cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31261192.v1
title: "Healthcare stroke dataset" dataset from Nigeria (Ogun, Abuja, Lagos, Port Harcourt, Kano, Benue and Kaduna). Dataset compiled and uploaded for research purposes. Collected over a period of 1 year across federal medical centers across the country

description: “Healthcare stroke dataset" dataset from Nigeria (Ogun, Abuja, Lagos, Port Harcourt, Kano, Benue and Kaduna). Dataset compiled and uploaded for research purposes. Collected over a period of 1 year across federal medical centers across the country. The dataset includes the following features: id: Unique identifier, gender: "Male", "Female", or "Other", age: Age of the patient, hypertension: 0 if the patient doesn't have hypertension, 1 if the patient has hypertension, heart_disease: 0 if the patient doesn't have any heart diseases, 1 if the patient has a heart disease, ever_married: "No" or "Yes", work_type: "Children", "Govt_job", "Never_worked", "Private", or "Self-employed", Residence_type: "Rural" or "Urban", avg_glucose_level: Average glucose level in the blood, bmi: Body mass index, smoking_status: "Formerly smoked", "Never smoked", "Smokes", or "Unknown", stroke: 1 if the patient had a stroke, 0 if not
DOI: 10.6084/m9.figshare.31261207
title: Sample Video from IRPose16 dataset

description: A dataset for human pose estimation using infrared imaging and low-cost reflective markers”. The IRPose16 dataset includes RGB and infrared video recordings and 2D human pose keypoint annotations collected from human participants performing predefined motion sequences in a controlled indoor environment. All participants provided written informed consent for participation and for research data sharing, and the study was approved by the Institutional Ethics Committee of Vellore Institute of Technology, Chennai. Due to the presence of identifiable facial imagery in RGB frames, access to the dataset is provided under controlled conditions. Users are required to read and agree to this Data Use Agreement prior to downloading and using the data. The DUA prohibits attempts to re-identify participants, restricts unauthorized redistribution, and requires appropriate data security and citation of the associated Scientific Data publication. This document is provided to ensure ethical, legal, and responsible reuse of the IRPose16 dataset.
DOI: 10.6084/m9.figshare.31261207.v1
title: Sample Video from IRPose16 dataset

description: A dataset for human pose estimation using infrared imaging and low-cost reflective markers”. The IRPose16 dataset includes RGB and infrared video recordings and 2D human pose keypoint annotations collected from human participants performing predefined motion sequences in a controlled indoor environment. All participants provided written informed consent for participation and for research data sharing, and the study was approved by the Institutional Ethics Committee of Vellore Institute of Technology, Chennai. Due to the presence of identifiable facial imagery in RGB frames, access to the dataset is provided under controlled conditions. Users are required to read and agree to this Data Use Agreement prior to downloading and using the data. The DUA prohibits attempts to re-identify participants, restricts unauthorized redistribution, and requires appropriate data security and citation of the associated Scientific Data publication. This document is provided to ensure ethical, legal, and responsible reuse of the IRPose16 dataset.
DOI: 10.5281/zenodo.18464965
title: Origin and evolution of grapevine genomes
DOI: 10.5281/zenodo.17686245
title: Data_FFC_2019-2023

description: FFC emissions based on different inventories of OCO-2 and GCASv2 assimilation
DOI: 10.5281/zenodo.17686244
title: Data_FFC_2019-2023

description: FFC emissions based on different inventories of OCO-2 and GCASv2 assimilation
DOI: 10.57760/sciencedb.36968
title: A checklist of lignicolous macro-basidiomycetes in Guizhou Province, Southwest China
title: 中国贵州省木生大型担子菌编目

