cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57764/5rq7-xj70
title: GIM, a dataset for predicting patient deterioration in the General Internal Medicine ward

description: The Data Science and Advanced Analytics (DSAA) team at Unity Health Toronto
has developed and evaluated advanced patient monitoring and decision support
systems to improve the efficiency, accuracy, and timeliness of clinical
decision-making on the General Internal Medicine (GIM) inpatient ward at St.
Michael's Hospital. The GIM dataset was created through this work, and is
comprised of de-identified health related data associated with over 22,000
patient encounters for 14,000 unique patients who were admitted under the GIM
service at St. Michael's Hospital between 2011 and 2019. The dataset was
sourced from three distinct systems (Electronic Health Records, the Admit
Discharge Transfer System and the Medication Administration Check System).
Pre-processed datasets aggregating observations into fixed time windows are
provided for convenience. A raw untransformed data set is also provided for
researchers who wish to apply their own data transformations and includes
demographics and outcome tables from the processed data. Patient outcomes
available include ICU transfer, death, palliative entry, palliative discharge,
and hospital discharge.
DOI: 10.57764/1w7f-kb56
title: GIM, a dataset for predicting patient deterioration in the General Internal Medicine ward

description: The Data Science and Advanced Analytics (DSAA) team at Unity Health Toronto
has developed and evaluated advanced patient monitoring and decision support
systems to improve the efficiency, accuracy, and timeliness of clinical
decision-making on the General Internal Medicine (GIM) inpatient ward at St.
Michael's Hospital. The GIM dataset was created through this work, and is
comprised of de-identified health related data associated with over 22,000
patient encounters for 14,000 unique patients who were admitted under the GIM
service at St. Michael's Hospital between 2011 and 2019. The dataset was
sourced from three distinct systems (Electronic Health Records, the Admit
Discharge Transfer System and the Medication Administration Check System).
Pre-processed datasets aggregating observations into fixed time windows are
provided for convenience. A raw untransformed data set is also provided for
researchers who wish to apply their own data transformations and includes
demographics and outcome tables from the processed data. Patient outcomes
available include ICU transfer, death, palliative entry, palliative discharge,
and hospital discharge.
DOI: 10.57764/ktrn-xq23
title: GIM, a dataset for predicting patient deterioration in the General Internal Medicine ward

description: The Data Science and Advanced Analytics (DSAA) team at Unity Health Toronto
has developed and evaluated advanced patient monitoring and decision support
systems to improve the efficiency, accuracy, and timeliness of clinical
decision-making on the General Internal Medicine (GIM) inpatient ward at St.
Michael's Hospital. The GIM dataset was created through this work, and is
comprised of de-identified health related data associated with over 22,000
patient encounters for 14,000 unique patients who were admitted under the GIM
service at St. Michael's Hospital between 2011 and 2019. The dataset was
sourced from three distinct systems (Electronic Health Records, the Admit
Discharge Transfer System and the Medication Administration Check System).
Pre-processed datasets aggregating observations into fixed time windows are
provided for convenience. A raw untransformed data set is also provided for
researchers who wish to apply their own data transformations and includes
demographics and outcome tables from the processed data. Patient outcomes
available include ICU transfer, death, palliative entry, palliative discharge,
and hospital discharge.
DOI: 10.35078/irqnyd
title: Replication Data for: Ficha epidemiológica de localidade: Distrito: Varginha | Município: Campo Belo

description: Levantamento Triatomínico com operações de campo ocorridas em Minas Gerais pela Superintendência de Campanhas de Saúde Pública (SUCAM) e FUNASA (Fundação Nacional de Saúde), no período de 1979 a 1999, objetivando a busca da presença de vetores da doença de Chagas ou de vestígios dessa presença. A partir dela são orientadas as operações com inseticida (pt) Triatomine survey with field operations carried out in Minas Gerais by the Public Health Campaigns Superintendence (SUCAM) and FUNASA (National Health Foundation), from 1979 to 1999, aiming to search for the presence of Chagas disease vectors or traces of that presence. From it, operations with insecticide are guided (en) Encuesta de triatominos con operaciones de campo realizada en Minas Gerais por la Superintendencia de Campañas de Salud Pública (SUCAM) y FUNASA (Fundación Nacional de Salud), de 1979 a 1999, con el objetivo de buscar la presencia de vectores de la enfermedad de Chagas o rastros de esa presencia. Desde ella se orientan las operaciones con insecticida (es)
DOI: 10.57764/ahex-aj37
title: Fracture Detection on Cervical Spine CT

