cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19911418.v1
title: Physiotherapy students’ education on, exposure to, and attitudes and beliefs about providing care for LGBTQIA+ patients: a cross-sectional study in the UK

description: Individuals who identify as lesbian, gay, bisexual, transgender, queer, intersex, asexual or related identities (LGBTQIA+) experience barriers when accessing healthcare, including physiotherapy. Little is known about physiotherapy students’ attitudes and beliefs about caring for LGBTQIA+ individuals and what education is provided. This study aims to identify the attitudes, knowledge and practice of physiotherapy students when caring for LGBTQIA+ patients in the UK. A cross-sectional online survey of physiotherapy students. Independent sample t-tests and an analysis of variance were carried out to analyse between-group differences in heteronormativity scores (modified Heteronormative Attitudes and Beliefs Scale (HABS)) and respondents’ attitudes and beliefs about caring for LGBTQIA+ individuals. 107 eligible participants completed the questionnaire with 23% identifying as LGBTQIA + and 41% indicating close personal exposure to LGBTQIA+ people. Clinical placement experience and experience working with LGBTQIA+ people in other professional roles was reported by 16%, 27% respectively. Educational exposure (with a mean (standard deviation (SD)) of 2.7 (2.9) h) to the LGBTQIA + community was reported by 17% of participants. The overall mean (SD) modified-HABS score was 2.65 (1.20). Participants with greater personal and informal educational exposure to LGBTQIA+ topics demonstrated less heteronormative attitudes and beliefs, greater awareness and more inclusive attitudes towards caring for LGBTQIA+ individuals compared to those without. Physiotherapy students have generally positive attitudes towards providing care for LGBTQIA+ individuals. Education is inconsistent and physiotherapy students lack awareness of LGBTQIA+ specific healthcare needs. These findings suggest that more focus is needed on LGBTQIA+ healthcare within physiotherapy education.
DOI: 10.6084/m9.figshare.20089744
title: Using e-learning methods for physiotherapy students learning – a systematic review and meta-analysis of the impact on knowledge, skills, satisfaction and attitudes

description: To assess the effectiveness of e-learning methods in comparison with traditional learning on physiotherapy students’ knowledge, skills and satisfaction/attitude. Seven databases including PubMed, Web of Science, Embase, Scopus, ProQuest, Ovid SP and Cochrane were searched until October 2021. Randomised controlled trials (RCTs) that compared e-learning with traditional learning or another form of digital education among physiotherapy students and assessed knowledge, skills and satisfaction/attitude were included. Cochrane effective practice and organisation of care tool was used to assess risk of bias. Nineteen RCTs were included. The results suggested that blended learning approach is better than traditional methods for improving skills and satisfaction/attitude in physiotherapy students, with moderate to low level of evidence. There was no difference between blended learning and traditional learning for knowledge acquisition. Pure e-learning revealed an equal result with traditional learning in all measured outcomes. Due to limited number of studies that compared one e-learning method with another form of digital education, the findings were inconclusive. e-Learning methods made changes in knowledge, skills, satisfaction/attitude. Based on moderate to low evidence, blended learning method may be more effective than traditional learning in terms of skill acquisition and satisfaction/attitude.
DOI: 10.6084/m9.figshare.20089744.v1
title: Using e-learning methods for physiotherapy students learning – a systematic review and meta-analysis of the impact on knowledge, skills, satisfaction and attitudes

description: To assess the effectiveness of e-learning methods in comparison with traditional learning on physiotherapy students’ knowledge, skills and satisfaction/attitude. Seven databases including PubMed, Web of Science, Embase, Scopus, ProQuest, Ovid SP and Cochrane were searched until October 2021. Randomised controlled trials (RCTs) that compared e-learning with traditional learning or another form of digital education among physiotherapy students and assessed knowledge, skills and satisfaction/attitude were included. Cochrane effective practice and organisation of care tool was used to assess risk of bias. Nineteen RCTs were included. The results suggested that blended learning approach is better than traditional methods for improving skills and satisfaction/attitude in physiotherapy students, with moderate to low level of evidence. There was no difference between blended learning and traditional learning for knowledge acquisition. Pure e-learning revealed an equal result with traditional learning in all measured outcomes. Due to limited number of studies that compared one e-learning method with another form of digital education, the findings were inconclusive. e-Learning methods made changes in knowledge, skills, satisfaction/attitude. Based on moderate to low evidence, blended learning method may be more effective than traditional learning in terms of skill acquisition and satisfaction/attitude.
DOI: 10.6073/pasta/467f37729588f3572dadd99f09bfa70e
title: Plots_Klawinski Plots KML shapefile and coordinates

