cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17876/musewide/dr.1/07847
title: Object GUO_ID 7847 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07848
title: Object GUO_ID 7848 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.gbdq4y
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus giganteus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012145-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/07849
title: Object GUO_ID 7849 in candels-cdfs-20

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07850
title: Object GUO_ID 7850 in candels-cdfs-14

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07851
title: Object GUO_ID 7851 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07852
title: Object GUO_ID 7852 in candels-cdfs-23

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.eg52zz
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus giganteus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012147-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/07853
title: Object GUO_ID 7853 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07854
title: Object GUO_ID 7854 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07855
title: Object GUO_ID 7855 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07856
title: Object GUO_ID 7856 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07857
title: Object GUO_ID 7857 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07861
title: Object GUO_ID 7861 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07862
title: Object GUO_ID 7862 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07864
title: Object GUO_ID 7864 in candels-cdfs-20

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07865
title: Object GUO_ID 7865 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07866
title: Object GUO_ID 7866 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07869
title: Object GUO_ID 7869 in candels-cdfs-23

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07871
title: Object GUO_ID 7871 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07872
title: Object GUO_ID 7872 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07873
title: Object GUO_ID 7873 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07875
title: Object GUO_ID 7875 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07876
title: Object GUO_ID 7876 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07877
title: Object GUO_ID 7877 in candels-cdfs-17

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07878
title: Object GUO_ID 7878 in candels-cdfs-14

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07879
title: Object GUO_ID 7879 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.5281/zenodo.14894686
title: A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains (Source code and data)

description: This dataset contains



the source code

the data and examples


of the generalized inelastic Constitutive Artificial Neural Network (iCANN) enhanced by a novel network architecture.

The corresponding publication is:

Holthusen, H., Linka, K., Kuhl, E., Brepols, T.

A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains

 

JAX implementation



activation_functions: Contains the activation functions

BaseClasses: The `heart' of our code. Contains the general object-orientated classes to create neural networks and iCANNs

build_network: Add contribution of individual iCANNs (parallel connection)

config_training: Configuration file for current training options

energy: Feed-forward neural network for Helmholtz free energy

execute_model_jit: Execute discovered model with specific parameters (weights). Use Just-InTime-Compilation (JIT) for fast evaluation (EXECUTABLE)

execute_model: Execute discovered model with specific parameters (weights). No use of JIT (EXECUTABLE)

execute_training: Execute training for specific training data based on config_training. Training is specified within runs/ (EXECUTABLE)

helpers_material: Helper routines for continuum mechanics

helpers: Helper routines to read in data

iCANN_explicit: Explicit time integration scheme for iCANN

iCANN_impllicit: Implicit time integration scheme for iCANN

potential: Feed-forward neural network for dual potential


Directories



loadings: Contains training and testing files with data

results: Contains discovered weights and corresponding losses

runs: Specify the config_training file. Execute training for specific example (EXECUTABLE FILES)


Revision Supplement



Regularization study: Includes the results and implementation of the regularization study

RNN_Comparison: Contains the implementation of the conventional RNN
DOI: 10.5281/zenodo.17148079
title: A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains (Source code and data)

description: This dataset contains



the source code

the data and examples


of the generalized inelastic Constitutive Artificial Neural Network (iCANN) enhanced by a novel network architecture.

The corresponding publication is:

Holthusen, H., Linka, K., Kuhl, E., Brepols, T.

A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains

 

JAX implementation



activation_functions: Contains the activation functions

BaseClasses: The `heart' of our code. Contains the general object-orientated classes to create neural networks and iCANNs

build_network: Add contribution of individual iCANNs (parallel connection)

config_training: Configuration file for current training options

energy: Feed-forward neural network for Helmholtz free energy

execute_model_jit: Execute discovered model with specific parameters (weights). Use Just-InTime-Compilation (JIT) for fast evaluation (EXECUTABLE)

execute_model: Execute discovered model with specific parameters (weights). No use of JIT (EXECUTABLE)

execute_training: Execute training for specific training data based on config_training. Training is specified within runs/ (EXECUTABLE)

helpers_material: Helper routines for continuum mechanics

helpers: Helper routines to read in data

iCANN_explicit: Explicit time integration scheme for iCANN

iCANN_impllicit: Implicit time integration scheme for iCANN

potential: Feed-forward neural network for dual potential


Directories



loadings: Contains training and testing files with data

results: Contains discovered weights and corresponding losses

runs: Specify the config_training file. Execute training for specific example (EXECUTABLE FILES)