description: This dataset is composed of merged CT scans of the cervical spine in multi-
frame Digital Imaging and Communications in Medicine (DICOM) format, collected
from emergency patients at St. Michael's Hospital between May 1, 2004 and July
1, 2021. Images are provided in the axial axis and bone window kernel. The
dataset includes a total of 1016 CT scans: 508 with fracture(s) matched with
an equal number of CT scans without cervical spine fracture. Imaging studies
positive for cervical spine fracture were annotated with a segmented mask over
the fracture region. The segmentation provide users with pixel level
information regarding fracture features and is provided as an associated DICOM
file for each positive scan.
DOI: 10.57764/fhp6-nt41
title: Fracture Detection on Cervical Spine CT

description: This dataset is composed of merged CT scans of the cervical spine in multi-
frame Digital Imaging and Communications in Medicine (DICOM) format, collected
from emergency patients at St. Michael's Hospital between May 1, 2004 and July
1, 2021. Images are provided in the axial axis and bone window kernel. The
dataset includes a total of 1016 CT scans: 508 with fracture(s) matched with
an equal number of CT scans without cervical spine fracture. Imaging studies
positive for cervical spine fracture were annotated with a segmented mask over
the fracture region. The segmentation provide users with pixel level
information regarding fracture features and is provided as an associated DICOM
file for each positive scan.
DOI: 10.57764/n304-3d68
title: Fracture Detection on Cervical Spine CT

description: This dataset is composed of merged CT scans of the cervical spine in multi-
frame Digital Imaging and Communications in Medicine (DICOM) format, collected
from emergency patients at St. Michael's Hospital between May 1, 2004 and July
1, 2021. Images are provided in the axial axis and bone window kernel. The
dataset includes a total of 1016 CT scans: 508 with fracture(s) matched with
an equal number of CT scans without cervical spine fracture. Imaging studies
positive for cervical spine fracture were annotated with a segmented mask over
the fracture region. The segmentation provide users with pixel level
information regarding fracture features and is provided as an associated DICOM
file for each positive scan.
DOI: 10.5281/zenodo.7746643
title: 'Does crown sheltering effect the vulnerability of trees to wind damage in tropical forests? ' project dataset

description: The manually delineated tree crowns, polygon-based sheltering indices, canopy height model (CHM) and digital surface model (DSM) generated to investigate the effects of local crown sheltering on wind vulnerability in Barro Colorado Island, Panama. Files include both circular and directional indices at 10m, 20m, 50m and 2 x canopy radius.
DOI: 10.5281/zenodo.7746642
title: 'Does crown sheltering effect the vulnerability of trees to wind damage in tropical forests? ' project dataset

description: The manually delineated tree crowns, polygon-based sheltering indices, canopy height model (CHM) and digital surface model (DSM) generated to investigate the effects of local crown sheltering on wind vulnerability in Barro Colorado Island, Panama. Files include both circular and directional indices at 10m, 20m, 50m and 2 x canopy radius.
DOI: 10.6084/m9.figshare.22296640
title: U1471_ARM_and_Fe.xlsx

description: The dataset contains mass normalized ARM@30mT values (between 0 and 15 mcd), volume normalized MRA@30mT values (between 0 and 300 mcd) and Fe/sum values obtained through XRF-scanner in the which each Fe value was normalized by the sum of all elements found in the same measurement.
DOI: 10.6084/m9.figshare.22296640.v1
title: U1471_ARM_and_Fe.xlsx

description: The dataset contains mass normalized ARM@30mT values (between 0 and 15 mcd), volume normalized MRA@30mT values (between 0 and 300 mcd) and Fe/sum values obtained through XRF-scanner in the which each Fe value was normalized by the sum of all elements found in the same measurement.
DOI: 10.21227/5na7-2t50
title: LabVIEW Virtual Instrument 6 Parameter PV Model Plot

description: Method to plot PV i-V and power curve without solving the standard PV transcendental equation
DOI: 10.6084/m9.figshare.20294229
title: SourceData_MOBILE

