-with-datacite/nb-dois.txt
+++ b/1-enrich-with-datacite/nb-dois.txt
@@ -1 +1 @@
-2362
\ No newline at end of file
+2381
\ No newline at end of file
diff --git a/2-produce-graph/hist-evol-datasets-per-repo.png b/2-produce-graph/hist-evol-datasets-per-repo.png
index d492edde4fc0fd5e68cc4166a2c22f7835143cad..15f6cff4ea50d85d2ad07bf051b5af5f918855b6 100644
Binary files a/2-produce-graph/hist-evol-datasets-per-repo.png and b/2-produce-graph/hist-evol-datasets-per-repo.png differ
diff --git a/2-produce-graph/hist-quantity-year-type.png b/2-produce-graph/hist-quantity-year-type.png
index 4e777263f7ce17a78368e19ee3283a51820a4eaf..7582d436f062b622fbb9a20fd8918b1de4fe53eb 100644
Binary files a/2-produce-graph/hist-quantity-year-type.png and b/2-produce-graph/hist-quantity-year-type.png differ
diff --git a/2-produce-graph/pie--datacite-client.png b/2-produce-graph/pie--datacite-client.png
index c35d4c357f48943bf3dc533ecb8f89da2dcb8a44..5a2d49d1cddeb0413c72f9ff87d2b635146282c5 100644
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diff --git a/2-produce-graph/pie--datacite-type.png b/2-produce-graph/pie--datacite-type.png
index ea6c4e515c9d0397a0ff9773dbcd21dba9e759a7..8889b4b15b0073a440a8f47f0cffd693a2194d6f 100644
Binary files a/2-produce-graph/pie--datacite-type.png and b/2-produce-graph/pie--datacite-type.png differ
diff --git a/dois-uga.csv b/dois-uga.csv
index 57ad511e6b6e1678d8caaed1e069eace26887a1e..ee9bf85bc644699dc14101bc9e3dd45d4428fe0e 100644
--- a/dois-uga.csv
+++ b/dois-uga.csv
@@ -6459,3 +6459,57 @@ This dataset contains all language data (in 2023, 25 language editions are suppo
 10.6084/m9.figshare.15033202,Additional file 1 of Variability of multi-omics profiles in a population-based child cohort,figshare,2021.0,,Text,Creative Commons Attribution 4.0 International,"Additional file 1. Supplementary tables, figures and R code. This file contains supplementary methods, tables and figures summarizing the results of the variance partition models. It also contains the code used in R to perform variance partition analyses and Gaussian graphical models.",mds,True,findable,0.0,0.0,54.0,1.0,0.0,2021-07-22T03:31:44.000Z,2021-07-22T03:31:45.000Z,figshare.ars,otjm,"Genetics,FOS: Biological sciences","[{'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}]",['413915 Bytes'],
 10.5281/zenodo.10680534,NeoGeographyToolkit/StereoPipeline: 2024-02-19-daily-build,Zenodo,2024.0,,Software,Creative Commons Attribution 4.0 International,Recent additions log: https://stereopipeline.readthedocs.io/en/latest/news.html,api,True,findable,0.0,0.0,0.0,1.0,0.0,2024-02-19T17:20:19.000Z,2024-02-19T17:20:19.000Z,cern.zenodo,cern,,,,
 10.6084/m9.figshare.12421358,Additional file 2 of Impact of take-home messages written into slide presentations delivered during lectures on the retention of messages and the residents’ knowledge: a randomized controlled study,figshare,2020.0,,Text,Creative Commons Attribution 4.0 International,Additional file 2. Examples of Multiple Choice Questions.,mds,True,findable,0.0,0.0,18.0,0.0,0.0,2020-06-04T03:57:26.000Z,2020-06-04T03:57:27.000Z,figshare.ars,otjm,"Medicine,Sociology,FOS: Sociology,Immunology,FOS: Clinical medicine,Biological Sciences not elsewhere classified,Cancer,Science Policy","[{'subject': 'Medicine'}, {'subject': 'Sociology'}, {'subject': 'FOS: Sociology', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Immunology'}, {'subject': 'FOS: Clinical medicine', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Biological Sciences not elsewhere classified'}, {'subject': 'Cancer'}, {'subject': 'Science Policy'}]",['12703 Bytes'],