description: The coordinates and shapefile (kml) of the Paul Klawinsky plots near El Verde Field Station Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.6084/m9.figshare.24585138
title: Numerical data.xlsx

description: Vaccination will likely be a key component of strategies to curtail or prevent future sarbecovirus pandemics and to reduce the prevalence of infection and disease by future SARS-CoV-2 variants. A ‘pan-sarbecovirus’ vaccine, that provides maximum possible mitigation of human disease, should elicit neutralizing antibodies with maximum possible breadth. By positioning multiple different receptor binding domain (RBD) antigens in close proximity on a single immunogen, it is postulated that cross-reactive B cell receptors might be selectively engaged. Heteromultimeric vaccines could therefore elicit individual antibodies that neutralize a broad range of viral species. Here, we use model systems to investigate the ability of multimeric sarbecovirus RBD immunogens to expand cross-reactive B cells and elicit broadly reactive antibodies. Homomultimeric RBD immunogens generated higher serum neutralizing antibody titers than the equivalent monomeric immunogens, while heteromultimeric RBD immunogens generated neutralizing antibodies recognizing each RBD component. Moreover, RBD heterodimers elicited a greater fraction of cross-reactive germinal center B cells and cross-reactive RBD binding antibodies than did homodimers. However, when serum antibodies from RBD heterodimer-immunized mice were depleted using one RBD component, neutralization activity against the homologous viral pseudotype was removed, but neutralization activity against pseudotypes corresponding to the other RBD component was unaffected. Overall, simply combining divergent RBDs in a single immunogen generates largely separate sets of individual RBD-specific neutralizing serum antibodies that are mostly incapable of neutralizing viruses that diverge from the immunogen components.
DOI: 10.6084/m9.figshare.24585138.v1
title: Numerical data.xlsx

description: Vaccination will likely be a key component of strategies to curtail or prevent future sarbecovirus pandemics and to reduce the prevalence of infection and disease by future SARS-CoV-2 variants. A ‘pan-sarbecovirus’ vaccine, that provides maximum possible mitigation of human disease, should elicit neutralizing antibodies with maximum possible breadth. By positioning multiple different receptor binding domain (RBD) antigens in close proximity on a single immunogen, it is postulated that cross-reactive B cell receptors might be selectively engaged. Heteromultimeric vaccines could therefore elicit individual antibodies that neutralize a broad range of viral species. Here, we use model systems to investigate the ability of multimeric sarbecovirus RBD immunogens to expand cross-reactive B cells and elicit broadly reactive antibodies. Homomultimeric RBD immunogens generated higher serum neutralizing antibody titers than the equivalent monomeric immunogens, while heteromultimeric RBD immunogens generated neutralizing antibodies recognizing each RBD component. Moreover, RBD heterodimers elicited a greater fraction of cross-reactive germinal center B cells and cross-reactive RBD binding antibodies than did homodimers. However, when serum antibodies from RBD heterodimer-immunized mice were depleted using one RBD component, neutralization activity against the homologous viral pseudotype was removed, but neutralization activity against pseudotypes corresponding to the other RBD component was unaffected. Overall, simply combining divergent RBDs in a single immunogen generates largely separate sets of individual RBD-specific neutralizing serum antibodies that are mostly incapable of neutralizing viruses that diverge from the immunogen components.
DOI: 10.6073/pasta/b1b111d30ae2deb4eaa1d8f1a48f4e9c
title: Revegetation of landslides, vegetation &gt; 1.0m (Large landslide plots at the Luquillo Experimental Forest)

description: Here we use permanent plot data sampled from 16 landslide to documents temporal successional pathways in landslide patches (without the use of a chronosequence, cf. Guariguata 1990) and address the following questions: (1) What are the successional pathways of landslide and what species define them? How much pathway variation of individual plots is there within these landslides? (2) How similar are pathways among landslide? Is there any evidence that, with time, landslides either converge to a common vegetative enpoint or slow in the rate of successional change? The purpose of this study is to document the recovery of vegetation on new landslides in the Luquillo Experimental Forest. Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.5281/zenodo.10151196
title: Investigating the Combined Impact of Climate Change and Land Use/Land Cover on Flood Vulnerability Using a Machine Learning Algorithm

