cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25405/data.ncl.19688040
title: Comparative sentiment analysis (SA) of original Twitter data posted in English about the 10th anniversary of the 2010 Haiti Earthquake

description: This dataset contains the sentiment analysis (SA) of original tweets posted in English by users related to the 10th anniversary of the 2010 Haitian earthquake. Tweets are classified according to their polarity or not related. This classification includes supervised and unsupervised classification. This dataset compares the accuracy (ACC) of three tools for unsupervised text classification: a no-code machine learning (ML) classification platform: ‘MonkeyLearn’ and two trained models finetuned for SA: ‘troberta’ and ‘btweet’. These last ones are language models based on RoBERTa (https://aclanthology.org/2020.findings-emnlp.148/) and BERTweet (https://aclanthology.org/2020.emnlp-demos.2/) architecture, respectively. Both models are available in the platform: Hugging Face. The first author performed the supervised classification and trained the tweets on the MonkeyLearn platform at the tweet level using samples of 1, 5 and 10 per cent of the tweets in the dataset (excluded to test ACC in the prediction). This supervised classification is compared to the unsupervised classification performed by ‘MonkeyLearn’, ‘troberta’ and ‘btweet’. We can observe that the average confidence in the classification increase with the number of trained tweets in the case of ‘MonkeyLearn’ (0.39, 0.56 and 0.64) while the average confidence in their own classification by troberta (0.89) and btweet (0.92) is very high and higher than MonkeyLearn’s average confidence.
DOI: 10.25405/data.ncl.19688040.v2
title: Sentiment analysis (SA) (supervised and unsupervised classification) of original Twitter data posted in English about the 10th anniversary of the 2010 Haiti Earthquake

description: This dataset contains the sentiment analysis (SA) of original tweets posted in English by users related to the 10th anniversary of the 2010 Haitian earthquake. Tweets are classified according to their polarity or not related. This classification includes supervised and unsupervised classification. This dataset compares the accuracy (ACC) of three tools for unsupervised text classification: a no-code machine learning (ML) classification platform: ‘MonkeyLearn’ and two trained models finetuned for SA: ‘troberta’ and ‘btweet’. These last ones are language models based on RoBERTa (https://aclanthology.org/2020.findings-emnlp.148/) and BERTweet (https://aclanthology.org/2020.emnlp-demos.2/) architecture, respectively. Both models are available in the platform: Hugging Face. The first author performed the supervised classification and trained the tweets on the MonkeyLearn platform at the tweet level using samples of 1, 5 and 10 per cent of the tweets in the dataset (excluded to test ACC in the prediction). This supervised classification is compared to the unsupervised classification performed by ‘MonkeyLearn’, ‘troberta’ and ‘btweet’. We can observe that the average confidence in the classification increase with the number of trained tweets in the case of ‘MonkeyLearn’ (0.39, 0.56 and 0.64) while the average confidence in their own classification by troberta (0.89) and btweet (0.92) is very high and higher than MonkeyLearn’s average confidence.
DOI: 10.5281/zenodo.7774014
title: Auswertung zur Referenzierung von Forschungsdaten in den DELFI-Proceedings 2018-2022

description: Der Datensatz enthält eine Auswertung dazu, wie in den Proceedings der DELFI-Tagung 2018-2022 Forschungsdaten und Softwareartefakte durch Referenzen auffindbar und zugreifbar gemacht werden. Für die Erhebung wurden alle Beitragskategorien der DELFI-Hauptkonferenz berücksichtigt. Beiträge zu den Workshops wurden nicht berücksichtigt. Alle Beiträge wurden vom Erstautor daraufhin untersucht, ob ihrem Inhalt Forschungsdaten zugrunde liegen. Als Indikatoren dafür wurde die Forschungsmethodik (sofern beschrieben) auf Tätigkeiten überprüft, bei der Forschungsdaten anfallen. Ferner wurden die textuell beschriebenen Ergebnisse sowie Abbildungen (sofern vorhanden) daraufhin untersucht, ob sie Ausschnitte aus Forschungsdaten oder aggregierte Daten enthalten. Im Ergebnis wurde für jeden Beitrag festgehalten, ob ein unmittelbarer Bezug zu Forschungsdaten vorliegt, wobei ein Bezug zu Softwareartefakten als Informatik-spezifische Form von Forschungsdaten gesondert erfasst wurde. Die so gewonnenen Erhebungsdaten wurden vom Zweitautor des vorliegenden Beitrags in einer zweiten Sichtung aller Beiträge überprüft. Für alle Beiträge, die Forschungsdaten enthalten wurde geprüft, ob im Beitrag Verweise auf den Veröffentlichungsort der Daten in Form einer URL, einer DOI oder eines Verweises auf eine andere schriftliche Publikation enthalten sind. Im Fall von URLs und DOIs wurde ferner geprüft, ob diese Verweise tatsächlich zu einer zugreifbaren Ressource führen. Bei schriftlichen Publikationen wurde überprüft, ob es eine solche Veröffentlichung gibt. Eine inhaltliche Prüfung der Vollständigkeit oder Qualität der referenzierten Daten wurde in keinem der Fälle vorgenommen. Es wurde allerdings erhoben, ob im Beitrag selbst Informationen dazu gegeben wurde, wenn nur ein Teil der Forschungsdaten über die genannten Referenzen verfügbar war, beispielsweise lediglich ein verwendeter Fragebogen, nicht jedoch alle darüber erhobenen Rohdaten.
DOI: 10.6084/m9.figshare.22182018
title: RNA-Seq Analysis of Clinical Samples from TCGA Reveal Molecular Signatures for Ovarian Cancer