+10.6084/m9.figshare.19778277,Additional file 1 of Impact of prolonged requirement for insulin on 90-day mortality in critically ill patients without previous diabetic treatments: a post hoc analysis of the CONTROLING randomized control trial,figshare,2022.0,,Text,Creative Commons Attribution 4.0 International,"Additional file 1. Table S1: Glycemic targets according to HbA1c level and distribution of patients according to HbA1c. Table S2: Characteristics of the patients included at Day 5 depending on PRI and glycemic control status. Table S3: Propensity score: having PRI on day 5. Multivariate logistic regression model. Figure S1: Histogram of the distribution of the propensity score (having Prolonged requirement of insulin at day 5). Table S4: Main results with weight truncation as sensitivity analyses – impact of PRI on the occurrence of death before day 90 among, a cox survival model with ponderation on IPTW. Table S5: Sensitivity analyses: multivariate Cox hazard model without weighting for IPTW: association between PRI and the occurrence of death before day 90. Table S6: Subgroup analysis of patients with an HbA1C <=6.5%: association between PRI and/or glycemic control and 90-day mortality.",mds,True,findable,0.0,0.0,32.0,1.0,0.0,2022-05-17T06:16:42.000Z,2022-05-17T06:16:44.000Z,figshare.ars,otjm,"Medicine,Cell Biology,Genetics,FOS: Biological sciences,Physiology,Pharmacology,Biotechnology,Chemical Sciences not elsewhere classified,Infectious Diseases,FOS: Health sciences,Virology","[{'subject': 'Medicine'}, {'subject': 'Cell Biology'}, {'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Physiology'}, {'subject': 'Pharmacology'}, {'subject': 'Biotechnology'}, {'subject': 'Chemical Sciences not elsewhere classified'}, {'subject': 'Infectious Diseases'}, {'subject': 'FOS: Health sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Virology'}]",['92570 Bytes'],
+10.6084/m9.figshare.12452300,Additional file 1 of Mucormycosis in intensive care unit: surgery is a major prognostic factor in patients with hematological malignancy,figshare,2020.0,,Text,Creative Commons Attribution 4.0 International,Additional file 1: Table S1. Demographic characteristics of patients with hematological disease. Table S2. Characteristics of the infection of patients with hematological disease at ICU admission. Table S3. Characteristics of ICU management of patients with hematological disease.,mds,True,findable,0.0,0.0,34.0,0.0,0.0,2020-06-09T08:11:33.000Z,2020-06-09T08:11:34.000Z,figshare.ars,otjm,"Medicine,Cell Biology,Genetics,FOS: Biological sciences,Biotechnology,Biological Sciences not elsewhere classified,Cancer,Science Policy,Hematology","[{'subject': 'Medicine'}, {'subject': 'Cell Biology'}, {'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Biotechnology'}, {'subject': 'Biological Sciences not elsewhere classified'}, {'subject': 'Cancer'}, {'subject': 'Science Policy'}, {'subject': 'Hematology'}]",['33721 Bytes'],
+10.5281/zenodo.10693937,Conception et optimisation d'un réacteur de type MSFR en sels chlorures et en cycle uranium,Zenodo,2024.0,fr,Text,Creative Commons Attribution 4.0 International,"Depuis le début des années 2000 et suite à la loi Bataille en France, l’équipe MSFR du LPSC de Grenoble a repris le concept des réacteurs à sels fondus, donnant progressivement forme au Molten Salt Fast Reactor (MSFR) de référence. Ce surrégénérateur de 3GWth utilise des sels à base fluor et le cycle thorium. Dans l’optique de proposer un modèle plus à même d’utiliser les matières disponibles (uranium appauvri et noyaux lourds des combustibles usés), cette thèse porte sur l’étude d’un MSFR en cycle uranium.Pour s’affranchir d’éventuels problèmes de solubilité des transuraniens (TRU) en sels fluorures, le sel combustible retenu est un mélange eutectique NaCl-appUCl3-(TRU)Cl3. Ce sel étant un moins bon caloporteur et plus transparent aux neutrons que son équivalent du MSFR fluorure de référence, les travaux de thèse ont d’abord porté sur des études du volume optimal de sel combustible, qui a été porté de 18m3 (MSFR de référence) à 45m3 (MSFR-Cl). Un volume de 20m3 se trouve dans le coeur (optimisation neutronique) et 25m3 sont dans les boucles de recirculation contenant les échangeurs de chaleur (optimisation thermique). Pour améliorer le facteur de régénération du réacteur, une couverture fertile radiale est placée autour de la zone centrale. La composition du sel fertile résulte d’une optimisation principalement entre le débit de retraitement et la résistance à la prolifération. Les études de conception effectuées durant la thèse incluent le dimensionnement des protections neutroniques en tenant compte de la circulation des précurseurs de neutrons retardés, et du vase d’expansion dédié à accommoder la dilatation du sel combustible.Pour tirer un maximum