cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wmmk6a
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Primula jesoana"
 ]
}

 The dataset includes 209 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058320-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3e7n8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys molitrix",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058323-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkah8p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys molitrix",
 "Country is Rwanda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058321-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3w6mu5
title: Occurrence Download

description: A dataset containing 11011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys molitrix",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11011 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058322-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b55qtq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058324-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zrdvm3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058325-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ffyykz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058326-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.29652551
title: Machine learning to predict postdialysis fatigue in patients undergoing hemodialysis

description: Machine learning (ML) has been widely used to predict complications and prognosis in patients undergoing hemodialysis (HD). However, accurate and efficient models for predicting postdialysis fatigue (PDF) in this population are still needed because PDF is surprisingly prevalent. This study aimed to explore the potential of ML models for predicting PDF in patients undergoing HD. A total of 1,281 Chinese patients undergoing HD from six tertiary hospitals (65.26% male, mean age = 54.48 years). Cross-sectional study. Seven ML models were compared: Logistic regression (LR), Decision tree (DT), Random forests (RF), LightGBM (LGBM), CatBoost, XGBoost (XGB), and Gradient boosting tree (GBT), to predict the PDF and identify variables with predictive value based on the best-performing model among Chinese patients undergoing HD. The study findings were reported in accordance with the TRIPOD+AI guidelines. The RF model achieved the relatively optimal and stable performance, with an area under the curve of 0.855, accuracy of 0.773, F1 score of 0.769, and Brier score of 0.155 in test set. Resilience, appetite, potassium levels, sleep quality, constipation, history of fistula surgery, diastolic blood bressure, and the category of “combined other diseases” were the strongest predictors of PDF. ML models can serve as convenient screening and assessment tools for PDF risk in Chinese patients undergoing HD. In combination with the SHapley Additive exPlanations (SHAP) approach, the proposed framework provides a more intuitive and comprehensive interpretation of the predictive model, thereby allowing clinicians to better understand the decision-making process of the model and impact of the factors associated with PDF. Our study succeeded in differentiating PDF from the broader cumulative experience of fatigue in terms of outcome indicators, including chronic and interdialytic fatigue.Seven machine learning algorithms were used to construct the prediction model, and RF performed the best.This study identified resilience, appetite, potassium levels, sleep quality, constipation, HFS, DBP, and COD as having the highest values for predicting PDF. With the advent of artificial intelligence (AI), dialysis machines can be embedded in the module of the ML prediction model to achieve early intervention in the early warning of PDF. Our study succeeded in differentiating PDF from the broader cumulative experience of fatigue in terms of outcome indicators, including chronic and interdialytic fatigue. Seven machine learning algorithms were used to construct the prediction model, and RF performed the best. This study identified resilience, appetite, potassium levels, sleep quality, constipation, HFS, DBP, and COD as having the highest values for predicting PDF. With the advent of artificial intelligence (AI), dialysis machines can be embedded in the module of the ML prediction model to achieve early intervention in the early warning of PDF.
DOI: 10.6084/m9.figshare.29652551.v1
title: Machine learning to predict postdialysis fatigue in patients undergoing hemodialysis

description: Machine learning (ML) has been widely used to predict complications and prognosis in patients undergoing hemodialysis (HD). However, accurate and efficient models for predicting postdialysis fatigue (PDF) in this population are still needed because PDF is surprisingly prevalent. This study aimed to explore the potential of ML models for predicting PDF in patients undergoing HD. A total of 1,281 Chinese patients undergoing HD from six tertiary hospitals (65.26% male, mean age = 54.48 years). Cross-sectional study. Seven ML models were compared: Logistic regression (LR), Decision tree (DT), Random forests (RF), LightGBM (LGBM), CatBoost, XGBoost (XGB), and Gradient boosting tree (GBT), to predict the PDF and identify variables with predictive value based on the best-performing model among Chinese patients undergoing HD. The study findings were reported in accordance with the TRIPOD+AI guidelines. The RF model achieved the relatively optimal and stable performance, with an area under the curve of 0.855, accuracy of 0.773, F1 score of 0.769, and Brier score of 0.155 in test set. Resilience, appetite, potassium levels, sleep quality, constipation, history of fistula surgery, diastolic blood bressure, and the category of “combined other diseases” were the strongest predictors of PDF. ML models can serve as convenient screening and assessment tools for PDF risk in Chinese patients undergoing HD. In combination with the SHapley Additive exPlanations (SHAP) approach, the proposed framework provides a more intuitive and comprehensive interpretation of the predictive model, thereby allowing clinicians to better understand the decision-making process of the model and impact of the factors associated with PDF. Our study succeeded in differentiating PDF from the broader cumulative experience of fatigue in terms of outcome indicators, including chronic and interdialytic fatigue.Seven machine learning algorithms were used to construct the prediction model, and RF performed the best.This study identified resilience, appetite, potassium levels, sleep quality, constipation, HFS, DBP, and COD as having the highest values for predicting PDF. With the advent of artificial intelligence (AI), dialysis machines can be embedded in the module of the ML prediction model to achieve early intervention in the early warning of PDF. Our study succeeded in differentiating PDF from the broader cumulative experience of fatigue in terms of outcome indicators, including chronic and interdialytic fatigue. Seven machine learning algorithms were used to construct the prediction model, and RF performed the best. This study identified resilience, appetite, potassium levels, sleep quality, constipation, HFS, DBP, and COD as having the highest values for predicting PDF. With the advent of artificial intelligence (AI), dialysis machines can be embedded in the module of the ML prediction model to achieve early intervention in the early warning of PDF.
DOI: 10.15468/dl.xbt8e2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058327-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfv5qb
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058329-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aenhxd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058330-250717081556266/datasets/export for details.
DOI: 10.15468/dl.kvkqg8
title: Occurrence Download