description: Identifying differentially expressed genes and co-expression modules lead to novel biomarkers. GO, pathway enrichment, network, and tumor stage analysis of 318 ovarian cancer samples from TCGA, categorised into primary and recurrent, pre-menopause and post-menopause, and early and late stage tumors was performed. Upregulated and downregulated genes in primary vs recurrent, early stage vs late-stage and pre-menopause vs post-menopause tumors were 84 and 62, 84 and 35, and 88 and 14, respectively. IRAK2 and CXCL8 had higher expression in recurrent tumors while REG1A had higher expression in post-menopause samples. In late stage tumors constant expression of IRAK2 and REG1A was observed, while that of CXCL8 and EGF decreased. These genes may be potential biomarkers for the diagnosis of the disease.
DOI: 10.14469/hpc/11676
title: Monitoring Light-Driven Oxygen Insertion Reactions into Metal Carbon Bonds by LED-NMR Spectroscopy

description: NMR Spectra and Excel spreadsheets for the LED-NMR experiments for the reactions of [Pt(BPI)Me] and [Pd(BPI)Me] with oxygen.
DOI: 10.6084/m9.figshare.22323382.v1
title: Data

description: FCS files
DOI: 10.6084/m9.figshare.22340008
title: Batocera horsfieldi

description: <strong>EAG respinse;J.regia bark and leaf GC-MS</strong>
DOI: 10.6084/m9.figshare.22340008.v1
title: Batocera horsfieldi

description: <strong>EAG respinse;J.regia bark and leaf GC-MS</strong>
DOI: 10.25405/data.ncl.21588042.v3
title: Informing drug discovery: a systematic review of POLG-related disease models

description: Supplementary Table 1. PRISMA checklist <br> Supplementary Figure 1. PRISMA flow diagram <br> Supplementary Table 2. Search strategy <br> Supplementary Table 3. Detailed article inclusion/exclusion criteria <br> Supplementary Table 4. Excluded full text articles <br> Supplementary Table 5. Data extracted from all included articles. <br> Supplementary Table 6A. The criteria for assessing reporting quality of each article. <br> Supplementary Table 6B. The assessment of the reporting quality of each article. <br> Supplementary Table 6C. The summarised Assessment of the reporting quality of each article.
DOI: 10.6084/m9.figshare.19738651
title: C_auratus_WA_T.recode.vcf.gz

description: Neutral SNP dataset used in "Fisheries genomics of snapper (<em>Chrysophrys auratus</em>) along the west Australian coast". Includes the two samples used in the temporal analysis.
DOI: 10.6084/m9.figshare.19738651.v2
title: C_auratus_WA_T.recode.vcf.gz

description: Neutral SNP dataset used in "Fisheries genomics of snapper (<em>Chrysophrys auratus</em>) along the west Australian coast". Includes the two samples used in the temporal analysis.
DOI: 10.6084/m9.figshare.19738651.v1
title: C_auratus_WA_T.recode.vcf.gz

description: Neutral SNP dataset used in "Fisheries genomics of snapper (Chrysophrys auratus) along the west Australian coast". Includes the two samples used in the temporal analysis.
DOI: 10.6084/m9.figshare.22340079
title: New insights into the stratigraphic evolution of southwest Britain: Implications for Triassic salt and hydrocarbon prospectivity

description: Supplementary data.
DOI: 10.6084/m9.figshare.22340079.v1
title: New insights into the stratigraphic evolution of southwest Britain: Implications for Triassic salt and hydrocarbon prospectivity

