cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/39rmggdpjp.1
title: Professional development programs on English as a Foreign instructor

description: Professional development is essential for teacher learning. Despite its importance, research on EFL instructors in higher education is limited, with past studies focusing mainly on primary and secondary school teachers. Understanding professional development's impact on higher education EFL instructors is crucial due to their complex roles requiring language proficiency and teaching skills. This study explores the effects of professional development through community learning and personal initiatives, using a qualitative approach with semi-structured interviews of ten EFL instructors from five universities in Indonesia.
DOI: 10.15468/dl.9hmvwp
title: Occurrence Download

description: A dataset containing 957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyperus aromaticus (Ridl.) Mattf. & Kük.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 957 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009835-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mhzr4szvtr
title: Study groundwater security in the Turonian aquifer of the Tadla Basin, Phosphate Plateau and Tassaout Downstream-Approach to artificial recharge

description: The present study consists of proposing development scenarios for improved artificial recharge of the Turonian aquifer. The data presented can be grouped into two categories:
The first category covers geological, hydrological and hydrogeological studies, through the preparation of maps and permeability studies for the feasibility of artificial recharge of the Turonian aquifer, such as the choice of sites to be developed, the type of recharge device, infiltration into recharge devices, the configuration of watercourses, upstream flow rates, etc. The second category covers climatological, hydrological and hydrogeological data.
The second category includes climatological data, as part of the study of the appropriate period for artificial aquifer recharge.
DOI: 10.17632/mhzr4szvtr.1
title: Study groundwater security in the Turonian aquifer of the Tadla Basin, Phosphate Plateau and Tassaout Downstream-Approach to artificial recharge

description: The present study consists of proposing development scenarios for improved artificial recharge of the Turonian aquifer. The data presented can be grouped into two categories:
The first category covers geological, hydrological and hydrogeological studies, through the preparation of maps and permeability studies for the feasibility of artificial recharge of the Turonian aquifer, such as the choice of sites to be developed, the type of recharge device, infiltration into recharge devices, the configuration of watercourses, upstream flow rates, etc. The second category covers climatological, hydrological and hydrogeological data.
The second category includes climatological data, as part of the study of the appropriate period for artificial aquifer recharge.
DOI: 10.7488/ds/7868
title: Genotypes of Ugandan dairy cattle samples

description: These files contain the genotypes of 192 dairy cattle samples from Uganda, covering 162 crossbred animals sampled from the Central region of the country and 10 animals from three of the most common local breeds/populations in the country: Ankole (Kiruhura district), Ugandan Zebu (Soroti district) and Nganda (Masaka district). Genotypes are presented in PLINK binary format for 777,962 SNPs across 32 chromosomes obtained from the Illumina HD Bovine chip. Genotype calls are in the Top strand notation for Illumina. Map assembly is UMD3.1 These genotypes were obtained as part of a study under review in Frontiers in Genomics
DOI: 10.6084/m9.figshare.28748498
title: Supplementary Materials for CoMed

description: Adverse drug events (ADEs) from combination therapies remain a global challenge, particularly in low- and middle-income countries (LMICs) where clinical decision support infrastructure is often limited. While large language models (LLMs) show promise for biomedical understanding, their black-box nature and lack of contextual reasoning limit their utility in high-stakes clinical applications. Here, we present CoMed, an interpretable, LLM-based framework for combination medication risk profiling. CoMed combines chain-of-thought prompting with a modular multi-agent architecture to support clinically grounded and transparent risk assessments. Across a curated benchmark of 1,482 biomedical abstracts involving 95 drug pairs, CoMed-enhanced models significantly outperformed baseline LLMs in identifying co-administration scenarios (F1 up to 0.971, AUPRC 0.974). Beyond identification, CoMed synthesizes literature into multi-dimensional risk reports covering adverse effects, efficacy, indications, selectivity, and management considerations. Outputs are fully traceable to source evidence and designed for frontline clinical utility. Our results demonstrate that CoMed enables accurate, interpretable, and scalable analysis of combination drug risks, offering a practical tool to enhance medication safety in resource-constrained healthcare settings . To support broader adoption, we have released an open-source python package of CoMed, including documentation and full installation instructions, available at https://github.com/studentiz/comed.
DOI: 10.6084/m9.figshare.28748498.v1
title: Supplementary Materials for CoMed

