cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9gdxkc5z6w.1
title: Rs_data

description: This dataset was generated to test the overarching hypothesis that different patterns of drought (varying in intensity, duration, and frequency) and increased nitrogen (N) deposition would differentially affect the total soil respiration (Rs) and its heterotrophic (Rh) and autotrophic (Ra) fractions. 

The data were gathered through a manipulative field experiment in a typical temperate steppe in northern China.

Experimental Design: A fully factorial design was established with four main treatments: 1) Control (ambient rainfall,CK), 2) Intense Early-Season Drought (ID), 3) Chronic Drought (CD), and 4) Reduced Rainfall Frequency (RF). Each drought treatment was combined with two subplots: with or without Nitrogen addition (simulating increased N deposition).

Data File Structure & Interpretation

The primary dataset is provided in a structured CSV file.

Rows: Each row represents a single measurement event for one experimental subplot at a specific date.

Key Columns & How to Interpret Them:
Year:Measurement year (e.g., "Y2019")
Date:Measurement date (e.g., "2019/6/17")
Plot: Record each measurement as a plot.
Block: Five repetitions.
Treat: The treatment combination (e.g., "NRF").
Treat_N: Drought treatment (e.g., "RF").
Treat_D: Nitrogen treatment (e.g., "N").
Rs, Rh, Ra: Flux rates in units of μmol CO₂ m⁻² s⁻¹. Interpretation: Positive values represent CO₂ efflux from soil to atmosphere.
ST (°C), SM (%): soil temperature and soil moisture. Key drivers of respiration.
Soil microbial community (nmol g dry-1 ) : Total PLFAs: total soil microbial phospholipid fatty acids, F: fungi, B: bacteria, AC: actinomycetes, AMF: arbuscular mycorrhizal fungi, F:B: fungi-to-bacteria ratio, GP: gram-positive bacteria, GN: gram-negative bacteria, GP:GN: gram-positive-to-gram-negative bacteria ratio
Soil enzyme activity (mg kg-1 h-1): ACP: acid phosphatase activity, BG: β-1,4-glucosidase activity.
Plant aboveground biomass (g m-2) : AGB: total aboveground biomass, GB: grass biomass, FB: forb biomass, GB:FB: grass biomass-to-forb biomass ratio
Root biomass of species (g m-2): LC_RB: root biomass of Leymus chinensis; CS_RB: root biomass of Cleistogenes squarrosa; SK_RB: root biomass of Stipa krylovii; CK_RB: root biomass of Carex korshinskyi; TS_RB: root biomass of Thalictrum squarrosum; SC_RB: root biomass of Salsola collina; TA_RB: root biomass of Teloxys aristata
Soil Biogeochemistry: TC (soil Carbon), DOC (Dissolved Organic Carbon), DON (Dissolved Organic Nitrogen), IN (NH₄⁺-N and NO₃⁻-N).
DOI: 10.17632/c9fdgs69xx
title: A Drosophila Tonic Motor Neuron Reinnervates Ectopic Muscles Fully Deprived of Native Tonic and Phasic Inputs

description: Motor neurons (MNs) form precise neuromuscular junctions (NMJs), but the extent to which individual MNs can reinnervate fully denervated muscles in vivo remains unclear. In the Drosophila larva, each muscle is normally co-innervated by a tonic (Ib) and a phasic (Is) MN. We show that when all tonic and phasic inputs to a dorsal muscle field are ablated, the surviving tonic MN1 undergoes robust heterosynaptic sprouting and forms ectopic, functional NMJs on fully denervated muscles. This plasticity is not induced by acute or chronic silencing and instead requires complete physical loss of neighboring MNs. Longitudinal imaging reveals that sprouting begins shortly after larval hatching and expands across development. In contrast, phasic MN-Is shows minimal remodeling within its partially innervated field. Quantitative analyses indicate that MN1 increases its synaptic territory only modestly and redistributes it across native and ectopic targets. These findings define a neuron-subtype–specific, injury-dependent rewiring program in an intact motor circuit.
DOI: 10.17632/c9fdgs69xx.2
title: A Drosophila Tonic Motor Neuron Reinnervates Ectopic Muscles Fully Deprived of Native Tonic and Phasic Inputs