de bénéfices de la forme liquide des sels, le réacteur peut être connecté à une unité de traitement. L’extraction régulière des produits de fission permet ainsi de réduire le terme source et les processus de corrosion tout en améliorant l’économie neutronique, et ce sans besoin d’arrêt du réacteur. Un schéma de principe du traitement envisagé a été conçu durant la thèse en collaboration avec des experts en chimie.Des calculs neutroniques statiques puis en évolution ont été réalisés avec divers codes neutroniques (MCNP couplé au code d’évolution REM, Serpent2) pour évaluer les performances du système (contre-réactions, bilans massiques). Des études préliminaires de déploiement de ce type de réacteurs ont été menées pour évaluer l’impact de l’insertion du MSFR-Cl dans un parc de REP, en comparaison du MSFR de référence.Pour finir, et suite aux limites rencontrées avec le MSFR-Cl, un modèle innovant d'incinérateur de petite taille en cycle uranium à couverture fertile thoriée a été étudié, pour proposer un outil de transition du cycle uranium vers le cycle thorium.",api,True,findable,0.0,0.0,0.0,0.0,1.0,2024-02-22T16:13:43.000Z,2024-02-22T16:13:43.000Z,cern.zenodo,cern,,,,
+10.5281/zenodo.10694528,NeoGeographyToolkit/StereoPipeline: 2024-02-22-daily-build,Zenodo,2024.0,,Software,Creative Commons Attribution 4.0 International,Recent additions log: https://stereopipeline.readthedocs.io/en/latest/news.html,api,True,findable,0.0,0.0,0.0,1.0,0.0,2024-02-22T18:01:02.000Z,2024-02-22T18:01:02.000Z,cern.zenodo,cern,,,,
+10.5281/zenodo.7603975,Design of a Natural Circulation Experiment to Investigate Flow Stability,Zenodo,2023.0,en,ConferencePaper,Creative Commons Attribution 4.0 International,"A numerical methodology for the study of the stability characteristics of natural circulation systems using molten salts as working fluid is currently under development. This numerical methodology is intended as an aid tool for the design of passive decay heat removal systems for Molten Salt Reactors (MSRs). This paper presents the design of a natural circulation experiment that will be used to test this novel numerical methodology. The experiment has been designed to obtain 2D-like Rayleigh-Bénard cells with laminar flow. Moreover, the experiment will allow to obtain flow conditions close to those encountered in a natural convection system with an internal heat source. As the focus of the methodology is placed on its capability to accurately describe the dynamic behavior of the system, the experiment has been designed to cover a significant range of operational conditions (Rayleigh number) and to obtain distinguishable flow states and the transitions between them. The experiment design robustness has been investigated by performing numerical studies considering various potential bias and uncertainties. In the presented case the principal bias and uncertainties are related to the heating and cooling mechanisms, the wall materials effects and the possible non-negligible interaction with the environment. Results from this study show that an experimental configuration using a flat-cavity geometry will provide meaningful results and a sufficiently complex behavior for testing the methodology without resorting to a system with a turbulent or highly 3D dynamic. Finally, the experiment can operate with a conventional fluid while retaining key phenomena specific to the molten salts.",api,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-22T12:59:14.000Z,2024-02-22T12:59:14.000Z,cern.zenodo,cern,,,,
+10.6084/m9.figshare.16851126,Additional file 26 of The mitochondrially-localized nucleoside diphosphate kinase D (NME4) is a novel metastasis suppressor,figshare,2021.0,,Dataset,Creative Commons Attribution 4.0 International,Additional file 26. Images of the full immunoblots.,mds,True,findable,0.0,0.0,93.0,1.0,0.0,2021-10-22T04:06:39.000Z,2021-10-22T04:06:40.000Z,figshare.ars,otjm,"Biophysics,Biochemistry,Medicine,Cell Biology,Genetics,FOS: Biological sciences,Molecular Biology,Physiology,Immunology,FOS: Clinical medicine,Developmental Biology,Cancer,Hematology,Infectious Diseases,FOS: Health sciences,Computational Biology","[{'subject': 'Biophysics'}, {'subject': 'Biochemistry'}, {'subject': 'Medicine'}, {'subject': 'Cell Biology'}, {'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Molecular Biology'}, {'subject': 'Physiology'}, {'subject': 'Immunology'}, {'subject': 'FOS: Clinical medicine', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Developmental Biology'}, {'subject': 'Cancer'}, {'subject': 'Hematology'}, {'subject': 'Infectious Diseases'}, {'subject': 'FOS: Health sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Computational Biology'}]",['11725330 Bytes'],
