cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cq5vc3
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Planiliza subviridis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 301 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017845-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/kd7d-8d62
title: "tmp2"

description: "..."
DOI: 10.15468/dl.3f3cz4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Brachymystax tsinlingensis"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017849-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5y3taa
title: Occurrence Download

description: A dataset containing 11209 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula portenschlagiana)"
 ]
}

 The dataset includes 11209 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017851-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzf633
title: Occurrence Download

description: A dataset containing 4126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Zoysia japonica, Zoysia macrostachya, Zoysia matrella, Zoysia sinica, Zoysia pacifica)"
 ]
}

 The dataset includes 4126 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017850-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4vuz6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017855-250920141307145/datasets/export for details.
DOI: 10.15468/dl.4mt44p
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017854-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3sarv
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "EventDate 2000-01-01-2025-09-25",
 "TaxonKey is one of (Potos flavus [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 512 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017853-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17204700
title: Effect of music therapy on cortisol levels in critically ill patients under mechanical ventilation: a randomized controlled trial
DOI: 10.5281/zenodo.17204699
title: Effect of music therapy on cortisol levels in critically ill patients under mechanical ventilation: a randomized controlled trial
DOI: 10.15468/dl.29rr8j
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017856-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fweupt
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamnostoma mindora",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017857-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqc5c5
title: Occurrence Download

description: A dataset containing 2777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Monochamus sartor"
 ]
}

 The dataset includes 2777 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017860-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3akvu
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "TaxonKey is Aster asteroides"
 ]
}

 The dataset includes 73 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017859-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbn4sp
title: Occurrence Download

description: A dataset containing 19181 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula poscharskyana)"
 ]
}

 The dataset includes 19181 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017861-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.594eah
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017862-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnhatc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017863-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qj89fg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017864-250920141307145/datasets/export for details.
DOI: 10.15468/dl.m68cky
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophichthus apicalis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017865-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jdc3b
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula pratensis)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017866-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t83dbc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017868-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17197025
title: DNA methylation reference datasets for multiple cell line gDNA samples and trained Autogluon model for MethCali

description: Since the reference datasets are too large to open in text editors or Microsoft Excel, we here provide the annotated reference datasets in binary format.

The D5/D6/F7/M8/BC/BL.paruqet.zst files contain the reference datasets of corrsponding cell line gDNA samples, while the HF.parquet.zst contains the curated cytosines only. These files can be loaded into RAM using mainstream python data analysis libraries, such as pyarrow, polars, pandas, pyspark, and narwhals, and corrsponding libs in other programming languages, such as R libs: arrow, polars, nanoparquet, etc.

The "beta_pyro" column contains the beta values of cytosines calibrated by the pyrosequencing, while the "beta" column contains the original beta values derived from our NGS reference datasets.

models.tar.zst contains two model directories which can be used with MethCali to calibrate the beta values in NGS bedgraph files.

For more info of the datasets and models, see  https://github.com/YuanfengZhang/dna_methylation_smk and  https://github.com/YuanfengZhang/MethCali.
DOI: 10.5281/zenodo.17197026
title: DNA methylation reference datasets for multiple cell line gDNA samples and trained Autogluon model for MethCali

description: Since the reference datasets are too large to open in text editors or Microsoft Excel, we here provide the annotated reference datasets in binary format.

The D5/D6/F7/M8/BC/BL.paruqet.zst files contain the reference datasets of corrsponding cell line gDNA samples, while the HF.parquet.zst contains the curated cytosines only. These files can be loaded into RAM using mainstream python data analysis libraries, such as pyarrow, polars, pandas, pyspark, and narwhals, and corrsponding libs in other programming languages, such as R libs: arrow, polars, nanoparquet, etc.

The "beta_pyro" column contains the beta values of cytosines calibrated by the pyrosequencing, while the "beta" column contains the original beta values derived from our NGS reference datasets.

models.tar.zst contains two model directories which can be used with MethCali to calibrate the beta values in NGS bedgraph files.