description: Supplementary data.
DOI: 10.6084/m9.figshare.22340085
title: Temporal scales, sampling designs and age distributions in marine conservation palaeobiology

description: R language script reproducing analyses and figures.
DOI: 10.6084/m9.figshare.22340085.v1
title: Temporal scales, sampling designs and age distributions in marine conservation palaeobiology

description: R language script reproducing analyses and figures.
DOI: 10.34740/kaggle/dsv/5246508
title: YouTube Daily
DOI: 10.6084/m9.figshare.22323385
title: Analysis

description: Analysis
DOI: 10.6084/m9.figshare.22323385.v2
title: Analysis

description: Analysis
DOI: 10.6084/m9.figshare.22323382
title: Data

description: FCS files
DOI: 10.6084/m9.figshare.22323382.v2
title: Data

description: FCS files
DOI: 10.6084/m9.figshare.22323382.v3
title: Data

description: FCS files
DOI: 10.5281/zenodo.7774008
title: Clinimetrics and feasibility of the Italian version of the Frontal Assessment Battery (FAB) in non-demented Parkinson's disease patients

description: Dataset associated with the paper: "Clinimetrics and feasibility of the Italian version of the Frontal Assessment Battery (FAB) in non-demented Parkinson’s disease patients"
DOI: 10.5281/zenodo.7774009
title: Clinimetrics and feasibility of the Italian version of the Frontal Assessment Battery (FAB) in non-demented Parkinson's disease patients

description: Dataset associated with the paper: "Clinimetrics and feasibility of the Italian version of the Frontal Assessment Battery (FAB) in non-demented Parkinson’s disease patients"
DOI: 10.6084/m9.figshare.22340092
title: Bedrock determines the elevational patterns of soil phosphorus pools in a subtropical karst forest

description: Soil phosphorus (P) is an important nutrient limiting the plant productivity. The elevational pattern of soil P concentration is widely used to indicate how it responds to the climatic gradient. However, the bedrock variation in an elevational transect is usually neglected, which could have caused the inconsistent elevational patterns of soil P concentration in previous studies. In present study, we examined elevational patterns of various soil P pools (i.e., labile inorganic P (Pi) and organic P (Po), moderately labile Pi and Po, primary mineral P, and occluded P) in top-soils in an elevational transect with alternating bedrock types (i.e., clasolite and limestone) in a subtropical karst forest.
DOI: 10.6084/m9.figshare.22340092.v1
title: Bedrock determines the elevational patterns of soil phosphorus pools in a subtropical karst forest

description: Soil phosphorus (P) is an important nutrient limiting the plant productivity. The elevational pattern of soil P concentration is widely used to indicate how it responds to the climatic gradient. However, the bedrock variation in an elevational transect is usually neglected, which could have caused the inconsistent elevational patterns of soil P concentration in previous studies. In present study, we examined elevational patterns of various soil P pools (i.e., labile inorganic P (Pi) and organic P (Po), moderately labile Pi and Po, primary mineral P, and occluded P) in top-soils in an elevational transect with alternating bedrock types (i.e., clasolite and limestone) in a subtropical karst forest.
DOI: 10.6084/m9.figshare.21988403
title: BELGIUM_TILE_POPULATION

description: Data for Good Meta. High resolution population estimates for Belgium. Includes total population, men, women, women of reproductive age, elderly, youth, and children subgroups. Creative Commons Attribute International License. To facilitate population data retrieval across scale, we segment spatial coverage into 14 equal sized tiles. GPU enabled spatial join via RapidsAI was employed to assign population information with each vector tile. <br> <strong>Reference</strong>: Facebook Connectivity Lab and Center for International Earth Science Information Network - CIESIN - Columbia University. 2016. High Resolution Settlement Layer (HRSL). Source imagery for HRSL © 2016 DigitalGlobe. Accessed 26 March 2023.
DOI: 10.6084/m9.figshare.21988403.v3
title: BELGIUM_TILE_POPULATION

description: Data for Good Meta. High resolution population estimates for Belgium. Includes total population, men, women, women of reproductive age, elderly, youth, and children subgroups. Creative Commons Attribute International License. To facilitate population data retrieval across scale, we segment spatial coverage into 14 equal sized tiles. GPU enabled spatial join via RapidsAI was employed to assign population information with each vector tile. <br> <strong>Reference</strong>: Facebook Connectivity Lab and Center for International Earth Science Information Network - CIESIN - Columbia University. 2016. High Resolution Settlement Layer (HRSL). Source imagery for HRSL © 2016 DigitalGlobe. Accessed 26 March 2023.
DOI: 10.6084/m9.figshare.21988403.v2
title: Bangkok_100M_Network_Edges

