cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kf9a3n
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum pseudomouradicum Hausskn. & Bornm. ex Jos.Baumgartner"
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033917-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmzwv7
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.36753 28.93719,57.36753 28.93719,57.36753 90.00000,-95.36753 90.00000,-95.36753 28.93719))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rajella fyllae (Lütken, 1887)"
 ]
}

 The dataset includes 373 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003105-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48512/xcv8517529
title: post38e to be 38m

description: The file shows the proveniences of code 38e sherds reclassified to 38m FGRY.
DOI: 10.23664/iedea.2004-2025
title: The international epidemiological databases to evaluate AIDS (IeDEA) in sub-Saharan Africa-2025
DOI: 10.6084/m9.figshare.30477057
title: Collusive bidding in the construction industry: a systematic review of organizational forms, mechanisms and anti-collusion strategies

description: Collusive bidding, an illegal practice among contractors competing for construction contracts, presents a material impediment to sustainable industrial development. While the popularity of collusive bidding has attracted scholarly attention, previous studies have exhibited three distinctive limitations: ambiguous delineation of organizational forms, fragmented analysis of collusion mechanisms and inadequate evaluation of anti-collusion strategies. To address these gaps, a systematic review was conducted to examine the relevant literature on collusive bidding. Drawing on 106 articles (1990–2025), a comprehensive framework was derived: (1) classification of organizational forms, (2) integration of multidimensional mechanisms, and (3) systematic assessment of anti-collusion strategies. The review identified critical knowledge gaps in vertical collusion and state-corporate crime-related areas, while also highlighting shortcomings in current detection methods for collusive bidding, particularly in terms of their limited monitoring channels and time lag issues. By enhancing the theoretical understanding of collusive bidding, the study not only guides future research but also provides policymakers and industry practitioners with actionable interventions to deal with collusive bidding in the new era of digital transformation.
DOI: 10.6084/m9.figshare.30477057.v1
title: Collusive bidding in the construction industry: a systematic review of organizational forms, mechanisms and anti-collusion strategies

description: Collusive bidding, an illegal practice among contractors competing for construction contracts, presents a material impediment to sustainable industrial development. While the popularity of collusive bidding has attracted scholarly attention, previous studies have exhibited three distinctive limitations: ambiguous delineation of organizational forms, fragmented analysis of collusion mechanisms and inadequate evaluation of anti-collusion strategies. To address these gaps, a systematic review was conducted to examine the relevant literature on collusive bidding. Drawing on 106 articles (1990–2025), a comprehensive framework was derived: (1) classification of organizational forms, (2) integration of multidimensional mechanisms, and (3) systematic assessment of anti-collusion strategies. The review identified critical knowledge gaps in vertical collusion and state-corporate crime-related areas, while also highlighting shortcomings in current detection methods for collusive bidding, particularly in terms of their limited monitoring channels and time lag issues. By enhancing the theoretical understanding of collusive bidding, the study not only guides future research but also provides policymakers and industry practitioners with actionable interventions to deal with collusive bidding in the new era of digital transformation.
DOI: 10.15468/dl.b8k7y8
title: Occurrence Download

description: A dataset containing 3099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.93628 43.75457,-1.04519 43.75457,-1.12446 43.70604,-1.12506 43.63426,-1.05462 43.59979,-0.92635 43.6011,-0.85072 43.65278,-0.85011 43.71404,-0.93628 43.75457))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Oxygastra curtisii, Coenagrion mercuriale, Gomphus graslinii, Lucanus cervus, Cerambyx cerdo, Petromyzon marinus, Alosa alosa, Alosa fallax, Emys orbicularis, Rhinolophus hipposideros, Rhinolophus ferrumequinum, Barbastella barbastellus, Myotis myotis, Lutra lutra, Mustela lutreola, Marsilea quadrifolia, Angelica heterocarpa, Luronium natans, Alytes obstetricans, Epidalea calamita, Hyla arborea, Hyla meridionalis, Rana dalmatina, Streptopelia turtur, Anguilla anguillai, Pseudunio auricularius, Stylurus flavipes, Eptesicus serotinus, Myotis mystacinus, Myotis nattereri, Nyctalus leisleri, Nyctalus noctula, Pipistrellus pipistrellus, Pipistrellus nathusii, Hypsugo savii, Plecotus austriacus, Myotis alcathoe, Pipistrellus kuhlii, Myotis daubentonii, Spiranthes aestivalis, Lacerta bilineata, Podarcis muralis, Hierophis viridiflavus, Zamenis longissimus, Lycaena dispar, Mustela vison, Circaetus gallicus, Egretta garzetta, Grus grus, Hydrocoloeus minutus, Ichthyaetus melanocephalus, Lanius collurio, Lampetra fluviatilis, Salmo salar, Salmo trutta, Drosera intermedia, Drosera rotundifolia, Gratiola officinalis, Narthecium ossifragum, Tractema liliohyacinthus)"
 ]
}