Revision Supplement



Regularization study: Includes the results and implementation of the regularization study

RNN_Comparison: Contains the implementation of the conventional RNN
DOI: 10.17876/musewide/dr.1/07881
title: Object GUO_ID 7881 in candels-cdfs-17

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07882
title: Object GUO_ID 7882 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07883
title: Object GUO_ID 7883 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07885
title: Object GUO_ID 7885 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07887
title: Object GUO_ID 7887 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07888
title: Object GUO_ID 7888 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07889
title: Object GUO_ID 7889 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07892
title: Object GUO_ID 7892 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07893
title: Object GUO_ID 7893 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07895
title: Object GUO_ID 7895 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07896
title: Object GUO_ID 7896 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07897
title: Object GUO_ID 7897 in candels-cdfs-23

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07898
title: Object GUO_ID 7898 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07899
title: Object GUO_ID 7899 in candels-cdfs-03

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07900
title: Object GUO_ID 7900 in candels-cdfs-18

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07901
title: Object GUO_ID 7901 in candels-cdfs-17

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07902
title: Object GUO_ID 7902 in candels-cdfs-19

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07904
title: Object GUO_ID 7904 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07905
title: Object GUO_ID 7905 in candels-cdfs-22

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07907
title: Object GUO_ID 7907 in candels-cdfs-17

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/07909
title: Object GUO_ID 7909 in candels-cdfs-14

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.5281/zenodo.17148069
title: Exploring the Potential of Peptides Derived from the Coelomic Fluid of Echinometra lucunter Targeting Inflammatory Cytokines in Placental Syndromes: In Silico Study
DOI: 10.5281/zenodo.17148068
title: Exploring the Potential of Peptides Derived from the Coelomic Fluid of Echinometra lucunter Targeting Inflammatory Cytokines in Placental Syndromes: In Silico Study
DOI: 10.17876/musewide/dr.1/07910
title: Object GUO_ID 7910 in candels-cdfs-08

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.vfmhzh
title: Occurrence Download

description: A dataset containing 707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calliandra humilis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 707 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012148-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avf8wk
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.87852 27.13793,70.25002 27.07833,69.79397 26.7515,70.21807 25.56221,70.68845 25.61654,70.90345 25.74152,71.02846 25.88922,71.21133 26.4398,70.87852 27.13793))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Saxicola macrorhynchus (Stoliczka, 1872)"
 ]
}

 The dataset includes 422 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001169-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17037/data.00004508
title: Clinical codelist - Hip fracture - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of hip fracture.
DOI: 10.71513/ngri.magobs/hyb.1973
title: CSIR-NGRI Hyderabad Magnetic Observatory Geomagnetic data-1973
DOI: 10.17037/data.00004509
title: Clinical codelist - Intracranial hypertension - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of intracranial hypertension.
DOI: 10.15468/dl.euvv57
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Mustela nivalis Linnaeus, 1766",
 "Year 2000-2025"
 ]
}

 The dataset includes 129 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001170-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdeng9
title: Occurrence Download

description: A dataset listing the 99 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((46.9588 24.92831,48.08374 24.92831,48.08374 25.69781,46.9588 25.69781,46.9588 24.92831))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 99 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001166-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ua4nte
title: Occurrence Download

description: A dataset containing 1884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miniopterus schreibersii (Kuhl, 1817)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1884 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001172-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71513/ngri.magobs/hyb.1971
title: CSIR-NGRI Hyderabad Magnetic Observatory Geomagnetic data-1971
DOI: 10.17037/data.00004510
title: Clinical codelist - Oedema - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of oedema. Excluded chronic and hereditary oedema, and infantile related codes. Excluded oedema in pregnancy, diabetic macular oedema, lymphoedema and lipoedema, uveitis related oedemas.
DOI: 10.15468/dl.8e3mgu
title: Occurrence Download