description: Motor neurons (MNs) form precise neuromuscular junctions (NMJs), but the extent to which individual MNs can reinnervate fully denervated muscles in vivo remains unclear. In the Drosophila larva, each muscle is normally co-innervated by a tonic (Ib) and a phasic (Is) MN. We show that when all tonic and phasic inputs to a dorsal muscle field are ablated, the surviving tonic MN1 undergoes robust heterosynaptic sprouting and forms ectopic, functional NMJs on fully denervated muscles. This plasticity is not induced by acute or chronic silencing and instead requires complete physical loss of neighboring MNs. Longitudinal imaging reveals that sprouting begins shortly after larval hatching and expands across development. In contrast, phasic MN-Is shows minimal remodeling within its partially innervated field. Quantitative analyses indicate that MN1 increases its synaptic territory only modestly and redistributes it across native and ectopic targets. These findings define a neuron-subtype–specific, injury-dependent rewiring program in an intact motor circuit.
DOI: 10.15468/dl.svmk3x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.58 -1.050818, 102.509725 -1.056384, 102.44118 -1.072945, 102.376051 -1.100094, 102.315942 -1.137162, 102.262332 -1.183237, 102.216541 -1.237185, 102.179696 -1.297678, 102.152706 -1.363227, 102.136235 -1.432219, 102.130689 -1.502953, 102.136206 -1.573691, 102.152652 -1.642688, 102.179622 -1.708247, 102.216453 -1.768753, 102.26224 -1.822715, 102.315854 -1.868805, 102.375976 -1.905886, 102.441125 -1.933044, 102.509697 -1.949612, 102.58 -1.955181, 102.650303 -1.949612, 102.718875 -1.933044, 102.784024 -1.905886, 102.844146 -1.868805, 102.89776 -1.822715, 102.943547 -1.768753, 102.980378 -1.708247, 103.007348 -1.642688, 103.023794 -1.573691, 103.029311 -1.502953, 103.023765 -1.432219, 103.007294 -1.363227, 102.980304 -1.297678, 102.943459 -1.237185, 102.897668 -1.183237, 102.844058 -1.137162, 102.783949 -1.100094, 102.71882 -1.072945, 102.650275 -1.056384, 102.58 -1.050818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037367-251120083545085/datasets/export for details.
DOI: 10.17632/djrb745hyb
title: Wild crop relatives of Bangladesh

description: This study involves gathering and evaluating information related to crop wild relatives (CWR) of Bangladesh. Cultivated crops of Bangladesh were categorized and recorded according to FAO data (https://www.fao.org/faostat/en/#data) and Banglapedia (https://en.banglapedia.org/index.php/Crop). Data related to wild crop relatives of the cultivated crops were first collected from the Encyclopedia of Flora and Fauna of Bangladesh: Index Volume- Flora, including their habitat and distribution across Bangladesh
Secondary information on these crops was collected from the records of the Bangladesh National Herbarium (BNH http://www.bnh.gov.bd/ ). From these records, district-level locality information, total accession numbers, and one representative herbarium sheet image from each species were also collected.
DOI: 10.17632/djrb745hyb.1
title: Wild crop relatives of Bangladesh

description: This study involves gathering and evaluating information related to crop wild relatives (CWR) of Bangladesh. Cultivated crops of Bangladesh were categorized and recorded according to FAO data (https://www.fao.org/faostat/en/#data) and Banglapedia (https://en.banglapedia.org/index.php/Crop). Data related to wild crop relatives of the cultivated crops were first collected from the Encyclopedia of Flora and Fauna of Bangladesh: Index Volume- Flora, including their habitat and distribution across Bangladesh
Secondary information on these crops was collected from the records of the Bangladesh National Herbarium (BNH http://www.bnh.gov.bd/ ). From these records, district-level locality information, total accession numbers, and one representative herbarium sheet image from each species were also collected.
DOI: 10.17632/98vzyt7mpg
title: Ungulate exclusion and tree community database