 The dataset includes 3099 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006078-251025141854904/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.30454706.v2
title: 预测 ICU 2 型糖尿病患者呼吸机相关性肺炎的数据预处理、基线特征、变量相关分析和模型评估、TRIPODAI Guide

description: 该数据集包含一项针对 ICU 2 型糖尿病患者的研究的基线特征和补充数据，旨在使用机器学习预测呼吸机相关性肺炎 （VAP）。基线特征表总结了患者人口统计学、生命体征和实验室值。补充图说明了数据预处理步骤（四分位距清理前后的直方图和箱线图）、使用随机森林的缺失值插补、变量相关分析（Spearman 热图）和模型评估（四个预测模型的混淆矩阵）。这些数据提供了特征选择、清理程序和模型性能评估的详细概述。<b>Fig. S1</b>. Histograms and boxplots of Glucose_max and SBP_max in original and cleaned datasets: <b>Glucose_max</b>, maximum blood glucose; <b>SBP_max</b>, maximum systolic blood pressure. (A) original Glucose_max; (B) cleaned Glucose_max; (C) original SBP_max; (D) cleaned SBP_max. <b>Fig. S2</b>. Histograms and boxplots of Temp_min and WBC_min in original and cleaned datasets: <b>Temp_min</b>, minimum body temperature; <b>WBC_min</b>, minimum white blood cell count.(A)original Temp_min; (B)cleaned Temp_min; (C)original WBC_min; (D)cleaned WBC_min.<b>Fig. S3</b>. Histograms of PH_max and PH_min in original and Random Forest–imputed datasets: <b>PH_max</b>, maximum pH; <b>PH_min</b>, minimum pH.<b>Fig. S4</b>. Histograms of PO2_max and PO2_min in original and Random Forest–imputed datasets: <b>PO</b><b>2</b><b>_max</b>, maximum partial pressure of oxygen; <b>PO</b><b>2</b><b>_min</b>, minimum partial pressure of oxygen.<b>Fig. S5</b>. Histograms of PT_max and PT_min in original and Random Forest–imputed datasets: <b>PT_max</b>, maximum prothrombin time; <b>PT_min</b>, minimum prothrombin time.<b>Fig</b><b>. S6</b>. Spearman correlation heatmap of variables selected by both the Boruta algorithm and LASSO regression:<b>Hypertension</b>, history of hypertension; <b>Temp_min</b>, minimum body temperature; <b>Glusco_max</b>, maximum blood glucose; <b>Scr_max</b>, maximum serum creatinine; <b>WBC_min</b>, minimum white blood cell count;<b>CNS</b>, SOFA neurological subscore; <b>Renal</b>, SOFA renal subscore; and <b>GCS</b>, Glasgow Coma Scale.<b>Fig</b><b>. S7</b>. Confusion matrices of four predictive models: (A) Logistic Regression, (B) Random Forest, (C) XGBoost, and (D) Gradient Boosting Machine (<b>GBM</b>). Each matrix presents the counts of true positives, true negatives, false positives, and false negatives, facilitating model performance comparison.
DOI: 10.60719/aphrc-2025-036
title: Effect of engaging cultural institutions and culturally-sensitive facility-based delivery on maternal and newborn health service utilization in Garissa, Baseline Survey

