cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30626678.v1
title: Additional file 3 of Development and validation of the STeP score for predicting tracheostomy in patients with sepsis using a nationwide ICU database: a retrospective observational study

description: Additional file 3 (Supplementary Table 3. Summary of hospital-level variation estimated by the GLMM used for sensitivity analysis)
DOI: 10.6084/m9.figshare.30626681
title: Additional file 4 of Development and validation of the STeP score for predicting tracheostomy in patients with sepsis using a nationwide ICU database: a retrospective observational study

description: Additional file 4 (Supplementary Table 4. Baseline characteristics of patients stratified by tracheostomy during the entire ICU stay)
DOI: 10.6084/m9.figshare.30626681.v1
title: Additional file 4 of Development and validation of the STeP score for predicting tracheostomy in patients with sepsis using a nationwide ICU database: a retrospective observational study

description: Additional file 4 (Supplementary Table 4. Baseline characteristics of patients stratified by tracheostomy during the entire ICU stay)
DOI: 10.6084/m9.figshare.30626684
title: Additional file 5 of Development and validation of the STeP score for predicting tracheostomy in patients with sepsis using a nationwide ICU database: a retrospective observational study

description: Additional file 5 (Supplementary Table 5. Fine–Gray Competing Risks Analysis for ICU Tracheostomy Using the STeP Score)
DOI: 10.6084/m9.figshare.30626684.v1
title: Additional file 5 of Development and validation of the STeP score for predicting tracheostomy in patients with sepsis using a nationwide ICU database: a retrospective observational study

description: Additional file 5 (Supplementary Table 5. Fine–Gray Competing Risks Analysis for ICU Tracheostomy Using the STeP Score)
DOI: 10.15468/dl.z4sc4u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon pulchripinnis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034756-251025141854904/datasets/export for details.
DOI: 10.15468/dl.ye8y9g
title: Occurrence Download

description: A dataset containing 4320 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.7688 23.69913, -109.6188 23.69913, -109.6188 23.84913, -109.7688 23.84913, -109.7688 23.69913))"
 ]
}

 The dataset includes 4320 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034757-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614279
title: SMILES Biohack 2025 Munich

description: This is a part of biohack 2025 Munich Hackathon. Reproduction of https://www.nature.com/articles/s41592-025-02781-5 and https://www.nature.com/articles/s41467-018-06500-x papers with additional data cleaning and EDA.
DOI: 10.15468/dl.wztcuf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon rosaceus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034758-251025141854904/datasets/export for details.
DOI: 10.15468/dl.vzqdh7
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.6188 23.69913, -109.4688 23.69913, -109.4688 23.84913, -109.6188 23.84913, -109.6188 23.69913))"
 ]
}

 The dataset includes 154 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034759-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614284
title: Echo Lattice vCF-1: Constant-Free Curvature Operator — v2 (N=1024 Verified)

description: **v2 Update — November 14, 2025**

 

This version extends the Echo Lattice vCF-1 framework to high-resolution scalability with a verified N = 1024 benchmark. The constant-free curvature operator (α = 0.52, λ = 9.8×10⁻³) was applied to a synthetic signal (random walk + 10π-period sine, seed = 42) and solved via conjugate gradient (CG) with full convergence.

 

**Key Results**  

- **Condition number**: 2.45 × 10⁶  

- **Curvature energy reduction**: 71.4%  

- **Solve time**: ~2.8 seconds (CPU)  

- **CG status**: info = 0 (exact convergence)  

 

**Significance**  

- No embedded physical constants  

- Production-scalable (N = 1M+ via CG)  

- Numerically stable and reproducible  

- Applications: astronomy, GNSS, medical imaging, finance, control systems  

 

**Files**  

- `vCF1_N1024_Verification_Summary.pdf` — Public verification report  

- (Optional) Demo script available on request  

 

**Implementation remains proprietary.**  

Mathematical formulation and results are fully public and independently verifiable.

 

**v1 DOI**: 10.5281/zenodo.17581368  

**License**: CC BY 4.0
DOI: 10.5281/zenodo.17614285
title: Echo Lattice vCF-1: Constant-Free Curvature Operator — v2 (N=1024 Verified)

description: **v2 Update — November 14, 2025**

 

This version extends the Echo Lattice vCF-1 framework to high-resolution scalability with a verified N = 1024 benchmark. The constant-free curvature operator (α = 0.52, λ = 9.8×10⁻³) was applied to a synthetic signal (random walk + 10π-period sine, seed = 42) and solved via conjugate gradient (CG) with full convergence.