description: A total of 738 species was recorded, belonging to 3 classes, 16 orders, 74 families, and 253 genera within Basidiomycota. The dominant class is Agaricomycetes, with the sum of species accounting for 97.15% of all known lignicolous macro-basidiomycetes species in Guizhou. The dominant orders are Polyporales, Agaricales, and Hymenochaetales, and the sum of species accounts for 81.44% (601 species) of all lignicolous macro-basidiomycetes in Guizhou. The ten dominant families include 391 species, accounting for 52.98% of total known species. The eleven dominant genera consist of 202 species, accounting for 27.37% of the total known species. Additionally, 48 species are described on the basis of holotype or paratype collected from Guizhou.
description: A total of 738 species was recorded, belonging to 3 classes, 16 orders, 74 families, and 253 genera within Basidiomycota. The dominant class is Agaricomycetes, with the sum of species accounting for 97.15% of all known lignicolous macro-basidiomycetes species in Guizhou. The dominant orders are Polyporales, Agaricales, and Hymenochaetales, and the sum of species accounts for 81.44% (601 species) of all lignicolous macro-basidiomycetes in Guizhou. The ten dominant families include 391 species, accounting for 52.98% of total known species. The eleven dominant genera consist of 202 species, accounting for 27.37% of the total known species. Additionally, 48 species are described on the basis of holotype or paratype collected from Guizhou.
DOI: 10.57760/sciencedb.36964
title: A checklist of wood-decaying fungi in Zhangguangcai Ling Mountains, Northeast China
title: 中国东北张广才岭木材腐朽菌编目

description: A total of 445 species is identified based on the identification of related specimens from the mountains preserved in major domestic herbaria, among them 345 species are for the first time reported in the mountains. The known 445 species belong to three classes, 20 orders, 82 families, and 239 genera, within Basidiomycota. The dominant orders are Polyporales, Hymenochaetales, and Agaricales, and the sum of species accounts for 77.53% of all wood-decaying fungal species recorded in the mountains. The dominant families are Polyporaceae, Hymenochaetaceae, Schizoporaceae, Steccherinaceae, and Meruliaceae, and the sum of species accounts for 32.13% of the total known species in the areas. The dominant genera are Xylodon, Trametes, Skeletocutis, Steccherinum, Cyanosporus, Lyomyces, Phellinus, Antrodiella, Peniophorella, and Trechispora, with the sum of species constituting 16.85% of the total known species of wood-decaying fungi in the areas.
description: A total of 445 species is identified based on the identification of related specimens from the mountains preserved in major domestic herbaria, among them 345 species are for the first time reported in the mountains. The known 445 species belong to three classes, 20 orders, 82 families, and 239 genera, within Basidiomycota. The dominant orders are Polyporales, Hymenochaetales, and Agaricales, and the sum of species accounts for 77.53% of all wood-decaying fungal species recorded in the mountains. The dominant families are Polyporaceae, Hymenochaetaceae, Schizoporaceae, Steccherinaceae, and Meruliaceae, and the sum of species accounts for 32.13% of the total known species in the areas. The dominant genera are Xylodon, Trametes, Skeletocutis, Steccherinum, Cyanosporus, Lyomyces, Phellinus, Antrodiella, Peniophorella, and Trechispora, with the sum of species constituting 16.85% of the total known species of wood-decaying fungi in the areas.
DOI: 10.57760/sciencedb.jwxb.00009
title: A checklist of wood-decaying fungi in Guangxi Autonomous Region, South China
title: 中国广西木材腐朽菌编目

description: Guangxi Autonomous Region is characterized by complex topography and a subtropical climate in Southern China, which harbors richness macrofungal diversity. This study compiled the species diversity of wood-decaying fungi in Guangxi by integrating datasets from four institutes, particularly the identification on more than 6 000 specimens collected during 2023 and 2025. The results show that a total of 956 species is recorded, representing 2 phyla, 5 classes, 21 orders, 97 families, and 337 genera, and the phylum Basidiomycota (Agaricomycetes) dominates the assemblage. Among these, Polyporales, Hymenochaetales, Agaricales, and Russulales are dominant classes, accounting for 85.25% of the total known species. A total of 11 dominant families and 12 dominant genera are recognized, representing 55.96% and 20.61% of the total known species, respectively. In addition, 70 species (7.32% of the total known species) were described with samples from Guangxi as their holotypes or paratypes. This study provides a comprehensive overview of the species composition and diversity patterns of wood-decaying fungi in Guangxi.
description: Guangxi Autonomous Region is characterized by complex topography and a subtropical climate in Southern China, which harbors richness macrofungal diversity. This study compiled the species diversity of wood-decaying fungi in Guangxi by integrating datasets from four institutes, particularly the identification on more than 6 000 specimens collected during 2023 and 2025. The results show that a total of 956 species is recorded, representing 2 phyla, 5 classes, 21 orders, 97 families, and 337 genera, and the phylum Basidiomycota (Agaricomycetes) dominates the assemblage. Among these, Polyporales, Hymenochaetales, Agaricales, and Russulales are dominant classes, accounting for 85.25% of the total known species. A total of 11 dominant families and 12 dominant genera are recognized, representing 55.96% and 20.61% of the total known species, respectively. In addition, 70 species (7.32% of the total known species) were described with samples from Guangxi as their holotypes or paratypes. This study provides a comprehensive overview of the species composition and diversity patterns of wood-decaying fungi in Guangxi.
DOI: 10.57760/sciencedb.35960
title: Xerophorus purpureus_Sequence Information Table
title: Xerophorus purpureus_Sequence Information Table