+10.6084/m9.figshare.16851123,Additional file 25 of The mitochondrially-localized nucleoside diphosphate kinase D (NME4) is a novel metastasis suppressor,figshare,2021.0,,Text,Creative Commons Attribution 4.0 International,"Additional file 25: Table S5. Association between NME4, EMT and tumor invasion marker expression in cervix tumors. The relationship between NME4 expression and several key players of EMT and tumor invasion was studied in human cervix tumors from the TCGA database.",mds,True,findable,0.0,0.0,93.0,1.0,0.0,2021-10-22T04:06:14.000Z,2021-10-22T04:06:18.000Z,figshare.ars,otjm,"Biophysics,Biochemistry,Medicine,Cell Biology,Genetics,FOS: Biological sciences,Molecular Biology,Physiology,Immunology,FOS: Clinical medicine,Developmental Biology,Cancer,Hematology,Infectious Diseases,FOS: Health sciences,Computational Biology","[{'subject': 'Biophysics'}, {'subject': 'Biochemistry'}, {'subject': 'Medicine'}, {'subject': 'Cell Biology'}, {'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Molecular Biology'}, {'subject': 'Physiology'}, {'subject': 'Immunology'}, {'subject': 'FOS: Clinical medicine', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Developmental Biology'}, {'subject': 'Cancer'}, {'subject': 'Hematology'}, {'subject': 'Infectious Diseases'}, {'subject': 'FOS: Health sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Computational Biology'}]",['14398 Bytes'],
+10.57745/qq9qya,Données pour la Caractérisation dynamique du procédé Wire Arc Additive Manufacturing,Recherche Data Gouv,2024.0,,Dataset,,"Les données présentées ici font partie de l'article : Caractérisation dynamique du procédé Wire Arc Additive Manufacturing : vers la mise en place d’une boucle fermée Les données ici sont les données brutes obtenues durant la campagne expérimentale du projet. L'architecture est la suivante : - nom de l'expérience -numéro de l'expérience (chaque expérience est répétée 3 fois) - dossier des images - ... - fichier log (csv) contenant le nom de l'image et le temps à laquelle l'image à été prise(Time); la position dans le repère machine lorsqu'elle a été prise (X, Y, Z, B, C) - le scan du cordon dans le repère machine (stl) - fichier log (csv) du poste de soudure référençant la tension, l'intensité, la puissance et la vitesse de dévidage en fonction du début de la soudure et le numéro de couche.",mds,True,findable,3.0,0.0,0.0,0.0,0.0,2024-02-02T15:55:14.000Z,2024-02-21T09:46:33.000Z,rdg.prod,rdg,,,,
+10.5281/zenodo.10693938,Conception et optimisation d'un réacteur de type MSFR en sels chlorures et en cycle uranium,Zenodo,2024.0,fr,Text,Creative Commons Attribution 4.0 International,"Depuis le début des années 2000 et suite à la loi Bataille en France, l’équipe MSFR du LPSC de Grenoble a repris le concept des réacteurs à sels fondus, donnant progressivement forme au Molten Salt Fast Reactor (MSFR) de référence. Ce surrégénérateur de 3GWth utilise des sels à base fluor et le cycle thorium. Dans l’optique de proposer un modèle plus à même d’utiliser les matières disponibles (uranium appauvri et noyaux lourds des combustibles usés), cette thèse porte sur l’étude d’un MSFR en cycle uranium.Pour s’affranchir d’éventuels problèmes de solubilité des transuraniens (TRU) en sels fluorures, le sel combustible retenu est un mélange eutectique NaCl-appUCl3-(TRU)Cl3. Ce sel étant un moins bon caloporteur et plus transparent aux neutrons que son équivalent du MSFR fluorure de référence, les travaux de thèse ont d’abord porté sur des études du volume optimal de sel combustible, qui a été porté de 18m3 (MSFR de référence) à 45m3 (MSFR-Cl). Un volume de 20m3 se trouve dans le coeur (optimisation neutronique) et 25m3 sont dans les boucles de