cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15294273
title: Bias-corrected 0.5° CMIP6 daily precipitation dataset based on 2400 gauges over China 2015–2100

description: 1. Description

The dataset is generated by bias-correcting the CMIP6 daily precipitation data using precipitation observations from over 2,400 stations in China. This results in daily precipitation data with a 0.5° resolution for China from 2015 to 2100. The brief process of data generation is as follows:

(1) Observational data:

The observational data are based on daily precipitation records from 2,400 meteorological stations across China. Using inverse distance weighting (IDW) interpolation, these station data were transformed into gridded daily precipitation datasets with a spatial resolution of 0.5°×0.5°, covering the period from 1960 to 2014.

(2) Model data:

We used outputs from 22 CMIP6 models, including both historical simulations (1960–2014) and projections under four future scenarios (2015–2100: SSP126, SSP245, SSP370, and SSP585). All model data were interpolated using bilinear interpolation and standardized to a spatial resolution of 0.5°×0.5°.

(3) Bias correction methods:

The bias correction process first addressed the wet day frequency. Specifically, based on comparisons between observed and modeled precipitation frequencies from 1960 to 2014, the wet day frequency of each CMIP6 model was adjusted during the period 2015–2100. Following this adjustment, daily precipitation values from 2015 to 2100 were then bias-corrected using cumulative distribution function (CDF) matching. This procedure considered the nonstationary characteristics of the precipitation distribution over time. The CDFs were estimated using the empirical cumulative distribution function method.

2. Content of the dataset

This dataset consists of 88 files, corresponding to daily precipitation data from 22 CMIP6 models under 4 different scenarios. The data is stored in standard NETCDF format. The file name is structured as “BC_pr_day_MODEL_SSP_gn_chn_2015_2100.nc”, where BC refers to bias correction, pr_day indicates daily precipitation, MODEL represents the model’s name, and SSP denotes the scenario. For example: BC_pr_day_MODEL_SSP_gn_chn_2015_2100.nc. Each data file is approximately 350 MB in size. All NETCDF files in this dataset can be opened using standard nc processing tools such as MATLAB, Python, Fortran, Panoply, etc.

3. Details of the variables in the file

Each NetCDF file contains the following four variables:

(1) lat: Latitude dimension, measured in degrees (°).

(2) lon: Longitude dimension, measured in degrees (°).

(3) time: Time dimension, measured in days since January 1, 2015.

(4) pr: Precipitation variable with dimensions (lon, lat, time). The unit of this variable is mm/day.

4. Resolution and Data Range

Resolution: 0.5°.

Time frame: January 1, 2015, to December 31, 2100.

Space scope: 18°N–54°N, 72°E–136°E (as detailed in the table below).








 



North:54°N



 





West:72°E



 



East:136°E





 



South:18°N



 






5. Authors and contacts

Chiyuan Miao (miaocy@bnu.edu.cn)

Jinlong Hu (hujl98@mail.bnu.edu.cn)
DOI: 10.5281/zenodo.16994343
title: Sighting of Peruvian bald uakaris, Cacajao ucayalii, at the Estación Biológica Quebrada Blanco, northeastern Peru, 1985-2022

description: The file contains the dates of sightings or Peruvian bald uakaris, Cacajao ucayalii (Pitheciidae, Platyrrhini, Primates), collected during field research in primates and tropical ecology at the Estación Biológica Quebrada Blanco (EBQB), in northeastern Peruvian Amazonia. These data form the base of the publication: 

Heymann EW, Flores Amasifuén, Shahuano Tello N. 2025. Seasonality of sightings of Cacajao ucayalii at EBQB and implications concerning ranging patterns and habitat use. Primate Biology 12:1-5. https://doi.org/10.5194/pb-12-1-2025
DOI: 10.5281/zenodo.16994344
title: Sighting of Peruvian bald uakaris, Cacajao ucayalii, at the Estación Biológica Quebrada Blanco, northeastern Peru, 1985-2022

description: The file contains the dates of sightings or Peruvian bald uakaris, Cacajao ucayalii (Pitheciidae, Platyrrhini, Primates), collected during field research in primates and tropical ecology at the Estación Biológica Quebrada Blanco (EBQB), in northeastern Peruvian Amazonia. These data form the base of the publication: 