description: Adverse drug events (ADEs) from combination therapies remain a global challenge, particularly in low- and middle-income countries (LMICs) where clinical decision support infrastructure is often limited. While large language models (LLMs) show promise for biomedical understanding, their black-box nature and lack of contextual reasoning limit their utility in high-stakes clinical applications. Here, we present CoMed, an interpretable, LLM-based framework for combination medication risk profiling. CoMed combines chain-of-thought prompting with a modular multi-agent architecture to support clinically grounded and transparent risk assessments. Across a curated benchmark of 1,482 biomedical abstracts involving 95 drug pairs, CoMed-enhanced models significantly outperformed baseline LLMs in identifying co-administration scenarios (F1 up to 0.971, AUPRC 0.974). Beyond identification, CoMed synthesizes literature into multi-dimensional risk reports covering adverse effects, efficacy, indications, selectivity, and management considerations. Outputs are fully traceable to source evidence and designed for frontline clinical utility. Our results demonstrate that CoMed enables accurate, interpretable, and scalable analysis of combination drug risks, offering a practical tool to enhance medication safety in resource-constrained healthcare settings . To support broader adoption, we have released an open-source python package of CoMed, including documentation and full installation instructions, available at https://github.com/studentiz/comed.
DOI: 10.17632/tt5prr3wsg
title: opendata

description: Does Public Data Openness Foster High-Tech Entrepreneurship?
Evidence from a Quasi-Natural Experiment on the Launch of Government Open Data Platforms in China
DOI: 10.17632/tt5prr3wsg.1
title: opendata

description: Does Public Data Openness Foster High-Tech Entrepreneurship?
Evidence from a Quasi-Natural Experiment on the Launch of Government Open Data Platforms in China
DOI: 10.15468/dl.3r84yt
title: Occurrence Download

description: A dataset containing 1652 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus deglupta Blume"
 ]
}

 The dataset includes 1652 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009836-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qnwbw
title: Occurrence Download

description: A dataset containing 336096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Matricaria discoidea DC.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 336096 records from 1459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009826-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt5bu5
title: Occurrence Download

description: A dataset containing 1160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Sri Lanka",
 "TaxonKey is Ploceus manyar (Horsfield, 1821)",
 "Year 2000-2025"
 ]
}

 The dataset includes 1160 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004002-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdhrxj
title: Occurrence Download

description: A dataset containing 12236211 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Ecuador"
 ]
}

 The dataset includes 12236211 records from 1983 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003985-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7a6r78
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum falcisepalum F.Lehm. & Kraenzl."
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116320-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11069596
title: MMF-DTI; precomputed protein features

description: MMF-DTI

 

Precomputed protein features via ProtBERT encoder.
DOI: 10.5281/zenodo.11069597
title: MMF-DTI; precomputed protein features

description: MMF-DTI

 

Precomputed protein features via ProtBERT encoder.
DOI: 10.15468/dl.28snrq
title: Occurrence Download

description: A dataset containing 59388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Rorippa palustris (L.) Besser"
 ]
}

 The dataset includes 59388 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037266-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfadre
title: Occurrence Download

description: A dataset containing 715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "TaxonKey is Acraea issoria Hübner, 1816"
 ]
}

 The dataset includes 715 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119182-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v66aqr
title: Occurrence Download

description: A dataset containing 186989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Fulmarus glacialis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 186989 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071800-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsgv6z
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptosoma balguerii (Desbonne, 1867)"
 ]
}

 The dataset includes 67 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116325-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22qs54
title: Occurrence Download

description: A dataset containing 2319378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Fulica atra",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 2319378 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071778-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z92qqa
title: Occurrence Download

description: A dataset containing 12180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eurypanopeus depressus (SI Smith, 1869)"
 ]
}