description: Using the uploaded code in preparation of the Flood vulnerability maps.
DOI: 10.5281/zenodo.10151197
title: Investigating the Combined Impact of Climate Change and Land Use/Land Cover on Flood Vulnerability Using a Machine Learning Algorithm

description: Using the uploaded code in preparation of the Flood vulnerability maps.
DOI: 10.6073/pasta/7a2112a3e7b8a2c848b6dad1aefe3c4c
title: Revegetation of landslides, vegetation &lt;0.1m (Small landslide plots at the Luquillo Experimental Forest)

description: The purpose of this study is to document the recovery of vegetation on new landslides in the Luquillo Experimental Forest, in particular seedlings less then 1m tall. Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.6073/pasta/80c7dc512e5bb81374ea3949e8ff9d8c
title: Fernandez Plots KML shapefile and coordinates

description: The coordinates and shapefile (kml) of the Fernandez plots near El Verde Field Station Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.6084/m9.figshare.24585150
title: Regions of simulated glasses for binary classification about imminent rearrangement

description: Associated with "Information decomposition to identify relevant variation in complex systems with machine learning" (https://arxiv.org/abs/2307.04755)Kieran A. Murphy and Dani S. Bassett, 2023Derived from Richard et al. 2020 ("Predicting plasticity in disordered solids from structural indicators"), this dataset contains local neighborhoods in glasses prepared by either rapid or gradual quenching. Half of the neighborhoods are about to kick off a sudden rearrangement event, and the other half are sampled from elsewhere in the system (at the same instant in time) to create a balanced binary classification dataset. Further, the data has already been divided according to the train/val split used in the paper. Outside of the npz pickle (which contains particle positions, types, and the binary label for every even), the radial distribution functions g_AA(r) and g_AB(r) are included. These measure the density in radial bands around type A particles, averaged across the entire system, and were used to ground the information decomposition results in the paper. Code to process the glass data as we did in the paper can be found through our project page, https://distributed-information-bottleneck.github.io.
DOI: 10.6073/pasta/78ab21bbe00c45b4559ddf48bf57ebd3
title: Everham's Plots KML shapefile and coordinates

description: Everham's Control Plots (2), Recovery and Germination Plots and KML shapefile and coordinates
DOI: 10.6073/pasta/65c977eeebd5fe44845ba814b2687271
title: Everham's Plots KML shapefile and coordinates

description: Everham's Control Plots (2), Recovery and Germination Plots and KML shapefile and coordinates Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.5519/qd.2vejrexs
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (34 records)
DOI: 10.6073/pasta/c77f1d204c48c0a3b15f03dc24d2e566
title: Elevation Plots KML Shapefile and Coordinates

description: The Elevation KML shapefile and coordinates Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.22003/xfel.eu-data-003004-00
title: Megahertz Single-Particle Diffractive Imaging of Macromolecular Scaffolds
DOI: 10.22003/xfel.eu-data-006696-00
title: Jungfrau strixel for hRIXS at SCS
DOI: 10.5281/zenodo.10151370
title: Branch Policies in CI/CD: Categorization, Adoption, and Usage - Supplemental for replicability
DOI: 10.6073/pasta/779e096428f5dbcd2d6acb039639b31b
title: CTE Plots KML shapefile and coordinates

description: The Canopy Trimming Experiment Plots KML shapefile and coordinates Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.5281/zenodo.10151369
title: Branch Policies in CI/CD: Categorization, Adoption, and Usage - Supplemental for replicability
DOI: 10.6073/pasta/20c477d1778bca8e3e9a8da3deee5c99
title: El Verde Field Station (EVFS) Area Boundary KML shapefile and coordinates

description: The EVFS Area Boundary shapefile (.kml) and coordinates Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.6073/pasta/925816fadb2f75d973faa00bafd3091f
title: Canopy gap survey at El Verde

description: The survey of gaps at El Verde covers about 35 ha, including the 9 ha grid. We defined a treefall gap at El Verde as a hole in the forest canopy extending down to an average height of about 3 m or less above ground. The edge of a gap was delineated by the vertical projection of the edge of the canopy foliage. We measured the dimensions ofs present in the 35-ha study site in August 1989, one month before Hurricane Hugo. For each gap we measured L, the longest axis of the gap (distance between edges), and W, the longest axis perpendicular to L, and then approximated gap area as that of an ellipse: Area = p LW/4 (Runkle 1992). Only openings ³ 20 m2; were counted as gaps. Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.5281/zenodo.10151417
title: DRAFT dataset for MS on Greenland's subglacial geologic provinces by MacGregor et al.