description: The “Afya Kwa Ukoo” project is a collaborative formative study between the African Population Health and Research Center (APHRC), Sisters Maternity Home (SIMAHO) and Preventative Health Care and Epidemiology Consultancy (PHCEC). The study aims to test strategies to promote institutional deliveries and uptake of other maternal and child health services among sedentary (pastoral dropouts) residents in Garissa in Kenya. The study will test a package of two innovative community-and facility-based interventions to: a) increase demand for maternal and new-born health services working with the traditional clan system; and b) improve the birthing experience in institutions by providing culturally and socially sensitive and acceptable delivery services at health facilities. The ultimate goal of both interventions is to reduce maternal and new-born deaths by minimizing pregnancy-related complications and ensuring proper and timely management of obstetric emergencies which are common in pregnant women who do not attend antenatal care clinics and those who deliver without skilled birth attendance.
DOI: 10.5281/zenodo.17010525
title: Machine-learning analysis of solar flare light-curve morphology and implications for stellar CME prediction

description: This repository contains the training and testing datasets, extracted features of solar flares, FGKM-type late-type main-sequence star superflares and Sun-like star superflares, as well as event catalogs, the five trained LR sub-models, and the prediction code.

"train_datasets.zip" and "test_datasets.zip". These files contain the training and testing datasets, respectively. The solar flare events were randomly split into training and testing sets with a ratio of 8:2 using five different random seeds, resulting in five independent subsets. The column names are consistent with the feature extraction descriptions in the paper.

"solar_feature.csv", "FGKM_late_main_sequence_stars_feature.csv" and "sun_like_stars_feature.csv". These files contain the extracted features of solar flares, FGKM-type late-type main-sequence star superflares, and Sun-like star superflares, respectively.

"solar_flare_event_catalog.csv" and "stellar_superflare_catalog.csv". These files represent the catalogs of solar flare events and stellar superflare events. "solar_flare_event_catalog.csv"— SDO/EVE-ESP 0.1-7nm broadband solar flare samples containing 1,156 events. Columns: No. — Event serial number; Start_Time(UTC), Peak_Time(UTC), End_Time(UTC) — Event start, peak, and end times in UTC; ED — Equivalent duration (s); Energy — Bolometric energy (erg); Class_Type — Flare class; CME_Association — 1 = eruptive flare (associated with CME), 0 = confined flare (no CME). "stellar_superflare_catalog.csv" — After quality selection, the final Kepler 30-minutes cadence white-light stellar flare sample contains 17,717 events. Columns: No. — Event serial number; Star_Name — Host star identifier; Start_Time, End_Time — Flare start and end times (BJD_TDB − 2,454,833; days); ED — Equivalent duration (s); Energy — Bolometric energy (erg); CME_Association — 1 = with CME, 0 = without CME; Reference — Source of flare.

"logic_models.zip". This file contains the five trained LR sub-models.

"prediction_code.zip". This file contains the prediction code.
DOI: 10.5281/zenodo.17466223
title: Machine-learning analysis of solar flare light-curve morphology and implications for stellar CME prediction

description: This repository contains the training and testing datasets, extracted features of solar flares, FGKM-type late-type main-sequence star superflares and Sun-like star superflares, as well as event catalogs, the five trained LR sub-models, and the prediction code.

"train_datasets.zip" and "test_datasets.zip". These files contain the training and testing datasets, respectively. The solar flare events were randomly split into training and testing sets with a ratio of 8:2 using five different random seeds, resulting in five independent subsets. The column names are consistent with the feature extraction descriptions in the paper.

"solar_feature.csv", "FGKM_late_main_sequence_stars_feature.csv" and "sun_like_stars_feature.csv". These files contain the extracted features of solar flares, FGKM-type late-type main-sequence star superflares, and Sun-like star superflares, respectively.