description: File containing road network in Bangkok.
DOI: 10.6084/m9.figshare.19154463.v1
title: Prisoner knowledge about head injury is Improved by brief psychoeducation

description: The high prevalence of head injury (HI) in prisoners and its association with offending indicates a need for interventions. However, there is little evidence and none for the effectiveness of psychoeducation in improving prisoner knowledge about HI and its effects. Small groups of males in two Scottish prisons underwent a 1 hour psychoeducation session delivered by PowerPoint and combined with question and answer, video clips and a booklet about HI. A pre-post intervention design was used to assess knowledge about HI from vignettes. Participants indicated effects of HI using unprompted free recall and then with a questionnaire (the Symptom Checklist; SCL), pre-education (n = 34), post-education (n = 19) and at 4-week follow-up (n = 11). Free recall was scored using symptom lists from national guidelines (FR-SIGN) or the SCL (FR-SCL). Within-subject comparisons were made between pre-intervention, post-intervention and follow-up scores. Knowledge about HI significantly increased pre- to post-education for FR-SIGN (<i>d = </i>0.91; 95% CI 0.62, 2.53) and FR-SCL (<i>d</i> = 0.99; 95% CI 0.95, 4.00) without decrement at follow-up (FR-SIGN <i>d = </i>1.27; 95% CI 0.53, 2.56; FR-SCL <i>r = </i>0.60). Scores on the SCL did not change over time (p &gt; .05). Prisoner knowledge about HI was improved by brief psychoeducation suitable for delivery in prisons.
DOI: 10.6084/m9.figshare.19154463
title: Prisoner knowledge about head injury is Improved by brief psychoeducation

description: The high prevalence of head injury (HI) in prisoners and its association with offending indicates a need for interventions. However, there is little evidence and none for the effectiveness of psychoeducation in improving prisoner knowledge about HI and its effects. Small groups of males in two Scottish prisons underwent a 1 hour psychoeducation session delivered by PowerPoint and combined with question and answer, video clips and a booklet about HI. A pre-post intervention design was used to assess knowledge about HI from vignettes. Participants indicated effects of HI using unprompted free recall and then with a questionnaire (the Symptom Checklist; SCL), pre-education (n = 34), post-education (n = 19) and at 4-week follow-up (n = 11). Free recall was scored using symptom lists from national guidelines (FR-SIGN) or the SCL (FR-SCL). Within-subject comparisons were made between pre-intervention, post-intervention and follow-up scores. Knowledge about HI significantly increased pre- to post-education for FR-SIGN (<i>d = </i>0.91; 95% CI 0.62, 2.53) and FR-SCL (<i>d</i> = 0.99; 95% CI 0.95, 4.00) without decrement at follow-up (FR-SIGN <i>d = </i>1.27; 95% CI 0.53, 2.56; FR-SCL <i>r = </i>0.60). Scores on the SCL did not change over time (p &gt; .05). Prisoner knowledge about HI was improved by brief psychoeducation suitable for delivery in prisons.
DOI: 10.6084/m9.figshare.19554959.v2
title: Characteristics, Outcomes, Sex and Gender Considerations of Community-Based Physical Activity Interventions after Moderate-to-Severe Traumatic Brain Injury: Scoping Review

description: This scoping review mapped the current evidence about community-based physical activity (PA) interventions for individuals with moderate-to-severe traumatic brain injury (TBI) and identified the reported health-related outcomes, measurement tools used, and considerations given to sex and gender. Searches were conducted in six academic databases for peer-reviewed articles (MEDLINE, EMBASE, Cochrane CENTRAL, CINAHL, SPORTDiscus, and PEDro). PRISMA Scoping Review guidelines were followed. Two reviewers independently screened articles for inclusion and extracted data for the analysis with a modified Consensus on Exercise Reporting Template (CERT). Health-related outcomes were classified with domains of the International Classification of Function, Disability and Health (ICF). 19 studies were identified. Seven PA intervention types were included. CERT scores varied (<i>M</i> = 12.74, SD = 3.51 items), with limited details for replication. ICF outcomes focused on improving body functions (74%), activities and participation (14%), environmental factors (1%), and other: not covered (11%). Only four studies (21%) stratified their results by sex or gender. Identified PA interventions from this review revealed common characteristics that led to improved outcomes. Proposed recommendations aim to improve future research and community practice. There is a pressing need for more sex and gender considerations in PA research after moderate-to-severe TBI.
DOI: 10.6084/m9.figshare.19554959
title: Characteristics, Outcomes, Sex and Gender Considerations of Community-Based Physical Activity Interventions after Moderate-to-Severe Traumatic Brain Injury: Scoping Review