description: DRAFT dataset for MS on Greenland's subglacial geologic provinces
DOI: 10.5281/zenodo.10151416
title: DRAFT dataset for MS on Greenland's subglacial geologic provinces by MacGregor et al.

description: DRAFT dataset for MS on Greenland's subglacial geologic provinces
DOI: 10.21227/kg15-pq91
title: Off-line Heart Rate Error Measurement of Underwater Samples

description: Underwater sampling of heart rate for sports training has growing attention recently because of the availability of new sensors able to gather data while the user is swimming. Namely, optical sensor for the wrist and strap sensor for the chest. Underwater data transmission is not an option, forcing the analysis to be done off-line. Thus, movement and distance from heart could infuence the gap between data from sensors. This work describe the procedure to calculate: Pearson’s product-moment correlation coeff cient, Lin’s concordance correlation coeff cient, Root-Mean-Square Error, and Dynamic Time Wrapping’s normalized distance over both signals. Mean values for: Pearson’s coeff cient is 0.71, Lin’s coeff cient is 0.66 with bias of 0.92, RMSE is 11.6 bmp, and normalized distance is 1.69. However, results from measurements are scattered, making it diff cult to trust results from the wrist sensor.
DOI: 10.6073/pasta/7ea2021771d5f5f46fa08e06327d778a
title: Soil sample from landslide ES1 (Espiritu Santo El Verde), ES2, and RB2 (Rio Blanco)

description: Analysis of soil nutrients in top 9 cm of soil in Landslide Revegetation Plots. Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.5281/zenodo.10055719
title: Mitonuclear compatibility is maintained despite relaxed selection on male mitochondrial DNA in bivalves with doubly uniparental inheritance

description: Scripts and files associated with "Mitonuclear compatibility is maintained despite relaxed selection on male mitochondrial DNA in bivalves with doubly uniparental inheritance". Specific details are below:
ERC analyses - Trees and script used to perform ERC analyses
PPI analyses - Files and scripts used to perform PPI analyses. For size reasons, output docking scores are only provided.
Gene expression analyses - Files and scripts associated with gene expression analyses. For size and path reasons, raw salmon counts and filtering are not included. 
Nuclear OXPHOS alignments tree - Individual protein alignments and a concatenated alignment of all proteins. Phylogenetic reconstruction files are also provided
Transcriptome assemblies - All transcriptome assemblies generated in this study. Included files are QC statistics, the raw transriptome assembly, and the final assembly deposit on the NCBI TSA.
DOI: 10.5281/zenodo.10055720
title: Mitonuclear compatibility is maintained despite relaxed selection on male mitochondrial DNA in bivalves with doubly uniparental inheritance

description: Scripts and files associated with "Mitonuclear compatibility is maintained despite relaxed selection on male mitochondrial DNA in bivalves with doubly uniparental inheritance". Specific details are below:
ERC analyses - Trees and script used to perform ERC analyses
PPI analyses - Files and scripts used to perform PPI analyses. For size reasons, output docking scores are only provided.
Gene expression analyses - Files and scripts associated with gene expression analyses. For size and path reasons, raw salmon counts and filtering are not included. 
Nuclear OXPHOS alignments tree - Individual protein alignments and a concatenated alignment of all proteins. Phylogenetic reconstruction files are also provided
Transcriptome assemblies - All transcriptome assemblies generated in this study. Included files are QC statistics, the raw transriptome assembly, and the final assembly deposit on the NCBI TSA.
DOI: 10.6073/pasta/15cf2d72f0c0f6c49fb6dbcb37ac4aa5
title: Anole Grid Study

description: Transects 60 m long are conducted at alternate points in the 9 ha grid at El Verde. Transects 80 m long are conducted at alternate points at the Bisley Grid in watersheds #1 and #2. Data are used to support the GIS database.&lt;/p&gt; Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.