For more info of the datasets and models, see  https://github.com/YuanfengZhang/dna_methylation_smk and  https://github.com/YuanfengZhang/MethCali.
DOI: 10.15468/dl.3dkvbg
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bursera graveolens"
 ]
}

 The dataset includes 130 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017867-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3gg49
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017869-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qttk72
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017870-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqtntt
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macropodus opercularis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 139 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017871-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30215455
title: Water-sediment condition and erosion/aggradation volume at the middle Yangtze and lower Yellow Rivers

description: The files include water-sediment data at the Yichang station in the middle Yangtze River and at the Huayuankou station in the lower Yellow River, and the cummulative erosion volume at the middle Yangtze and lower Yellow Rivers.
DOI: 10.6084/m9.figshare.30215455.v1
title: Water-sediment condition and erosion/aggradation volume at the middle Yangtze and lower Yellow Rivers

description: The files include water-sediment data at the Yichang station in the middle Yangtze River and at the Huayuankou station in the lower Yellow River, and the cummulative erosion volume at the middle Yangtze and lower Yellow Rivers.
DOI: 10.15468/dl.5vjm2z
title: Occurrence Download

description: A dataset containing 1810 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula pulla)"
 ]
}

 The dataset includes 1810 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017872-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk34dn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is Suriname",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017873-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2g5a6
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2277.00205 0.11067,2276.93511 -0.19563,2277.22113 -0.40254,2277.40167 -0.33357,2277.37733 -0.07189,2277.00205 0.11067))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 688 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017875-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdxjez
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017876-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ab3ee4
title: Occurrence Download

description: A dataset containing 701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa bladhii",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 701 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017877-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqskbb
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula punctata rubriflora)"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017879-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vamkvu
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichopodus trichopterus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 229 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017878-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17204743
title: Supplementary Files
DOI: 10.5281/zenodo.17204744
title: Supplementary Files
DOI: 10.7910/dvn/krdowb
title: Effectiveness of interprofessional education enhanced by live consultation observations for healthcare students and new professionals in Singapore: a retrospective cross-sectional study

description: This study aims to evaluate whether incorporating live consultation observations into interprofessional education (IPE) improves learning evaluation scores among healthcare professionals and students. A retrospective cross-sectional analysis was conducted using evaluation data from IPE sessions held from January 2020 to December 2023 across 7 primary care clinics in Singapore. Evaluation scores were compared between sessions with facilitated discussions only (n=667) and sessions with additional live consultation observations (n=501). Logistic regression was used to analyze factors associated with perfect evaluation scores. Sessions that included live consultations were significantly more likely to achieve perfect evaluation scores (odds ratio [OR], 1.68; 95% confidence interval [CI], 1.27–2.22). Nursing/care coordinators (OR, 2.07) and allied health professionals (OR, 1.76) assigned perfect scores significantly more often than students. The addition of live consultation observations to standard IPE sessions significantly improved evaluation scores, indicating enhanced perceived effectiveness, particularly among experienced professionals. These findings support the use of experiential learning strategies to optimize interprofessional training outcomes.
DOI: 10.7910/dvn/fpagqa
title: Impact of accreditation on medical education quality improvement in 82 medical schools in Japan: a descriptive study

description: This dataset accompanies an opinion article on the accreditation of medical education in Japan. It covers data from 82 medical schools evaluated by the Japan Accreditation Council for Medical Education (JACME) between 2015 and 2025 using the World Federation for Medical Education (WFME) global standards. Sources include itemized accreditation review reports, information on the duration of clinical training, and questionnaire survey responses from medical schools. These materials provide the basis for examining changes in educational programs following the introduction of accreditation.
DOI: 10.15468/dl.hv27xe
title: Occurrence Download

description: A dataset containing 1182264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-31",
 "EventDate is less than or equal to 2025-08-30",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1182264 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017842-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qphpp
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria brizantha",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017882-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.