description: The dataset presents data collected from an inventory of trees and shrubs in a novel experimental layout to investigate the contrasting effects of ungulate herbivory on woody vegetation in nutrient-rich versus nutrient-poor sites (i.e. termite mounds versus off-mound sites with and without large mammalian herbivores) from Lake Mburo National Park in western Uganda. We hypothesized that (1) the resource-rich plots (i.e. termite mounds) would have a higher woody plant species richness and diversity (Støen et al., 2013; Joseph et al., 2015), and a lower evenness (Støen et al., 2013) compared to the resource-poor adjacent savanna matrix, while ungulate exclusion would not affect these diversity measures on any treatment (Støen et al., 2013; Joseph et al. 2015); (2) within-treatment beta-diversity would be higher on the off-mound areas compared with termite mounds and decrease with ungulate exclusion on the off-mound areas only (Støen et al., 2013); (3) woody plant assemblages on resource-rich mounds would be more similar than the resource-poor savanna matrix areas and herbivory would reduce contrasts between mound and matrix sites (Seymour et al., 2016). Findings from the analyzed data indicated that excluding large herbivores had little discernible effect on the species richness and plot-level diversity of woody species on nutrient-rich mounds but increased both richness and diversity on the relatively nutrient-poor off-mound sites. We conclude that ungulates reduce woody species diversity in resource-poor savanna areas but have little influence in resource-rich areas.
DOI: 10.17632/98vzyt7mpg.1
title: Ungulate exclusion and tree community database

description: The dataset presents data collected from an inventory of trees and shrubs in a novel experimental layout to investigate the contrasting effects of ungulate herbivory on woody vegetation in nutrient-rich versus nutrient-poor sites (i.e. termite mounds versus off-mound sites with and without large mammalian herbivores) from Lake Mburo National Park in western Uganda. We hypothesized that (1) the resource-rich plots (i.e. termite mounds) would have a higher woody plant species richness and diversity (Støen et al., 2013; Joseph et al., 2015), and a lower evenness (Støen et al., 2013) compared to the resource-poor adjacent savanna matrix, while ungulate exclusion would not affect these diversity measures on any treatment (Støen et al., 2013; Joseph et al. 2015); (2) within-treatment beta-diversity would be higher on the off-mound areas compared with termite mounds and decrease with ungulate exclusion on the off-mound areas only (Støen et al., 2013); (3) woody plant assemblages on resource-rich mounds would be more similar than the resource-poor savanna matrix areas and herbivory would reduce contrasts between mound and matrix sites (Seymour et al., 2016). Findings from the analyzed data indicated that excluding large herbivores had little discernible effect on the species richness and plot-level diversity of woody species on nutrient-rich mounds but increased both richness and diversity on the relatively nutrient-poor off-mound sites. We conclude that ungulates reduce woody species diversity in resource-poor savanna areas but have little influence in resource-rich areas.
DOI: 10.15468/dl.zdpbu6
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037366-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yna9a5
title: Occurrence Download

description: A dataset containing 259411 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingOrg is one of (d02b7f80-1b78-11dd-be3c-b8a03c50a862, 6cb013c5-97ae-4541-a2f5-40e0d13c8242, 7c4f3b54-fc4b-42f3-a664-3ca93d12e10f, 5480dea7-2a71-409b-a832-cbc5f1b5a2e6, 84834ee7-dc9f-4085-abee-13fa7bb47c7d, 98dbab03-09e5-4ceb-988e-04f3e803decb, e2e717bf-551a-4917-bdc9-4fa0f342c530, 396d5f30-dea9-11db-8ab4-b8a03c50a862, a6f344b0-1944-4354-8376-272495c9135e, d02b7f80-1b78-11dd-be3c-b8a03c50a862, bb646dff-a905-4403-a49b-6d378c2cf0d9, a344ee9f-f1b7-4761-be2c-58ee6d741395, ef69a030-3940-11dd-b168-b8a03c50a862, 37e82b90-1e21-11de-ab90-f72009d2669b, 3ead5cf3-2840-482e-bbd9-76380825be63, e88c96a3-5884-4e51-a580-e417ca4c9eed, 96fbb73b-f951-4659-8f8b-fa60624a9c28, 2d6e0e40-2aee-11d8-aa2d-b8a03c50a862, ada9d123-ddb4-467d-8891-806ea8d94230, 750a8724-fa66-4c27-b645-bd58ac5ee010, 0870a77b-587c-4369-a8ed-bc3d347b8e1c)",
 "DatasetKey is one of (Luxembourg farmland bird survey 2020 - 2024, Luxembourg national monitoring (valerian) 2020-2022, Luxembourg national monitoring (valerian) 2023-2025, The Fungal Collection at the Botanische Staatssammlung München, BIOGEOnet : Bryophytes occurrences in Wallonia)"
 ]
 },
 "HasGeospatialIssue is false",
 "Geometry POLYGON((6.1496 50.19097,6.08368 50.20855,5.95184 50.20503,5.8255 50.12762,5.71564 49.97596,5.68268 49.86632,5.75409 49.75643,5.84747 49.64273,5.77057 49.55729,5.83099 49.49311,5.94635 49.43956,6.05621 49.42527,6.21002 49.4824,6.3913 49.43241,6.41327 49.51808,6.45721 49.60003,6.5506 49.6854,6.56158 49.81318,6.41327 49.86986,6.29242 49.91586,6.2265 49.98302,6.18256 50.05714,6.20453 50.14171,6.1496 50.19097))"
 ]
}