Heymann EW, Flores Amasifuén, Shahuano Tello N. 2025. Seasonality of sightings of Cacajao ucayalii at EBQB and implications concerning ranging patterns and habitat use. Primate Biology 12:1-5. https://doi.org/10.5194/pb-12-1-2025
DOI: 10.6084/m9.figshare.30010420
title: ISTANDAR MIX

description: This file contains Standar Mix
DOI: 10.6084/m9.figshare.30010420.v1
title: ISTANDAR MIX

description: This file contains Standar Mix
DOI: 10.5281/zenodo.16994520
title: Who is affected when confronted about sexism, and does it impact morality?

description: Databases of study 1 and 2.
DOI: 10.5281/zenodo.16985547
title: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the synrift stage according to Scenario 1 in Bahlali et al. (2025)

description: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the synrift stage according to Scenario 1 in Bahlali et al. (2025) doi: [add when paper published]. 

Models are built using surface-based modelling approach (doi:10.1007/s11004-018-9764-8). Flow simulations are run with IC-FERST (multifluids.github.io), using unstructured tetrahedral meshes that adapt to geological heterogeneity and flow behaviour throughout the simulation to improve simulation quality and performance. 

Folder structure:

Simulation: Contains 3D unstructured adaptive mesh output in .vtu format (openable with ParaView, www.paraview.org). Time interval between successive outputs is 50,000 years.

Animations: Includes Supplementary Video (SV1) visualising brine circulation over the synrift period.
DOI: 10.5281/zenodo.16985548
title: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the synrift stage according to Scenario 1 in Bahlali et al. (2025)

description: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the synrift stage according to Scenario 1 in Bahlali et al. (2025) doi: [add when paper published]. 

Models are built using surface-based modelling approach (doi:10.1007/s11004-018-9764-8). Flow simulations are run with IC-FERST (multifluids.github.io), using unstructured tetrahedral meshes that adapt to geological heterogeneity and flow behaviour throughout the simulation to improve simulation quality and performance. 

Folder structure:

Simulation: Contains 3D unstructured adaptive mesh output in .vtu format (openable with ParaView, www.paraview.org). Time interval between successive outputs is 50,000 years.

Animations: Includes Supplementary Video (SV1) visualising brine circulation over the synrift period.
DOI: 10.6073/pasta/9bad9c33447a0c26bc43d6b4bae603fa
title: US_UMB and US_UMd Ameriflux towers biometric plot data at the University of Michigan Biological Station, Pellston, MI (1997 to 2024)

description: These are the annual leaf litterfall carbon fluxes and average soil respiration measurements for the two flux towers (reference, aka 'AmeriFlux' and treatment, aka 'FASET') at UMBS.
DOI: 10.5281/zenodo.16949381
title: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the postrift stage according to Scenario 1 in Bahlali et al. (2025)

description: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the postrift stage according to Scenario 1 in Bahlali et al. (2025) doi: [add when paper published]. 

Models are built using surface-based modelling approach (doi:10.1007/s11004-018-9764-8). Flow simulations are run with IC-FERST (multifluids.github.io), using unstructured tetrahedral meshes that adapt to geological heterogeneity and flow behaviour throughout the simulation to improve simulation quality and performance. 

Folder structure: 

Simulation: Contains 3D unstructured adaptive mesh output in .vtu format (openable with ParaView, www.paraview.org). Time interval between successive outputs is 50,000 years.

Animations: Includes Supplementary Videos (SV) visualising



SV2: 3D view of salt transport over the postrift period (salinity in kg/kg) 

SV3: Brine circulation and copper deposition over the postrift period 

SV4: 3D view of Cu transport (rock Cu concentration in kg/kg) 

SV5: 3D view of Cu transport (groundwater Cu concentration in kg/kg) 

SV6: Top view of Cu mineralisation at the redox boundary (rock Cu concentration in kg/kg)
DOI: 10.5281/zenodo.16949382
title: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the postrift stage according to Scenario 1 in Bahlali et al. (2025)

description: 3D simulation results and animations of copper leaching, transport and deposition in sedimentary basins during the postrift stage according to Scenario 1 in Bahlali et al. (2025) doi: [add when paper published]. 