description: This scoping review mapped the current evidence about community-based physical activity (PA) interventions for individuals with moderate-to-severe traumatic brain injury (TBI) and identified the reported health-related outcomes, measurement tools used, and considerations given to sex and gender. Searches were conducted in six academic databases for peer-reviewed articles (MEDLINE, EMBASE, Cochrane CENTRAL, CINAHL, SPORTDiscus, and PEDro). PRISMA Scoping Review guidelines were followed. Two reviewers independently screened articles for inclusion and extracted data for the analysis with a modified Consensus on Exercise Reporting Template (CERT). Health-related outcomes were classified with domains of the International Classification of Function, Disability and Health (ICF). 19 studies were identified. Seven PA intervention types were included. CERT scores varied (<i>M</i> = 12.74, SD = 3.51 items), with limited details for replication. ICF outcomes focused on improving body functions (74%), activities and participation (14%), environmental factors (1%), and other: not covered (11%). Only four studies (21%) stratified their results by sex or gender. Identified PA interventions from this review revealed common characteristics that led to improved outcomes. Proposed recommendations aim to improve future research and community practice. There is a pressing need for more sex and gender considerations in PA research after moderate-to-severe TBI.
DOI: 10.6084/m9.figshare.19554959.v1
title: Characteristics, Outcomes, Sex and Gender Considerations of Community-Based Physical Activity Interventions after Moderate-to-Severe Traumatic Brain Injury: Scoping Review

description: This scoping review mapped the current evidence about community-based physical activity (PA) interventions for individuals with moderate-to-severe traumatic brain injury (TBI) and identified the reported health-related outcomes, measurement tools used, and considerations given to sex and gender. Searches were conducted in six academic databases for peer-reviewed articles (MEDLINE, EMBASE, Cochrane CENTRAL, CINAHL, SPORTDiscus, and PEDro). PRISMA Scoping Review guidelines were followed. Two reviewers independently screened articles for inclusion and extracted data for the analysis with a modified Consensus on Exercise Reporting Template (CERT). Health-related outcomes were classified with domains of the International Classification of Function, Disability and Health (ICF). 19 studies were identified. Seven PA intervention types were included. CERT scores varied (<i>M</i> = 12.74, SD = 3.51 items), with limited details for replication. ICF outcomes focused on improving body functions (74%), activities and participation (14%), environmental factors (1%), and other: not covered (11%). Only four studies (21%) stratified their results by sex or gender. Identified PA interventions from this review revealed common characteristics that led to improved outcomes. Proposed recommendations aim to improve future research and community practice. There is a pressing need for more sex and gender considerations in PA research after moderate-to-severe TBI.
DOI: 10.6084/m9.figshare.22337500
title: Co-assembled metagenomic reads from the hindgut samples from the millipede species, Epibolus pulchripes

description: Three quality-filtered reads from the hindgut samples of <em>Epibolus pulchripes</em> were called into anvi’o v7 metagenomic workflow, co-assembled (<em>de novo</em>) with MEGAHITvv1.2.9, and contigs &lt;1 kbp were removed.
DOI: 10.17894/ucph.9316566f-37ef-4618-a228-ebee347ae0a4
title: Franke2023_gprmaxruns
DOI: 10.34740/kaggle/dsv/5245816
title: Software Defined Network Specific Dataset
DOI: 10.5517/ccdc.csd.cc247kjh
title: CCDC 1973476: Experimental Crystal Structure Determination

description: Related Article: Craig A. Peeples, Ahmet Çetinkaya, Patrik Tholen, Franz-Josef Schmitt, Yunus Zorlu, Kai Bin Yu, Ozgur Yazaydin, Jens Beckmann, Gabriel Hanna, Gündoğ Yücesan|2022|Chem.-Eur.J.|28|e202104041|doi:10.1002/chem.202104041
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc277p4b
title: CCDC 2062961: Experimental Crystal Structure Determination

description: Related Article: Stefanie Beck, Vanessa Rück, Lea-Viktoria Pietsch, Christoph Jessen, Andreas J. Kornath|2022|Chem.-Eur.J.|28|e202104086|doi:10.1002/chem.202104086
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.