 The dataset includes 12180 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119221-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gyk5b
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Fulvetta manipurensis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 914 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071814-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epy9qc
title: Occurrence Download

description: A dataset containing 10112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucurbita maxima Duchesne"
 ]
}

 The dataset includes 10112 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121125-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaueg4
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pfaffia completa (Uline & W.L.Bray) Borsch"
 ]
}

 The dataset includes 8 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071835-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk9cr4
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gonodactylellus spinosus (Bigelow, 1893)"
 ]
}

 The dataset includes 92 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120403-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17608/k6.auckland.25649058
title: HVN Los aMiGos Metadata Record - Is LactOSe tolerance impacted by repeated exposure to A2 beta-casein MIlk, with effects on Gut COmfort Symptoms

description: This metadata record and it's attached files make statements about the kinds of data collected as part of this research, and set out policies for governance of that data, now and in the future.<b>Description:</b> Many people report digestive problems with dairy products. This dairy intolerance may sometimes be caused by lactose intolerance, but not all people reporting intolerance have confirmed lactose intolerance. Rather, some forms of dairy intolerance may be caused or exacerbated by the protein in milk which manifests as inflammation of the small intestine. Conventional milk contains the A1 version of bovine beta-casein protein. A1 beta-casein may cause intolerance type symptoms in some consumers, resulting in small intestinal inflammation that may also contribute to lactose intolerance. It is proposed that these effects are absent or reduced when dairy products free of this variant are consumed. The A2 version of beta-casein is broken down differently, and may not cause intolerance symptoms in consumers who are sensitive to the A1 beta-casein protein. However, the impacts of variation in beta-casein and intestinal inflammation on lactose malabsorption have not yet been investigated in humans. Due to the possible exacerbation of lactose malabsorption by intestinal inflammation, this study aims to understand whether tolerance to lactose is impacted by repeated exposure to variants of beta-casein.
DOI: 10.15468/dl.d3tt3e
title: Occurrence Download

description: A dataset containing 965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Galbula chalcothorax",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 965 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071841-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zfnv7
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buccinum humphreysianum Bennett, 1824"
 ]
}

 The dataset includes 431 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079694-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c73kc6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peyritschia humilis (Louis-Marie) Finot"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071815-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzrdez
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-80.3510875000000055 40.9697141999999985, -80.3510875000000055 40.9712176700000015, -80.3510875000000055 40.9726137500000007, -80.3510875000000055 40.9743320099999977, -80.3510875000000055 40.9766946000000019, -80.3510875000000055 40.9791645900000034, -80.3510875000000055 40.9817419700000016, -80.3510875000000055 40.9837824000000026, -80.3487240000000043 40.9837824000000026, -80.3466827900000027 40.9837824000000026, -80.3437821200000002 40.9837824000000026, -80.3416334799999987 40.9837824000000026, -80.3403442999999982 40.9837824000000026, -80.3403442999999982 40.9816345799999979, -80.3403442999999982 40.9793793799999975, -80.3403442999999982 40.9774463400000002, -80.3403442999999982 40.9748689600000020, -80.3403442999999982 40.9728285300000010, -80.3403442999999982 40.9714324500000018, -80.3403442999999982 40.9697141999999985, -80.3420632100000063 40.9697141999999985, -80.3438895599999938 40.9697141999999985, -80.3464679199999949 40.9697141999999985, -80.3494760199999973 40.9697141999999985, -80.3510875000000055 40.9697141999999985))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101840-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hav635
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium coclense Croat"
 ]
}

 The dataset includes 108 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037293-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztyh54
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rasta thiophila (J.D.Taylor & Glover, 1997)"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108905-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zeegx
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium clidemioides Standl."
 ]
}

 The dataset includes 93 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037289-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de9r6j
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinoclama notabilis (Jeffreys, 1876)"
 ]
}

 The dataset includes 102 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108915-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.