Models are built using surface-based modelling approach (doi:10.1007/s11004-018-9764-8). Flow simulations are run with IC-FERST (multifluids.github.io), using unstructured tetrahedral meshes that adapt to geological heterogeneity and flow behaviour throughout the simulation to improve simulation quality and performance. 

Folder structure: 

Simulation: Contains 3D unstructured adaptive mesh output in .vtu format (openable with ParaView, www.paraview.org). Time interval between successive outputs is 50,000 years.

Animations: Includes Supplementary Videos (SV) visualising



SV2: 3D view of salt transport over the postrift period (salinity in kg/kg) 

SV3: Brine circulation and copper deposition over the postrift period 

SV4: 3D view of Cu transport (rock Cu concentration in kg/kg) 

SV5: 3D view of Cu transport (groundwater Cu concentration in kg/kg) 

SV6: Top view of Cu mineralisation at the redox boundary (rock Cu concentration in kg/kg)
DOI: 10.34740/kaggle/dsv/12906363
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15394225
title: Method: Agreement, reliability and feasibility of two protocols assessing horses' musculoskeletal and rostral oral health

description: We designed a protocol for the assessment of musculoskeletal health (MSH, 4 parameters: muscle palpation, periarticular tissue palpation, joint restriction and visceral palpation) and adapted an existing protocol for the assessment of the rostral oral cavity (ROC, 6 parameters: "gingival margin", "tartar margin", "tartar surface", "cracks", "degree of abrasion" and "type of abrasion").We evaluated the agreement between raters obtained with the two protocols, testing their intra- and inter-rater reliability using Kappa and Gwet indices.The feasibility and validity of each protocol was also discussed.
DOI: 10.5281/zenodo.16994565
title: Method: Agreement, reliability and feasibility of two protocols assessing horses' musculoskeletal and rostral oral health

description: We designed a protocol for the assessment of musculoskeletal health (MSH, 4 parameters: muscle palpation, periarticular tissue palpation, joint restriction and visceral palpation) and adapted an existing protocol for the assessment of the rostral oral cavity (ROC, 6 parameters: "gingival margin", "tartar margin", "tartar surface", "cracks", "degree of abrasion" and "type of abrasion").We evaluated the agreement between raters obtained with the two protocols, testing their intra- and inter-rater reliability using Kappa and Gwet indices.The feasibility and validity of each protocol was also discussed.
DOI: 10.6084/m9.figshare.30010636
title: Clean_Data.sav

description: Committed Yet Counterproductive? Unraveling the Behavioral Dynamics of Healthcare Professionals
DOI: 10.6084/m9.figshare.30010636.v1
title: Clean_Data.sav

description: Committed Yet Counterproductive? Unraveling the Behavioral Dynamics of Healthcare Professionals
DOI: 10.5281/zenodo.16992580
title: Code and data - The Occurrence Birth-Death Diffusion Process: Unraveling Diversification Histories with Fossils and Heterogeneous Rates

description: Overview

This project introduces the Occurrence Birth-Death Diffusion (OBDD) model and applies it to study the diversification dynamics of cetaceans. It builds on the Tapestree.jl framework.

Directory Structure and Description

OBDD_illustration_figure.Rmd: Code for producing Figure 1 of the article

Calibration/: Model validation



.jl files: Julia scripts

.submit files: HTcondor cluster submission files

datasets_calibration/: simulated datasets

outputs/: MCMC trace files


Cetacea/: Diversification analyses



.jl files: Julia scripts

.submit files: HTcondor cluster submission files

outputs/: MCMC trace files
DOI: 10.5281/zenodo.16992581
title: Code and data - The Occurrence Birth-Death Diffusion Process: Unraveling Diversification Histories with Fossils and Heterogeneous Rates

description: Overview

This project introduces the Occurrence Birth-Death Diffusion (OBDD) model and applies it to study the diversification dynamics of cetaceans. It builds on the Tapestree.jl framework.