description: Constructing a sequence information table for the newly described species Xerophorus purpureus.
description: Constructing a sequence information table for the newly described species Xerophorus purpureus.
DOI: 10.5281/zenodo.18491212
title: SL-IBPM-Dataset

description: Title: Sources Localization via Information Back Propagation Mechanism

Abstract: With the rapid expansion of social networks, the rampant spread of rumors and misinformation has increasingly threatened social stability, making timely and accurate identification of information sources an urgent need. Traditional source localization approaches struggle with the inherent randomness in information propagation, while existing deep learning methods often fail to balance prediction accuracy and model complexity or rely excessively on large-scale observational data. To address these challenges, this paper proposes a novel deep learning framework that enables effective Source Localization through an innovative Information Back Propagation Mechanism (SL-IBPM). Derived from this mechanism, SL-IBPM encapsulates two core components: self-information Damping and neighbor-information Aggregation. These components are integrated into the BackProp module, which can be embedded into various unidirectional propagation models. This design achieves a favorable balance between prediction accuracy and computational efficiency and enhances adaptability to different propagation scenarios. Additionally, a weighted loss function is employed to mitigate the class imbalance issue, where non-source nodes far outnumber source nodes. Extensive experiments on six real-world networks and two real propagation cascade datasets show that SL-IBPM outperforms state-of-the-art methods in source detection accuracy. It maintains low model complexity and exhibits robust performance even with limited observational data, highlighting its practical superiority.
DOI: 10.5281/zenodo.18453398
title: UNSW temperature records for Norfolk Island

description: Dataset includes a thermistor mooring (t-string) and single depth temperature data collected across Norfolk Island at various stations (see map), maintained by UNSW Sydney and funded by Parks Australia. The mooring was first deployed in 26-11-2024 and the data from the mooring and the single point thermisters will be uploaded separately as it becomes available. The position of the instruments across the island is shown in the map.
DOI: 10.5281/zenodo.18453397
title: UNSW temperature records for Norfolk Island

description: Dataset includes a thermistor mooring (t-string) and single depth temperature data collected across Norfolk Island at various stations (see map), maintained by UNSW Sydney and funded by Parks Australia. The mooring was first deployed in 26-11-2024 and the data from the mooring and the single point thermisters will be uploaded separately as it becomes available. The position of the instruments across the island is shown in the map.
DOI: 10.57760/sciencedb.36821
title: Data for Structural Engineering of Pd/C Catalyst for Selective Hydrogenation of Bulky Quinone to Biphenol
title: Data for Structural Engineering of Pd/C Catalyst for Selective Hydrogenation of Bulky Quinone to Biphenol

description: Data for this article, including material characterization data such as XRD, TEM, XPS, H₂-TPR, an BET, along with the corresponding raw data of catalytic performance evaluation.
description: Data for this article, including material characterization data such as XRD, TEM, XPS, H₂-TPR, an BET, along with the corresponding raw data of catalytic performance evaluation.
DOI: 10.57760/sciencedb.36623
title: “Turning stigma into opportunity”: The response mode effect nudge job seeking for individuals with criminal records
title: “化污名为机遇”：反应模式效应助推有犯罪记录者求职