"solar_flare_event_catalog.csv" and "stellar_superflare_catalog.csv". These files represent the catalogs of solar flare events and stellar superflare events. "solar_flare_event_catalog.csv"— SDO/EVE-ESP 0.1-7nm broadband solar flare samples containing 1,156 events. Columns: No. — Event serial number; Start_Time(UTC), Peak_Time(UTC), End_Time(UTC) — Event start, peak, and end times in UTC; ED — Equivalent duration (s); Energy — Bolometric energy (erg); Class_Type — Flare class; CME_Association — 1 = eruptive flare (associated with CME), 0 = confined flare (no CME). "stellar_superflare_catalog.csv" — After quality selection, the final Kepler 30-minutes cadence white-light stellar flare sample contains 17,717 events. Columns: No. — Event serial number; Star_Name — Host star identifier; Start_Time, End_Time — Flare start and end times (BJD_TDB − 2,454,833; days); ED — Equivalent duration (s); Energy — Bolometric energy (erg); CME_Association — 1 = with CME, 0 = without CME; Reference — Source of flare.

"logic_models.zip". This file contains the five trained LR sub-models.

"prediction_code.zip". This file contains the prediction code.
DOI: 10.6084/m9.figshare.30477072
title: Additional file 4 of Targeted temperature control following traumatic brain injury: ESICM/NACCS best practice consensus recommendations

description: Additional file 4. Systematic review of the literature on targeted temperature control in traumatic brain injury, covering clinical studies from 2013 to 2023.
DOI: 10.6084/m9.figshare.30477072.v1
title: Additional file 4 of Targeted temperature control following traumatic brain injury: ESICM/NACCS best practice consensus recommendations

description: Additional file 4. Systematic review of the literature on targeted temperature control in traumatic brain injury, covering clinical studies from 2013 to 2023.
DOI: 10.15468/dl.x76k4j
title: Occurrence Download

description: A dataset containing 53455 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus pyrenaica"
 ]
}

 The dataset includes 53455 records from 575 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006064-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6yhy8
title: Occurrence Download

description: A dataset containing 497423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is ca2fd897-6108-4361-91f8-b39dc8d12d13",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 497423 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006074-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znywqk
title: Occurrence Download

description: A dataset listing the 0 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Checklist Dutch Species Register - Nederlands Soortenregister"
 ]
}

 The dataset's 0 records were derived from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006075-251025141854904/datasets/export for details.
DOI: 10.6084/m9.figshare.30452765
title: <b>Analysis of skin mycobiota associated with alopecia in captive cynomolgus macaques (</b><b><i>Macaca fascicularis</i></b><b>) based on Oxford Nanopore Technologies</b>

description: Supplementary Figures show the rarefaction curve and the fungal composition profile at the phylum and genus levels. The table shows the demographics of cynomolgus macaques housed at NPRCT-CU that enrolled in this study.
DOI: 10.6084/m9.figshare.30452765.v1
title: <b>Analysis of skin mycobiota associated with alopecia in captive cynomolgus macaques (</b><b><i>Macaca fascicularis</i></b><b>) based on Oxford Nanopore Technologies</b>

description: Supplementary Figures show the rarefaction curve and the fungal composition profile at the phylum and genus levels. The table shows the demographics of cynomolgus macaques housed at NPRCT-CU that enrolled in this study.
DOI: 10.34808/enne-fx53
title: The Galaxy workflow for Baltic Sea Multi-Layer Data Integration
DOI: 10.34808/2vk7-2585
title: The Galaxy workflow for Baltic Sea Multi-Layer Data Integration
DOI: 10.15468/dl.fpjg2s
title: Occurrence Download

description: A dataset containing 2647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pomacea canaliculata",
 "Year 1000-2025"
 ]
}

 The dataset includes 2647 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006080-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quz49y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Checklist Dutch Species Register - Nederlands Soortenregister"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006081-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17471719
title: Dataset for Interpretable Machine Learning for Exploring Multiple Influencing Factors of PM2.5 and Their Interaction Effects
DOI: 10.5281/zenodo.17471720
title: Dataset for Interpretable Machine Learning for Exploring Multiple Influencing Factors of PM2.5 and Their Interaction Effects
DOI: 10.15468/dl.s8g2mw
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Pseudobufo subasper"
 ]
}