Directory Structure and Description

OBDD_illustration_figure.Rmd: Code for producing Figure 1 of the article

Calibration/: Model validation



.jl files: Julia scripts

.submit files: HTcondor cluster submission files

datasets_calibration/: simulated datasets

outputs/: MCMC trace files


Cetacea/: Diversification analyses



.jl files: Julia scripts

.submit files: HTcondor cluster submission files

outputs/: MCMC trace files
DOI: 10.17632/dsjkkhvywr
title: Steric Sea Level and Heat Storage Anomalies from Argo Profiles and Satellite Altimetry and Gravimetry

description: This archive contains four data files providing different calculations of steric (SSL), thermometric (SSL), and ocean heat content (OHC) anomalies from 2003 through 2023: 
1) a text file of SSL, TSL, and OHC anomalies for individual Argo float profiles at specific longitude, latitude, and times.
2) a netCDF file of monthly longwave SSL maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors)
3) a netCDF file of monthly longwave TSL maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors). 
4) a netCDF file of monthly longwave OHC maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors).
DOI: 10.17632/dsjkkhvywr.1
title: Steric Sea Level and Heat Storage Anomalies from Argo Profiles and Satellite Altimetry and Gravimetry

description: This archive contains four data files providing different calculations of steric (SSL), thermometric (SSL), and ocean heat content (OHC) anomalies from 2003 through 2023: 
1) a text file of SSL, TSL, and OHC anomalies for individual Argo float profiles at specific longitude, latitude, and times.
2) a netCDF file of monthly longwave SSL maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors)
3) a netCDF file of monthly longwave TSL maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors). 
4) a netCDF file of monthly longwave OHC maps (1° resolution) computed by combining Argo floats with satellite altimetry and gravimetry (along with standard errors).
DOI: 10.48328/tudatalib-1690
title: On the relation of structure and dynamics in aromatic ring-tail structured liquids

description: The data sets consist of X-ray scattering curves and depolarized dynamic light scattering (DDLS) spectra of 1-phenylalkanes as well as DDLS spectra of n-alkanes presented and analyzed in the original publication with the above title in Phys. Chem. Chem. Phys., 27 (2025) 7258. Both folders contain additional readme files detailing their contents.
DOI: 10.6084/m9.figshare.28264170
title: Atraumatic Rhegmatogenous Retinal Detachment: Epidemiology and Association with Refractive Error in U.S. Armed Forces Service Members

description: To evaluate the incidence, refractive error (RE) association, and distribution of atraumatic rhegmatogenous retinal detachment (RRD) in U.S. military service members (SMs). This study used data from the Military Health System (MHS) M2 database to identify active U.S. military and National Guard SMs diagnosed with RRD from 2017 to 2022. The RE in diopters (D) was manually extracted from available medical charts for 518 eyes. The annual incidence rate of RRD was calculated overall and evaluated in terms of age, gender, and RE. A multivariate Poisson regression model was used to estimate the relative risk (RR) for RRD with RE. From 2017 to 2022, 1,537 SMs were diagnosed with RRD and 1,243,189 were diagnosed with RE. One thousand two hundred seventy-five SMs had both diagnoses: RRD and RE. The overall incidence rate of RRD over the 6-year study was 16.3 per 100,000 people (16.4 and 15.9 for males and females, respectively). In all study groups, the incidence of RRD increased with age. SMs with RE had an overall 25-fold increased risk for RRD compared to SMs without RE. RE was present in 83.0% of cases of RRD. Myopia accounted for 93.3% of cases for eyes with detailed refractive data. The incidence of RRD in U.S. SMs is comparable to other studies and is similar among male and female SMs. RE is present in most cases of RRD in SMs, with the most common type being low to moderate amounts of myopia.
DOI: 10.6084/m9.figshare.28264170.v1
title: Atraumatic Rhegmatogenous Retinal Detachment: Epidemiology and Association with Refractive Error in U.S. Armed Forces Service Members

description: To evaluate the incidence, refractive error (RE) association, and distribution of atraumatic rhegmatogenous retinal detachment (RRD) in U.S. military service members (SMs). This study used data from the Military Health System (MHS) M2 database to identify active U.S. military and National Guard SMs diagnosed with RRD from 2017 to 2022. The RE in diopters (D) was manually extracted from available medical charts for 518 eyes. The annual incidence rate of RRD was calculated overall and evaluated in terms of age, gender, and RE. A multivariate Poisson regression model was used to estimate the relative risk (RR) for RRD with RE. From 2017 to 2022, 1,537 SMs were diagnosed with RRD and 1,243,189 were diagnosed with RE. One thousand two hundred seventy-five SMs had both diagnoses: RRD and RE. The overall incidence rate of RRD over the 6-year study was 16.3 per 100,000 people (16.4 and 15.9 for males and females, respectively). In all study groups, the incidence of RRD increased with age. SMs with RE had an overall 25-fold increased risk for RRD compared to SMs without RE. RE was present in 83.0% of cases of RRD. Myopia accounted for 93.3% of cases for eyes with detailed refractive data. The incidence of RRD in U.S. SMs is comparable to other studies and is similar among male and female SMs. RE is present in most cases of RRD in SMs, with the most common type being low to moderate amounts of myopia.
DOI: 10.6084/m9.figshare.28536125
title: Prevalence of Retinal Vascular Anomalies in the German Population: Results from the Gutenberg Health Study