description: Data for "Multi-Omics Binary Integration via Lasso Ensembles (MOBILE) for identification of context-specific networks and new regulatory mechanisms" by Erdem et al.
DOI: 10.6084/m9.figshare.20294229.v1
title: Source Data - MOBILE

description: Data for "Multi-Omics Binary Integration via Lasso Ensembles (MOBILE) for identification of context-specific networks and new regulatory mechanisms" by Erdem et al.
DOI: 10.6084/m9.figshare.22296805
title: Resurrection - Data

description: Data for "Rapid evolution during climate change: demographic and genetic constraints on adaptation to severe drought"
DOI: 10.5281/zenodo.7714180
title: Dataset for the publication "Reversal of nanomagnets by propagating magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory"

description: Raw data associated to the manuscript ‘’Reversal of nanomagnets by propagating<br> magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory‘’, Nature Communications (2023); doi: https://doi.org/10.1038/s41467-023-37078-8<br> Information about file formats and measurement parameters are described in text files in the specific folders. For micromagnetic simulations Mumax 3.10 was used. The simulation scripts (*.mx3 files) and exemplary plotting scripts in Python 3.9 (*.py files) are included. Paper abstract:<br> Despite the unprecedented downscaling of CMOS integrated circuits, memory-intensive machine learning and artificial intelligence applications are limited by data conversion between memory and processor. There is a challenging quest for novel approaches to overcome this so-called von Neumann bottleneck. Magnons are the quanta of spin waves. Their angular momentum enables power-efficient computation without charge flow. The conversion problem would be solved if spin wave amplitudes could be stored directly in a<br> magnetic memory. Here, we report the reversal of ferromagnetic nanostripes by spin waves which propagate in an underlying spin-wave bus. Thereby, the charge-free angular momentum flow is stored after transmission over a macroscopic distance. We show that the spin waves can reverse large arrays of ferromagnetic stripes at a strikingly small power level. Combined with the already existing wave logic, our discovery is path-breaking for the new era of magnonics-based in-memory computation and beyond von Neumann computer architectures
description: The research was supported by the SNSF via grant number 163016.
DOI: 10.5281/zenodo.7714181
title: Dataset for the publication "Reversal of nanomagnets by propagating magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory"

description: Raw data associated to the manuscript ‘’Reversal of nanomagnets by propagating<br> magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory‘’, Nature Communications (2023); doi: https://doi.org/10.1038/s41467-023-37078-8<br> Information about file formats and measurement parameters are described in text files in the specific folders. For micromagnetic simulations Mumax 3.10 was used. The simulation scripts (*.mx3 files) and exemplary plotting scripts in Python 3.9 (*.py files) are included. Paper abstract:<br> Despite the unprecedented downscaling of CMOS integrated circuits, memory-intensive machine learning and artificial intelligence applications are limited by data conversion between memory and processor. There is a challenging quest for novel approaches to overcome this so-called von Neumann bottleneck. Magnons are the quanta of spin waves. Their angular momentum enables power-efficient computation without charge flow. The conversion problem would be solved if spin wave amplitudes could be stored directly in a<br> magnetic memory. Here, we report the reversal of ferromagnetic nanostripes by spin waves which propagate in an underlying spin-wave bus. Thereby, the charge-free angular momentum flow is stored after transmission over a macroscopic distance. We show that the spin waves can reverse large arrays of ferromagnetic stripes at a strikingly small power level. Combined with the already existing wave logic, our discovery is path-breaking for the new era of magnonics-based in-memory computation and beyond von Neumann computer architectures
description: The research was supported by the SNSF via grant number 163016.
DOI: 10.5517/ccdc.csd.cc29zvx2
title: CCDC 2144825: Experimental Crystal Structure Determination

description: Related Article: Di Wang, Guang-Hui Chen, San-Tai Wang, Jian Zhang, Lei Zhang|2022|Chem.Commun.|58|4759|doi:10.1039/D2CC00574C
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: 10.6084/m9.figshare.22296673.v1
title: Tablas y Figuras

description: Tables and figures
DOI: 10.6084/m9.figshare.22296817
title: Resurrection - SLiM data

description: SLiM output for: Rapid evolution during climate change: demographic and genetic constraints on adaptation to severe drought
DOI: 10.6084/m9.figshare.22296673.v3
title: Tablas y Figuras