 The dataset includes 89 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006084-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17019632
title: Cyprinid herpesvirus 3 was not replicate in EPC cells but mediated cell cycle arrest in the S phase

description: EPC (Epithelioma Papulosum Cyprini) cell line is widely used for culturing various aquatic animal viruses. However, prior studies reported that EPC cells were non-permissive to CyHV-3 replication. In this study, CyHV-3 were inoculated to EPC cells and conducted cytopathic effect (CPE) observation, PCR and quantitative real-time PCR for viral gene detection and load quantification, electron microscopy to visualize virion formation, transcriptome sequencing (RNA-seq) to explore infection mechanisms, and flow cytometry to assess cell cycle alterations. Results demonstrated that CyHV-3-infected EPC cells exhibited no CPE at 24h, 48h, 72h, 96h, 7d, and 14d post-infection. While viral DNA and transcripts of immediate-early (IE), early (E), and late (L) genes were detected in cell pellets, neither viral genes nor cDNA were found in supernatant or cell-free fractions. RT-qPCR confirmed low viral loads (<10³ copies/5ng) at all time-points, and no virions were observed via transmission electron microscopy, collectively indicating the establishment of latent infection. Transcriptomic analysis of EPC cells at 96h post-infection identified 607 differentially expressed genes (DEGs). GO enrichment categorized these DEGs into biological processes (BP), molecular functions (MF), and cellular components (CC), primarily associated with cellular compartments, binding, metabolic processes, catalytic activity, and biological regulation. KEGG pathway analysis revealed enrichment in sterol biosynthesis, cell cycle, terpenoid backbone synthesis, and DNA replication. Flow cytometry showed that CyHV-3 infection induced S-phase arrest in EPC cells, with the arrested population increasing over time. These findings suggest that CyHV-3 may establish latency by modulating host cell cycle-related gene expression.
DOI: 10.5281/zenodo.17471786
title: Cyprinid herpesvirus 3 was not replicate in EPC cells but mediated cell cycle arrest in the S phase

description: EPC (Epithelioma Papulosum Cyprini) cell line is widely used for culturing various aquatic animal viruses. However, prior studies reported that EPC cells were non-permissive to CyHV-3 replication. In this study, CyHV-3 were inoculated to EPC cells and conducted cytopathic effect (CPE) observation, PCR and quantitative real-time PCR for viral gene detection and load quantification, electron microscopy to visualize virion formation, transcriptome sequencing (RNA-seq) to explore infection mechanisms, and flow cytometry to assess cell cycle alterations. Results demonstrated that CyHV-3-infected EPC cells exhibited no CPE at 24h, 48h, 72h, 96h, 7d, and 14d post-infection. While viral DNA and transcripts of immediate-early (IE), early (E), and late (L) genes were detected in cell pellets, neither viral genes nor cDNA were found in supernatant or cell-free fractions. RT-qPCR confirmed low viral loads (<10³ copies/5ng) at all time-points, and no virions were observed via transmission electron microscopy, collectively indicating the establishment of latent infection. Transcriptomic analysis of EPC cells at 96h post-infection identified 607 differentially expressed genes (DEGs). GO enrichment categorized these DEGs into biological processes (BP), molecular functions (MF), and cellular components (CC), primarily associated with cellular compartments, binding, metabolic processes, catalytic activity, and biological regulation. KEGG pathway analysis revealed enrichment in sterol biosynthesis, cell cycle, terpenoid backbone synthesis, and DNA replication. Flow cytometry showed that CyHV-3 infection induced S-phase arrest in EPC cells, with the arrested population increasing over time. These findings suggest that CyHV-3 may establish latency by modulating host cell cycle-related gene expression.
DOI: 10.15468/dl.fyfz6b
title: Occurrence Download

description: A dataset containing 3122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes"
 ]
}

 The dataset includes 3122 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006085-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nakhgv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Checklist Dutch Species Register - Nederlands Soortenregister"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006086-251025141854904/datasets/export for details.