description: To determine the prevalence of retinal vascular anomalies in the general population in Germany and to analyse potential associations with ocular and systemic factors. The Gutenberg Health Study is a population-based cohort study, including 15,010 participants aged 35–74 years. We performed fundus photographs of the macula and the optic disc. Vascular anomalies of the retina were graded. The prevalence was computed. We conducted multivariable logistic regression analysis including generalized estimating equations to assess associated factors. We included 12,956 participants (mean age 55.0 ± 11.1 years; 49.8% female). Retinal arterial tortuosity (RAT) was present in 5.9% in at least one eye and in 3.7% in both eyes. Systolic (OR = 1.01, <i>p</i> = 0.0039) and diastolic (OR = 0.98, <i>p</i> = 0.0039) arterial blood pressure, low-density lipoproteins (LDL) levels (OR = 1.0, <i>p</i> = 0.036), and spherical equivalent (OR = 1.06, <i>p</i> &lt; 0.0001) were associated with RAT. Birth weight (OR = 0.97, <i>p</i> &lt; 0.0001) and age (OR = 0.85, <i>p</i> = 0.0004) were inversely associated, while high-density lipoproteins (HDL), body mass index, and smoking were not associated with RAT. Temporal cilioretinal arteries (CRA) were prevalent in at least one eye in 40.2% and in 9.2% in both eyes. Spherical equivalent was associated with the prevalence of CRA (OR = 1.03 per dpt, p = 0.0006). Branch-building CRA had a prevalence of 0.5% in at least one eye. This study describes prevalence of retinal vascular anomalies for the first time in a German population. CRA were positively associated with spherical equivalent and thus might be protective for myopia. RAT was associated with cardiovascular risk factors and with lower birth weight.
DOI: 10.6084/m9.figshare.28536125.v1
title: Prevalence of Retinal Vascular Anomalies in the German Population: Results from the Gutenberg Health Study

description: To determine the prevalence of retinal vascular anomalies in the general population in Germany and to analyse potential associations with ocular and systemic factors. The Gutenberg Health Study is a population-based cohort study, including 15,010 participants aged 35–74 years. We performed fundus photographs of the macula and the optic disc. Vascular anomalies of the retina were graded. The prevalence was computed. We conducted multivariable logistic regression analysis including generalized estimating equations to assess associated factors. We included 12,956 participants (mean age 55.0 ± 11.1 years; 49.8% female). Retinal arterial tortuosity (RAT) was present in 5.9% in at least one eye and in 3.7% in both eyes. Systolic (OR = 1.01, <i>p</i> = 0.0039) and diastolic (OR = 0.98, <i>p</i> = 0.0039) arterial blood pressure, low-density lipoproteins (LDL) levels (OR = 1.0, <i>p</i> = 0.036), and spherical equivalent (OR = 1.06, <i>p</i> &lt; 0.0001) were associated with RAT. Birth weight (OR = 0.97, <i>p</i> &lt; 0.0001) and age (OR = 0.85, <i>p</i> = 0.0004) were inversely associated, while high-density lipoproteins (HDL), body mass index, and smoking were not associated with RAT. Temporal cilioretinal arteries (CRA) were prevalent in at least one eye in 40.2% and in 9.2% in both eyes. Spherical equivalent was associated with the prevalence of CRA (OR = 1.03 per dpt, p = 0.0006). Branch-building CRA had a prevalence of 0.5% in at least one eye. This study describes prevalence of retinal vascular anomalies for the first time in a German population. CRA were positively associated with spherical equivalent and thus might be protective for myopia. RAT was associated with cardiovascular risk factors and with lower birth weight.