recirculation contenant les échangeurs de chaleur (optimisation thermique). Pour améliorer le facteur de régénération du réacteur, une couverture fertile radiale est placée autour de la zone centrale. La composition du sel fertile résulte d’une optimisation principalement entre le débit de retraitement et la résistance à la prolifération. Les études de conception effectuées durant la thèse incluent le dimensionnement des protections neutroniques en tenant compte de la circulation des précurseurs de neutrons retardés, et du vase d’expansion dédié à accommoder la dilatation du sel combustible.Pour tirer un maximum de bénéfices de la forme liquide des sels, le réacteur peut être connecté à une unité de traitement. L’extraction régulière des produits de fission permet ainsi de réduire le terme source et les processus de corrosion tout en améliorant l’économie neutronique, et ce sans besoin d’arrêt du réacteur. Un schéma de principe du traitement envisagé a été conçu durant la thèse en collaboration avec des experts en chimie.Des calculs neutroniques statiques puis en évolution ont été réalisés avec divers codes neutroniques (MCNP couplé au code d’évolution REM, Serpent2) pour évaluer les performances du système (contre-réactions, bilans massiques). Des études préliminaires de déploiement de ce type de réacteurs ont été menées pour évaluer l’impact de l’insertion du MSFR-Cl dans un parc de REP, en comparaison du MSFR de référence.Pour finir, et suite aux limites rencontrées avec le MSFR-Cl, un modèle innovant d'incinérateur de petite taille en cycle uranium à couverture fertile thoriée a été étudié, pour proposer un outil de transition du cycle uranium vers le cycle thorium.",api,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-22T16:22:48.000Z,2024-02-22T16:22:49.000Z,cern.zenodo,cern,,,,
+10.6084/m9.figshare.16851135,Additional file 3 of The mitochondrially-localized nucleoside diphosphate kinase D (NME4) is a novel metastasis suppressor,figshare,2021.0,,Audiovisual,Creative Commons Attribution 4.0 International,Additional file 3: Movie 2. Videomicroscopy of wild-type NDPK-D HeLa clones.,mds,True,findable,0.0,0.0,93.0,1.0,0.0,2021-10-22T04:07:03.000Z,2021-10-22T04:07:05.000Z,figshare.ars,otjm,"Biophysics,Biochemistry,Medicine,Cell Biology,Genetics,FOS: Biological sciences,Molecular Biology,Physiology,Immunology,FOS: Clinical medicine,Developmental Biology,Cancer,Hematology,Infectious Diseases,FOS: Health sciences,Computational Biology","[{'subject': 'Biophysics'}, {'subject': 'Biochemistry'}, {'subject': 'Medicine'}, {'subject': 'Cell Biology'}, {'subject': 'Genetics'}, {'subject': 'FOS: Biological sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Molecular Biology'}, {'subject': 'Physiology'}, {'subject': 'Immunology'}, {'subject': 'FOS: Clinical medicine', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Developmental Biology'}, {'subject': 'Cancer'}, {'subject': 'Hematology'}, {'subject': 'Infectious Diseases'}, {'subject': 'FOS: Health sciences', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Computational Biology'}]",['6353394 Bytes'],
+10.5281/zenodo.10688120,Dataset related to article: Equivariant graph neural network interatomic potential for Green-Kubo thermal conductivity in phase change materials,Zenodo,2024.0,,Dataset,Creative Commons Attribution 4.0 International,This repository contains the dataset to train and test the GeTe Machine Learning Interatomic Potential (MLIP).  The computational details are given in the manuscript.  ,api,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-21T14:22:27.000Z,2024-02-21T14:22:27.000Z,cern.zenodo,cern,,,,