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

 The dataset includes 43 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058328-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdw2cs
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 628 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058331-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ush6d5
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 205 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058332-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhct9q
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Disporum viridescens"
 ]
}

 The dataset includes 598 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058333-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/f53j-r666
title: ICARUS Chamber Experiment: Ng Research Group_20191214_/Cyclohexane_None_No Seed_1o_BpHN photolysis exp1

description: Goals: Photolysis of monoterpene-derived organic nitratesSummary: Photolysis rate constant and mechanism of b-pinene-derived organic nitrateOrganization: Ng Research Group Lab Affiliation: Georgia Institute of Technology Chamber: Georgia Tech Environmental Chamber (Far)Experiment Category: Gas phase chemical reaction, Photolysis, any phase Oxidant: None Reactants: 1o_BpHN, Cyclohexane Reaction Type: Photolysis Relative Humidity: 3 Temperature: 23 Seed Name: No Seed
DOI: 10.15468/dl.v263hm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brontispa longissima",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058334-250717081556266/datasets/export for details.
DOI: 10.15468/dl.aww2c2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058335-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcfn92
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058337-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9ejg4q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058336-250717081556266/datasets/export for details.
DOI: 10.15468/dl.byxpeb
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Synurus excelsus"
 ]
}

 The dataset includes 57 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058338-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25954/nmtd-zw79
title: Water Research Australia project 1008 (WRA 1008) DOC-UV
DOI: 10.5281/zenodo.16513874
title: Spectral reflectance of corals with and without Black Band Disease on Anini Reef, Kauai, Hawaii

description: Spectral reflectance of corals with and without Black Band Disease on Anini Reef, Kauai, Hawaii.  Dataset accompanies this paper:

Melamed M.B., Martin R.E., Allen, M., Asner, G.P.; Reflections: Spectral Investigation of Black Band Disease in Hawaiian Corals. Remote Sensing in review (will be updated shortly)

 

Please cite this paper when using these data or any derivative of these data.

The Excel file lists each spectral filename, species, health category and other information as referenced in the original journal paper.  The ZIP file contains each spectral file in Analytical Spectral Devices (ASD) format.  Each binary ASD spectral file can be read using code provided here: https://github.com/ASU-GDCS/ASDtoCSV
DOI: 10.5281/zenodo.16513875
title: Spectral reflectance of corals with and without Black Band Disease on Anini Reef, Kauai, Hawaii

description: Spectral reflectance of corals with and without Black Band Disease on Anini Reef, Kauai, Hawaii.  Dataset accompanies this paper:

Melamed M.B., Martin R.E., Allen, M., Asner, G.P.; Reflections: Spectral Investigation of Black Band Disease in Hawaiian Corals. Remote Sensing in review (will be updated shortly)

 

Please cite this paper when using these data or any derivative of these data.

The Excel file lists each spectral filename, species, health category and other information as referenced in the original journal paper.  The ZIP file contains each spectral file in Analytical Spectral Devices (ASD) format.  Each binary ASD spectral file can be read using code provided here: https://github.com/ASU-GDCS/ASDtoCSV
DOI: 10.15468/dl.s74wnc
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058340-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnxe3f
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Niger",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058342-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfhxz7
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058341-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r77eg4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058344-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdfy5t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058343-250717081556266/datasets/export for details.
DOI: 10.15468/dl.dwpnqc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058345-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ha5t89
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Nigeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058346-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8x8a6
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058347-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y4ywy
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalis angulata",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058348-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64aygm
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 548 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058349-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfvv44
title: Occurrence Download

description: A dataset containing 1081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1081 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058350-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pw22gq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus salmoides",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058351-250717081556266/datasets/export for details.