description: A dataset containing 20595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctalus noctula (Schreber, 1774)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 20595 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001173-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71513/ngri.magobs/hyb.1970
title: CSIR-NGRI Hyderabad Magnetic Observatory Geomagnetic data-1970
DOI: 10.17037/data.00004512
title: Clinical codelist - Pancreatitis - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of pancreatitis. Excluded mumps, chronic, recurrent, gallstone and alcohol induced pancreatitis.
DOI: 10.17037/data.00004511
title: Clinical codelist - Palpitations - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of palpitations.
DOI: 10.17037/data.00004513
title: Clinical codelist - Pancytopenia - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of pancytopenia. Pancytopenia due to chemotherapy excluded.
DOI: 10.15468/dl.2qgzs3
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Hippobosca Linnaeus, 1758"
 ]
}

 The dataset includes 254 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001177-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnqex9
title: Occurrence Download

description: A dataset containing 82459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 82459 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001174-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktxdgy
title: Occurrence Download

description: A dataset containing 9315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eptesicus nilssonii (Keyserling & Blasius, 1839)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 9315 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001178-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17037/data.00004515
title: Clinical codelist - Petechiae - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of petechiae.
DOI: 10.17037/data.00004517
title: Clinical codelist - Pneumonia - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of pneumonia. Covid-19 related codes were excluded.
DOI: 10.17037/data.00004516
title: Clinical codelist - Phlebitis - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of phlebitis. Excluded pregnancy related codes.
DOI: 10.15468/dl.mawnn9
title: Occurrence Download

description: A dataset containing 686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis brandtii (Eversmann, 1845)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 686 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001180-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7646351
title: X-PSI Parameter Recovery for Temperature Map Configurations Inspired by PSR J0030+0451

description: Posterior sample files associated with the preprint "X-PSI Parameter Recovery for Temperature Map Configurations Inspired by PSR J0030+0451 " by Vinciguerra et al. (2023; arXiv; almost submitted to for publication in ApJ) and Jupyter notebook scripts to reproduce the corresponding figures.


Also included are examples of model modules in the Python language using the X-PSI framework.


Please refer to the READme for detailed information.
DOI: 10.5281/zenodo.7646352
title: X-PSI Parameter Recovery for Temperature Map Configurations Inspired by PSR J0030+0451

description: Posterior sample files associated with the preprint "X-PSI Parameter Recovery for Temperature Map Configurations Inspired by PSR J0030+0451 " by Vinciguerra et al. (2023; arXiv; almost submitted to for publication in ApJ) and Jupyter notebook scripts to reproduce the corresponding figures.


Also included are examples of model modules in the Python language using the X-PSI framework.


Please refer to the READme for detailed information.
DOI: 10.71513/ngri.magobs/hyb.1969
title: CSIR-NGRI Hyderabad Magnetic Observatory Geomagnetic data-1969
DOI: 10.17037/data.00004518
title: Clinical codelist - Tendinitis - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of tendinitis. Excluded calcific tendinitis.
DOI: 10.15468/dl.5bn5hp
title: Occurrence Download

description: A dataset containing 1090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis emarginatus (E.Geoffroy, 1806)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1090 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001181-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17037/data.00004520
title: Clinical codelist - Thrombocythemia - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of thrombocythemia. Familial thromocythemia, thrombocytosis and inherited predisposition to thrombocythemia excluded.
DOI: 10.17037/data.00004522
title: Clinical codelist - Upper Gastro-Intestinal bleeding - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of upper GI bleeding. Removed chronic codes.
DOI: 10.17037/data.00004521
title: Clinical codelist - Tinnitus - CPRD Aurum

description: SNOMED codes for a clinical diagnosis of tinnitus. Codes related to tinnitus masking device excluded.
DOI: 10.5281/zenodo.14717597
title: Four-dimensional multiscale global subduction models with data assimilation and realistic rheology [Dataset]

description: This repository submission provides all data to generate figures in manuscript "Four-dimensional multiscale global subduction models with data assimilation and realistic rheology" (JGR Solid Earth). Paraviews should be used to visulaize the output data.