description: Tables and figures
DOI: 10.5281/zenodo.7746661
title: database for mgmt Ircs pascale

description: <pre>Database on the work, The impact of O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation and MGMT expression on the outcomes of patients with soft tissue sarcoma treated with dacarbazine, carried out at the IRCCS Pascale in Naples, And relative Images</pre>
DOI: 10.5281/zenodo.7746660
title: database for mgmt Ircs pascale

description: <pre>Database on the work, The impact of O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation and MGMT expression on the outcomes of patients with soft tissue sarcoma treated with dacarbazine, carried out at the IRCCS Pascale in Naples, And relative Images</pre>
DOI: 10.5066/p9hwon2w
title: Estimated public-supply water withdrawals and domestic water use in Puerto Rico (ver. 2.0, March 2023)

description: The U.S. Geological Survey estimates annual public-supply water withdrawn from freshwater sources in Puerto Rico using data obtained from various agencies on the island, including the Puerto Rico Aqueduct and Sewer Authority (PRASA), and the Puerto Rico Department of Health (PRDOH). Public-supply withdrawals from surface and groundwater sources are tabulated by municipality, and by PRASA water service area or public water supply system. When supporting information is available, the USGS also tabulates annual domestic water use for users supplied by public systems such as PRASA and non-PRASA community water systems which are certified by PRDOH. Domestic water use includes indoor and outdoor uses at residences. Version 2.0 Estimated public-supply water withdrawals in Puerto Rico for the years 2017?20 have been published. This data release consists of Microsoft Excel workbooks related to a cooperative project between the U.S. Geological Survey (USGS) and the Puerto Rico Aqueduct and Sewer Authority (PRASA) to estimate public-supply water withdrawals for the years 2017?20. The total annual volume withdrawn from PRASA and non-PRASA public-supply wells and surface-water intakes was aggregated by municipality and PRASA public water system identification (PWSID) to obtain total surface-water and groundwater withdrawals for PRASA and non-PRASA systems. Changes from previous version: Estimated public-supply water withdrawals in Puerto Rico for the years 2017?20 have been added as child pages to the project page in ScienceBase. Additional co-authors for the years 2017-20 added to the project page citation: Irizarry-Ortiz, M., Santiago, M., Pazmino-Hernandez, M., and Kahlid, S. Revision History First release: April, 2019 Version 2.0: March, 2023
DOI: 10.6084/m9.figshare.22296838
title: Tarentola diet

description: Here, we examined the possible effects of anthropogenic disturbances and modifications of a natural habitat, which still might look as natural, in comparison with a truly unaltered natural habitat, on the feeding ecology of <em>Tarentola mauritanica</em> geckos. For this, we compared two contiguous small islands with similar environmental characteristics (climate, vegetation, topography, etc), but highly contrasting differences in urbanization and anthropogenic influence (actual unaltered natural habitats vs. apparently natural habitats but with anthropic disturbances; see methods). In each island, we estimated habitat structure, availability of invertebrates in the habitat, and the diet composition (based on fecal contents), diet selection patterns and body size and condition of geckos.
DOI: 10.6084/m9.figshare.22296838.v1
title: Tarentola diet

description: Here, we examined the possible effects of anthropogenic disturbances and modifications of a natural habitat, which still might look as natural, in comparison with a truly unaltered natural habitat, on the feeding ecology of <em>Tarentola mauritanica</em> geckos. For this, we compared two contiguous small islands with similar environmental characteristics (climate, vegetation, topography, etc), but highly contrasting differences in urbanization and anthropogenic influence (actual unaltered natural habitats vs. apparently natural habitats but with anthropic disturbances; see methods). In each island, we estimated habitat structure, availability of invertebrates in the habitat, and the diet composition (based on fecal contents), diet selection patterns and body size and condition of geckos.
DOI: 10.6084/m9.figshare.21391308.v1
title: Quarterly Reconstructed Texas AOD

description: This is the aggregated AOD quarterly composites for the state of Texas, USA from Jan 2010 to Aug 2022, using spatio-temporal LSTM convolutional autoencoder model.
DOI: 10.34740/kaggle/dsv/5185452
title: AdultoMayor_7_fc
DOI: 10.6084/m9.figshare.21391299.v1
title: Monthly Reconstructed Texas AOD