 

**Key Results**  

- **Condition number**: 2.45 × 10⁶  

- **Curvature energy reduction**: 71.4%  

- **Solve time**: ~2.8 seconds (CPU)  

- **CG status**: info = 0 (exact convergence)  

 

**Significance**  

- No embedded physical constants  

- Production-scalable (N = 1M+ via CG)  

- Numerically stable and reproducible  

- Applications: astronomy, GNSS, medical imaging, finance, control systems  

 

**Files**  

- `vCF1_N1024_Verification_Summary.pdf` — Public verification report  

- (Optional) Demo script available on request  

 

**Implementation remains proprietary.**  

Mathematical formulation and results are fully public and independently verifiable.

 

**v1 DOI**: 10.5281/zenodo.17581368  

**License**: CC BY 4.0
DOI: 10.15468/dl.9awvbj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypomesus nipponensis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034760-251025141854904/datasets/export for details.
DOI: 10.15468/dl.9bubnf
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.4688 23.69913, -109.3188 23.69913, -109.3188 23.84913, -109.4688 23.84913, -109.4688 23.69913))"
 ]
}

 The dataset includes 51 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034761-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13738591
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.v8a7ya
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "TaxonKey is Connochaetes taurinus taurinus"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034762-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jan846
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypomesus olidus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034764-251025141854904/datasets/export for details.
DOI: 10.15468/dl.x2ne5s
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.3188 23.69913, -109.1688 23.69913, -109.1688 23.84913, -109.3188 23.84913, -109.3188 23.69913))"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034765-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6eaukt
title: Occurrence Download

description: A dataset containing 1993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia angustissima"
 ]
}

 The dataset includes 1993 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034766-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqzzyt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypomesus transpacificus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034767-251025141854904/datasets/export for details.
DOI: 10.15468/dl.6ybkt7
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.1688 23.69913, -109.0188 23.69913, -109.0188 23.84913, -109.1688 23.84913, -109.1688 23.69913))"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034768-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614269
title: Underwater images collected by a Kite surf in Le-Morne, Mauritius - 2018-07-22

description: This dataset was collected by a Kite surf in Le-Morne, Mauritius - 2018-07-22. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.15468/dl.hw59a8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys harmandi",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034770-251025141854904/datasets/export for details.
DOI: 10.15468/dl.hcachn
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.0188 23.69913, -108.8688 23.69913, -108.8688 23.84913, -109.0188 23.84913, -109.0188 23.69913))"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034769-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtegwa
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.8688 23.69913, -108.7188 23.69913, -108.7188 23.84913, -108.8688 23.84913, -108.8688 23.69913))"
 ]
}

 The dataset includes 89 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034772-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpye39
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys molitrix",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034773-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17614281
title: Underwater images collected by a Kite surf in Tamarin-La-Preneuse, Mauritius - 2018-10-20

description: This dataset was collected by a Kite surf in Tamarin-La-Preneuse, Mauritius - 2018-10-20. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.15468/dl.unvcsz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.7188 23.69913, -108.5688 23.69913, -108.5688 23.84913, -108.7188 23.84913, -108.7188 23.69913))"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034774-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzum8v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys nobilis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034775-251025141854904/datasets/export for details.
DOI: 10.15468/dl.m8v3s8
title: Occurrence Download

description: A dataset containing 8097 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spilogale"
 ]
}

 The dataset includes 8097 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034776-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8xt2v
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.5688 23.69913, -108.4188 23.69913, -108.4188 23.84913, -108.5688 23.84913, -108.5688 23.69913))"
 ]
}

 The dataset includes 103 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034777-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yma2f5
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypostomus plecostomus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 44 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034778-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbd7h5
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.4188 23.69913, -108.2688 23.69913, -108.2688 23.84913, -108.4188 23.84913, -108.4188 23.69913))"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034779-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxkadb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypostomus punctatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034780-251025141854904/datasets/export for details.
DOI: 10.15468/dl.4f9yck
title: Occurrence Download

description: A dataset containing 1615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-129.75946 11.68629,-73.24054 11.68629,-73.24054 34.31371,-129.75946 34.31371,-129.75946 11.68629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia cochliacantha"
 ]
}

 The dataset includes 1615 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034781-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6du5a
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.2688 23.69913, -108.1188 23.69913, -108.1188 23.84913, -108.2688 23.84913, -108.2688 23.69913))"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034783-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggjt2q
title: Occurrence Download

description: A dataset containing 3496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((130.56635 21.70882,154.116 46.8663,125.17547 48.47411,123.65054 31.59449,117.88135 21.75849,118.35424 17.97541,130.56635 21.70882))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pittosporum tobira"
 ]
}

 The dataset includes 3496 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034782-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vscqx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypostomus ventromaculatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034784-251025141854904/datasets/export for details.