description: This dataset is derived from four behavioral experiments based on online situational experiments, all of which were collected through the Credamo online experimental platform. Four experiments focused on the differences in recruitment decisions under the select and reject response modes, using standardized experimental procedures and consistent core measurement indicators. All data were generated by participants voluntarily completing online questionnaires and experimental tasks with informed consent. Data content: This dataset mainly includes four data files. Experiment 1 validated the main effect; Experiments 2 and 3 respectively examined  the psychological mechanisms of cognitive processing and dimension weighting judgment; Experiment 4 recruited participants specialized in human resources work (HR) to verify the ecological validity of the main effect. 
description: This dataset is derived from four behavioral experiments based on online situational experiments, all of which were collected through the Credamo online experimental platform. Four experiments focused on the differences in recruitment decisions under the select and reject response modes, using standardized experimental procedures and consistent core measurement indicators. All data were generated by participants voluntarily completing online questionnaires and experimental tasks with informed consent. Data content: This dataset mainly includes four data files. Experiment 1 validated the main effect; Experiments 2 and 3 respectively examined  the psychological mechanisms of cognitive processing and dimension weighting judgment; Experiment 4 recruited participants specialized in human resources work (HR) to verify the ecological validity of the main effect.
DOI: 10.57760/sciencedb.36801
title: Phase Equilibrium Study of the Mixed Solvent System KCl−KBr−(CH₂OH)₂(50%)−H₂O at 298.15 K
title: KCl−KBr−(CH2OH)2(50%)−H2O混合溶剂体系298.15 K下的相平衡研究

description: Addressing the challenges of difficult chloride separation and bromine resource loss due to the formation of chlorobromide solid solutions during the development of high‑bromine underground brines, this study takes the K(Cl, Br) solid solution as the research object. Using the isothermal dissolution equilibrium method, the solid–liquid equilibrium data of the KCl–KBr–(CH₂OH)₂(50%)–H₂O mixed solvent system were determined at 298.15 K, and the corresponding phase diagram was plotted. Compared with other previously reported KCl–KBr–X solvent systems, the phase diagram obtained in this work shows an independent KCl single‑salt crystallization region. Based on this phase diagram, a process route was designed to separate KCl from the K(Cl, Br) solid solution, achieving efficient potassium chloride separation and enrichment of bromine resources. This study provides a new method for separating K(Cl, Br) solid solution and offers reference value for the high‑value utilization of similar brine resources.
description: Addressing the challenges of difficult chloride separation and bromine resource loss due to the formation of chlorobromide solid solutions during the development of high‑bromine underground brines, this study takes the K(Cl, Br) solid solution as the research object. Using the isothermal dissolution equilibrium method, the solid–liquid equilibrium data of the KCl–KBr–(CH₂OH)₂(50%)–H₂O mixed solvent system were determined at 298.15 K, and the corresponding phase diagram was plotted. Compared with other previously reported KCl–KBr–X solvent systems, the phase diagram obtained in this work shows an independent KCl single‑salt crystallization region. Based on this phase diagram, a process route was designed to separate KCl from the K(Cl, Br) solid solution, achieving efficient potassium chloride separation and enrichment of bromine resources. This study provides a new method for separating K(Cl, Br) solid solution and offers reference value for the high‑value utilization of similar brine resources.
DOI: 10.5281/zenodo.18491088
title: core-sea/chaetodon_octofasciatus_bleaching: v1.0.0

description: This repository contains the datasets supporting the manuscript:



Tracking coral bleaching and Chaetodon octofasciatus dynamics in the Gulf of Thailand during the fourth global mass bleaching event


Elba Festo 1,2, Victoria J. Fahey 2 & Cristina Gioia Di Camillo 1



Department of Life and Environmental Sciences, Marche Polytechnic University via Brecce Bianche 60131 Ancona, Italy

Center for Oceanic Research & Education (COREsea), Chaloklum, Koh Phangan, Thailand


The data were collected from coral reef surveys conducted around Koh Phangan (Gulf of Thailand) during the 2024 global mass coral bleaching event and associated pre- and post-bleaching periods.

This repository is data-only and does not contain analysis code.
DOI: 10.5281/zenodo.18491089
title: core-sea/chaetodon_octofasciatus_bleaching: v1.0.0

description: This repository contains the datasets supporting the manuscript:



Tracking coral bleaching and Chaetodon octofasciatus dynamics in the Gulf of Thailand during the fourth global mass bleaching event


Elba Festo 1,2, Victoria J. Fahey 2 & Cristina Gioia Di Camillo 1



Department of Life and Environmental Sciences, Marche Polytechnic University via Brecce Bianche 60131 Ancona, Italy

Center for Oceanic Research & Education (COREsea), Chaloklum, Koh Phangan, Thailand


The data were collected from coral reef surveys conducted around Koh Phangan (Gulf of Thailand) during the 2024 global mass coral bleaching event and associated pre- and post-bleaching periods.