description: This is the aggregated AOD monthly composites for the state of Texas, USA from Jan 2010 to Aug 2022, using a spatio-temporal LSTM convolutional autoencoder model.
DOI: 10.6084/m9.figshare.21385401.v2
title: Yearly Reconstructed Texas AOD

description: This is the aggregated AOD annual composites for the state of Texas, USA from Jan 2010 to Aug 2022, using a spatio-temporal LSTM convolutional autoencoder model.
DOI: 10.6084/m9.figshare.21385188.v1
title: Daily Reconstructed Texas AOD

description: Daily reconstructed aerosol optical depth (AOD) for Texas from Jan. 05, 2010 to Sept. 02, 2022, using a spatio-temporal LSTM convolutional autoencoder model.
DOI: 10.6084/m9.figshare.21701966
title: Dataset for Democracy and Foreign Direct Investment in BRICS TM countries

description: The study, first of all, tested the hypothesis of “there is a relationship between democracy and FDI” to answer the research question raised at the beginning. The research sample was selected as BRICS-TM (Brazil, Russia, India, China, South Africa, Türkiye, Mexico) countries that have come to the fore in the world economy in recent years and whose strategic importance and power are expected to increase in the upcoming years. These countries were preferred because of their potential to attract FDI. <br> FDI (LNFDI) was modeled as the dependent variable in this study. The democracy variable (DEMOC) was fictionalized as the independent variable. In addition, inflation (INF) and per capita income (PGDP) variables affecting FDI were added to the model as control variables based on the literature. First of all, the data on the indices of "political rights" and "civil liberties", which are accepted as indicators of "democracy" in the literature, were collected from the Freedom House database, and then the means of these indices were included in the analysis as values ​​for the variable of democracy. The index takes a value between 1 and 7; 1 is the best state of the level of democracy and 7 is the worst state of the level of democracy. Index values were attached to the model by scaling so that the minimum was 0 and the maximum was 100 in case of problems in analyses, calculation, and interpretation. In this study, inflation and income per capita variables were preferred in terms of both being the most preferred variables in the literature (details are given in Literature Review) and being the variables that affect foreign direct capital as the most inclusive in terms of macroeconomics.
DOI: 10.6084/m9.figshare.22296841.v1
title: Phylogenomic tree (expended for 5 selected strains)

description: The second important tree, expanded for the selected strains
DOI: 10.25573/data.22296889.v1
title: Panama Canal Authority Meteorological Summaries

description: The Panama Canal Authority (ACP for its initials in Spanish) maintaines a network of meteorological and hydrolocical stations located throughout the catchment of the Panama Canal. The earliest meteorological station data are from 1975. <br> Stations include: Gatun West, Jagua, La Humedad, Limon Bay, Tranquilla, Vistamares <br> Data are available in two formats (in two different files): horizontally, and vertically. <br> The data provided in this summary are based on the data as supplied by the ACP and have not been subject by rigorous quality control by STRI. The data are supplied on an as-is basis and the user must make their own determination of suitability. <br> Care should be used with the non-hydological data (temperature, humidity, solar radiation, wind). Solar Radiation seems to have very significant problems <br> These data are provide free of charge by the Autoridad del Canal de Panamá - (ACP) (The Panama Canal Authority). Any use of these data should include acreditation to the ACP.
DOI: 10.25573/data.22296889
title: Panama Canal Authority Meteorological Summaries

description: The Panama Canal Authority (ACP for its initials in Spanish) maintaines a network of meteorological and hydrolocical stations located throughout the catchment of the Panama Canal. The earliest meteorological station data are from 1975. <br> Stations include: Gatun West, Jagua, La Humedad, Limon Bay, Tranquilla, Vistamares <br> Data are available in two formats (in two different files): horizontally, and vertically. <br> The data provided in this summary are based on the data as supplied by the ACP and have not been subject by rigorous quality control by STRI. The data are supplied on an as-is basis and the user must make their own determination of suitability. <br> Care should be used with the non-hydological data (temperature, humidity, solar radiation, wind). Solar Radiation seems to have very significant problems <br> These data are provide free of charge by the Autoridad del Canal de Panamá - (ACP) (The Panama Canal Authority). Any use of these data should include acreditation to the ACP.