+10.26302/sshade/experiment_lb_20221017_001,Bulk-rock FTIR MIR spectra of CR chondrites,SSHADE/GhoSST (OSUG Data Center),2024.0,en,Dataset,"Any use of downloaded SSHADE data in a scientific or technical paper or a presentation is free but you should cite both SSHADE and the used data in the text ( 'first author' et al., year) with its full reference (with its DOI) in the main reference section of the paper (or in a special 'data citation' section) and, when available, the original paper(s) presenting the data.","Bulk-rock FTIR MIR spectra of CR chondrites, normalized to the maximum intensity of the Si-O stretching band",mds,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-21T14:20:02.000Z,2024-02-21T14:20:02.000Z,inist.sshade,mgeg,"laboratory measurement,transmission,macroscopic,MIR,Mid-Infrared,normalized absorbance,matrix MAC87320,chondrules MAC87320,CAIs MAC87320,adsorbed phase,KBr,adsorbed water on KBr (Beck14),matrix NWA14499,chondrules NWA14499,CAIs NWA14499,matrix NWA13724,chondrules NWA13724,CAIs NWA13724,matrix QUE94603,chondrules QUE94603,CAIs QUE94603,matrix MET00426,chondrules MET00426,CAIs MET00426,matrix NWA14250,chondrules NWA14250,CAIs NWA14250,matrix MIL090657,chondrules MIL090657,CAIs MIL090657,matrix QUE99177,chondrules QUE99177,CAIs QUE99177,matrix LAP04516,chondrules LAP04516,CAIs LAP04516,chondrules EET92159,matrix EET92159,matrix EET92042,chondrules EET92042,CAIs EET92042,matrix GRA95229,chondrules GRA95229,CAIs GRA95229,matrix LAP04720,chondrules LAP04720,CAIs LAP04720,matrix GRA06100,chondrules GRA06100,CAIs GRA06100,matrix DOM10085,chondrules DOM10085,CAIs DOM10085,matrix BUC10933,chondrules BUC10933,CAIs BUC10933,matrix NWA12474,chondrules NWA12474,CAIs NWA12474,matrix GRO17060,chondrules GRO17060,CAIs GRO17060,matrix Renazzo,chondrules Renazzo,CAIs Renazzo,matrix MIL090001,chondrules MIL090001,CAIs MIL090001,matrix GRO95577,chondrules GRO95577,CAIs GRO95577,extraterrestrial,commercial,complex organic-mineral mix,complex mineral mix,physically adsorbed phase,bromide","[{'subject': 'laboratory measurement', 'subjectScheme': 'main'}, {'subject': 'transmission', 'subjectScheme': 'main'}, {'subject': 'macroscopic', 'subjectScheme': 'main'}, {'subject': 'MIR', 'subjectScheme': 'variables'}, {'subject': 'Mid-Infrared', 'subjectScheme': 'variables'}, {'subject': 'normalized absorbance', 'subjectScheme': 'variables'}, {'subject': 'matrix MAC87320', 'subjectScheme': 'name'}, {'subject': 'chondrules MAC87320', 'subjectScheme': 'name'}, {'subject': 'CAIs MAC87320', 'subjectScheme': 'name'}, {'subject': 'adsorbed phase', 'subjectScheme': 'name'}, {'subject': 'KBr', 'subjectScheme': 'name'}, {'subject': 'adsorbed water on KBr (Beck14)', 'subjectScheme': 'name'}, {'subject': 'matrix NWA14499', 'subjectScheme': 'name'}, {'subject': 'chondrules NWA14499', 'subjectScheme': 'name'}, {'subject': 'CAIs NWA14499', 'subjectScheme': 'name'}, {'subject': 'matrix NWA13724', 'subjectScheme': 'name'}, {'subject': 'chondrules NWA13724', 'subjectScheme': 'name'}, {'subject': 'CAIs NWA13724', 'subjectScheme': 'name'}, {'subject': 'matrix QUE94603', 'subjectScheme': 'name'}, {'subject': 'chondrules QUE94603', 'subjectScheme': 'name'}, {'subject': 'CAIs QUE94603', 'subjectScheme': 'name'}, {'subject': 'matrix MET00426', 'subjectScheme': 'name'}, {'subject': 'chondrules MET00426', 'subjectScheme': 'name'}, {'subject': 'CAIs MET00426', 'subjectScheme': 'name'}, {'subject': 'matrix NWA14250', 'subjectScheme': 'name'}, {'subject': 'chondrules NWA14250', 'subjectScheme': 'name'}, {'subject': 'CAIs NWA14250', 'subjectScheme': 'name'}, {'subject': 'matrix MIL090657', 'subjectScheme': 'name'}, {'subject': 'chondrules MIL090657', 'subjectScheme': 'name'}, {'subject': 'CAIs MIL090657', 'subjectScheme': 'name'}, {'subject': 'matrix QUE99177', 'subjectScheme': 'name'}, {'subject': 'chondrules QUE99177', 'subjectScheme': 'name'}, {'subject': 'CAIs QUE99177', 'subjectScheme': 'name'}, {'subject': 'matrix LAP04516', 'subjectScheme': 'name'}, {'subject': 'chondrules LAP04516', 'subjectScheme': 'name'}, {'subject': 'CAIs LAP04516', 'subjectScheme': 'name'}, {'subject': 'chondrules EET92159', 'subjectScheme': 'name'}, {'subject': 'matrix EET92159', 'subjectScheme': 'name'}, {'subject': 'matrix EET92042', 'subjectScheme': 'name'}, {'subject': 'chondrules EET92042', 'subjectScheme': 'name'}, {'subject': 'CAIs EET92042', 'subjectScheme': 'name'}, {'subject': 'matrix GRA95229', 'subjectScheme': 'name'}, {'subject': 'chondrules GRA95229', 'subjectScheme': 'name'}, {'subject': 'CAIs GRA95229', 'subjectScheme': 'name'}, {'subject': 'matrix LAP04720', 'subjectScheme': 'name'}, {'subject': 'chondrules LAP04720', 'subjectScheme': 'name'}, {'subject': 'CAIs LAP04720', 'subjectScheme': 'name'}, {'subject': 'matrix GRA06100', 'subjectScheme': 