This repository is data-only and does not contain analysis code.
DOI: 10.57760/sciencedb.36758
title: Integrated UPLC-QE/MS, Network Pharmacology, and Transcriptomics Reveal the Protective Effects and Mechanisms of Ganoderma leucocontextum ethanol Extract on Acute altitude-related kidney injury
title: Integrated UPLC-QE/MS, Network Pharmacology, and Transcriptomics Reveal the Protective Effects and Mechanisms of Ganoderma leucocontextum ethanol Extract on Acute altitude-related kidney injury

description: Background: This study aims to investigate the protective effects and mechanisms of Ganoderma leucocontextum ethanol extract (GLE) against acute altitude-induced kidney injury (AAKI) using an integrated strategy.Methods: A mouse AAKI model was established by simulating 5500 m altitude exposure. Renal function, histopathology, and apoptosis were assessed. The bioactive components of GLE were identified by UPLC-QE-MS. Network pharmacology and renal transcriptomics were integrated to pinpoint core pathways, with key findings validated by molecular docking and Western blot.Results: GLE significantly improved renal function, oxidative stress, and pathological damage in AAKI mice. It also remarkably attenuated renal apoptosis. Twenty-five bioavailable components were identified in GLE. Integrated analysis revealed that GLE modulated 72 differentially expressed genes and the MAPK signaling pathway was highlighted as central. Molecular docking confirmed stable binding between GLE components and the key target DDIT3. Western blot validated that GLE inhibits the MAPK/DDIT3-mediated apoptotic pathway.Conclusion: GLE alleviates high-altitude induced kidney injury likely through the multi-component synergistic inhibition of the MAPK/DDIT3 pathway, reducing apoptosis and oxidative stress.
description: Background: This study aims to investigate the protective effects and mechanisms of Ganoderma leucocontextum ethanol extract (GLE) against acute altitude-induced kidney injury (AAKI) using an integrated strategy.Methods: A mouse AAKI model was established by simulating 5500 m altitude exposure. Renal function, histopathology, and apoptosis were assessed. The bioactive components of GLE were identified by UPLC-QE-MS. Network pharmacology and renal transcriptomics were integrated to pinpoint core pathways, with key findings validated by molecular docking and Western blot.Results: GLE significantly improved renal function, oxidative stress, and pathological damage in AAKI mice. It also remarkably attenuated renal apoptosis. Twenty-five bioavailable components were identified in GLE. Integrated analysis revealed that GLE modulated 72 differentially expressed genes and the MAPK signaling pathway was highlighted as central. Molecular docking confirmed stable binding between GLE components and the key target DDIT3. Western blot validated that GLE inhibits the MAPK/DDIT3-mediated apoptotic pathway.Conclusion: GLE alleviates high-altitude induced kidney injury likely through the multi-component synergistic inhibition of the MAPK/DDIT3 pathway, reducing apoptosis and oxidative stress.
DOI: 10.57760/sciencedb.35516
title: Appendix Figure 1 Distribution of PHRDI across provinces over the years
title: 附图1 各行政区历年PHRDI分布情况

description: Based on the natural breaks method, the PHRDI of each province was categorized into five levels from low to high and visualized using deepening shades of color, where darker shades represent higher levels. White areas indicate missing data. A: 2009, B: 2015, C: 2022. PHRDI: primary healthcare institutions health resources density index. The statistical map utilizes the administrative division visual map from the National Platform for Common Geospatial Information Services [Map Review No.: GS (2024) 0650].
description: Based on the natural breaks method, the PHRDI of each province was categorized into five levels from low to high and visualized using deepening shades of color, where darker shades represent higher levels. White areas indicate missing data. A: 2009, B: 2015, C: 2022. PHRDI: primary healthcare institutions health resources density index. The statistical map utilizes the administrative division visual map from the National Platform for Common Geospatial Information Services [Map Review No.: GS (2024) 0650].