'name'}, {'subject': 'chondrules GRA06100', 'subjectScheme': 'name'}, {'subject': 'CAIs GRA06100', 'subjectScheme': 'name'}, {'subject': 'matrix DOM10085', 'subjectScheme': 'name'}, {'subject': 'chondrules DOM10085', 'subjectScheme': 'name'}, {'subject': 'CAIs DOM10085', 'subjectScheme': 'name'}, {'subject': 'matrix BUC10933', 'subjectScheme': 'name'}, {'subject': 'chondrules BUC10933', 'subjectScheme': 'name'}, {'subject': 'CAIs BUC10933', 'subjectScheme': 'name'}, {'subject': 'matrix NWA12474', 'subjectScheme': 'name'}, {'subject': 'chondrules NWA12474', 'subjectScheme': 'name'}, {'subject': 'CAIs NWA12474', 'subjectScheme': 'name'}, {'subject': 'matrix GRO17060', 'subjectScheme': 'name'}, {'subject': 'chondrules GRO17060', 'subjectScheme': 'name'}, {'subject': 'CAIs GRO17060', 'subjectScheme': 'name'}, {'subject': 'matrix Renazzo', 'subjectScheme': 'name'}, {'subject': 'chondrules Renazzo', 'subjectScheme': 'name'}, {'subject': 'CAIs Renazzo', 'subjectScheme': 'name'}, {'subject': 'matrix MIL090001', 'subjectScheme': 'name'}, {'subject': 'chondrules MIL090001', 'subjectScheme': 'name'}, {'subject': 'CAIs MIL090001', 'subjectScheme': 'name'}, {'subject': 'matrix GRO95577', 'subjectScheme': 'name'}, {'subject': 'chondrules GRO95577', 'subjectScheme': 'name'}, {'subject': 'CAIs GRO95577', 'subjectScheme': 'name'}, {'subject': 'extraterrestrial', 'subjectScheme': 'origin'}, {'subject': 'commercial', 'subjectScheme': 'origin'}, {'subject': 'complex organic-mineral mix', 'subjectScheme': 'compound type'}, {'subject': 'complex mineral mix', 'subjectScheme': 'compound type'}, {'subject': 'physically adsorbed phase', 'subjectScheme': 'compound type'}, {'subject': 'bromide', 'subjectScheme': 'compound type'}]",['21 spectra'],['ASCII']
+10.5281/zenodo.10634904,Network Design with Integer Frank Wolfe,MATH+ Cluster of Excellence,2024.0,,Software,Creative Commons Attribution 4.0 International,Github Repository for the project Network Design with Integer Frank Wolfe. Associated with the paper https://arxiv.org/abs/2402.00166.,api,True,findable,0.0,0.0,0.0,1.0,1.0,2024-02-21T16:38:48.000Z,2024-02-21T16:38:48.000Z,cern.zenodo,cern,,,,
+10.6084/m9.figshare.12421367,Additional file 3 of Impact of take-home messages written into slide presentations delivered during lectures on the retention of messages and the residents’ knowledge: a randomized controlled study,figshare,2020.0,,Text,Creative Commons Attribution 4.0 International,"Additional file 3. Timing of the study (Figure). Legend: THM, take-home message; MCQ: multiple choice question.",mds,True,findable,0.0,0.0,18.0,0.0,0.0,2020-06-04T03:57:45.000Z,2020-06-04T03:57:45.000Z,figshare.ars,otjm,"Medicine,Sociology,FOS: Sociology,Immunology,FOS: Clinical medicine,Biological Sciences not elsewhere classified,Cancer,Science Policy","[{'subject': 'Medicine'}, {'subject': 'Sociology'}, {'subject': 'FOS: Sociology', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Immunology'}, {'subject': 'FOS: Clinical medicine', 'schemeUri': 'http://www.oecd.org/science/inno/38235147.pdf', 'subjectScheme': 'Fields of Science and Technology (FOS)'}, {'subject': 'Biological Sciences not elsewhere classified'}, {'subject': 'Cancer'}, {'subject': 'Science Policy'}]",['31826 Bytes'],
+10.57745/zchker,In situ strain and stresses in two phase olivine+antigorite aggregates deformed at subduction zones pressures,Recherche Data Gouv,2024.0,,Dataset,,"This dataset comprises strains and stresses measured in situ using synchrotron X rays imaging and diffraction, in two-phase aggregates of olivine + antigorite deformed under subduction zones pressures (several GPa). These two-phase aggregates are a proxy for serpentinized peridotites. Please see the associated publication for discussion on the stress measurements nature and the associated hypotheses.",mds,True,findable,5.0,1.0,0.0,0.0,0.0,2024-02-14T14:42:11.000Z,2024-02-22T10:42:06.000Z,rdg.prod,rdg,,,,
+10.5281/zenodo.10680982,Pooch v1.8.1: A friend to fetch your data files,Zenodo,2024.0,,Software,"BSD 3-Clause ""New"" or ""Revised"" License","Just want to download a file without messing with requests and urllib? Trying to add sample datasets to your Python package? Pooch is here to help!
+
+
+Pooch is a Python library that can manage data by downloading files from a server (only when needed) and storing them locally in a data cache (a folder on your computer).
+
+
+
+Pure Python and minimal dependencies.
+
+Download files over HTTP, FTP, and from data repositories like Zenodo and figshare.
+
+Built-in post-processors to unzip/decompress the data after download.
+
+Designed to be extended: create custom downloaders and post-processors.
+
+
+Are you a scientist or researcher? Pooch can help you too!
+
+
+
+Host your data on a repository and download using the DOI.
+
+Automatically download data using code instead of telling colleagues to do it themselves.
+
+Make sure everyone running the code has the same version of the data files.
+
+
+Pooch v0.7.1 was reviewed at the Journal of Open Source Software: https://github.com/openjournals/joss-reviews/issues/1943
+
+Documentation: https://www.fatiando.org/pooch
+
+Source code: https://github.com/fatiando/pooch
+
+Part of the Fatiando a Terra project.
+
+Note: Authors are listed in alphabetical order by last name.",api,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-20T13:04:53.000Z,2024-02-20T13:04:53.000Z,cern.zenodo,cern,Python,[{'subject': 'Python'}],,
+10.5281/zenodo.7603974,Design of a Natural Circulation Experiment to Investigate Flow Stability,Zenodo,2023.0,en,ConferencePaper,Creative Commons Attribution 4.0 International,"A numerical methodology for the study of the stability characteristics of natural circulation systems using molten salts as working fluid is currently under development. This numerical methodology is intended as an aid tool for the design of passive decay heat removal systems for Molten Salt Reactors (MSRs). This paper presents the design of a natural circulation experiment that will be used to test this novel numerical methodology. The experiment has been designed to obtain 2D-like Rayleigh-Bénard cells with laminar flow. Moreover, the experiment will allow to obtain flow conditions close to those encountered in a natural convection system with an internal heat source. As the focus of the methodology is placed on its capability to accurately describe the dynamic behavior of the system, the experiment has been designed to cover a significant range of operational conditions (Rayleigh number) and to obtain distinguishable flow states and the transitions between them. The experiment design robustness has been investigated by performing numerical studies considering various potential bias and uncertainties. In the presented case the principal bias and uncertainties are related to the heating and cooling mechanisms, the wall materials effects and the possible non-negligible interaction with the environment. Results from this study show that an experimental configuration using a flat-cavity geometry will provide meaningful results and a sufficiently complex behavior for testing the methodology without resorting to a system with a turbulent or highly 3D dynamic. Finally, the experiment can operate with a conventional fluid while retaining key phenomena specific to the molten salts.",api,True,findable,0.0,0.0,0.0,0.0,1.0,2024-02-22T12:59:14.000Z,2024-02-22T12:59:14.000Z,cern.zenodo,cern,,,,
+10.5281/zenodo.10688119,Dataset related to article: Equivariant graph neural network interatomic potential for Green-Kubo thermal conductivity in phase change materials,Zenodo,2024.0,,Dataset,Creative Commons Attribution 4.0 International,This repository contains the dataset to train and test the GeTe Machine Learning Interatomic Potential (MLIP).  The computational details are given in the manuscript.  ,api,True,findable,0.0,0.0,0.0,0.0,1.0,2024-02-21T14:23:00.000Z,2024-02-21T14:23:01.000Z,cern.zenodo,cern,,,,
+10.5281/zenodo.10634905,Network Design with Integer Frank Wolfe,MATH+ Cluster of Excellence,2024.0,,Software,Creative Commons Attribution 4.0 International,Github Repository for the project Network Design with Integer Frank Wolfe. Associated with the paper https://arxiv.org/abs/2402.00166.,api,True,findable,0.0,0.0,0.0,0.0,0.0,2024-02-21T16:38:47.000Z,2024-02-21T16:38:48.000Z,cern.zenodo,cern,,,,