 The dataset includes 259411 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037297-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bkfbkm9hdb
title: Bioinformatics and immunohistochemistry reveal the diagnostic and mechanistic role of the cuproptosis-related genes SMOC2/THY1 in liver fibrosis

description: Cuproptosis, a newly identified form of programmed cell death, inhibits liver fibrosis in hepatic stellate cells. However, how cuproptosis influences liver fibrosis in other cells remains to be determined. We aimed to develop a diagnostic model for cuproptosis and to further investigate its role in liver fibrosis. We obtained datasets of patients with metabolic dysfunction-associated fatty liver disease from the Gene Expression Omnibus. A diagnostic model was established using WGCNA and machine learning, and the model demonstrated a satisfied accuracy in the training and validation sets. Single-cell RNA (scRNA) comfirmed that cuproptosis is highly likely to occur in hepatocytes and likely promotes liver fibrosis through communication with macrophages and dendritic cells. Immunohistochemistry analyses revealed that THY1 localized to fibroblast membranes and SMOC2 localized to hepatocytes. Molecular docking and molecular dynamics were used to identify the most suitable therapeutic drugs and suggested that breviscapine may target THY1, which may have a therapeutic effect on liver fibrosis. These findings establish a diagnostic model based on cuproptosis-related genes for liver fibrosis, identify THY1 and SMOC2 as key diagnostic biomarkers, and propose a model in which the expression of these markers in hepatocyte are associated with fibrosis progression, potentially through immune-mediated mechanisms.
DOI: 10.17632/bkfbkm9hdb.1
title: Bioinformatics and immunohistochemistry reveal the diagnostic and mechanistic role of the cuproptosis-related genes SMOC2/THY1 in liver fibrosis

description: Cuproptosis, a newly identified form of programmed cell death, inhibits liver fibrosis in hepatic stellate cells. However, how cuproptosis influences liver fibrosis in other cells remains to be determined. We aimed to develop a diagnostic model for cuproptosis and to further investigate its role in liver fibrosis. We obtained datasets of patients with metabolic dysfunction-associated fatty liver disease from the Gene Expression Omnibus. A diagnostic model was established using WGCNA and machine learning, and the model demonstrated a satisfied accuracy in the training and validation sets. Single-cell RNA (scRNA) comfirmed that cuproptosis is highly likely to occur in hepatocytes and likely promotes liver fibrosis through communication with macrophages and dendritic cells. Immunohistochemistry analyses revealed that THY1 localized to fibroblast membranes and SMOC2 localized to hepatocytes. Molecular docking and molecular dynamics were used to identify the most suitable therapeutic drugs and suggested that breviscapine may target THY1, which may have a therapeutic effect on liver fibrosis. These findings establish a diagnostic model based on cuproptosis-related genes for liver fibrosis, identify THY1 and SMOC2 as key diagnostic biomarkers, and propose a model in which the expression of these markers in hepatocyte are associated with fibrosis progression, potentially through immune-mediated mechanisms.
DOI: 10.13140/rg.2.2.33729.21603
title: Conference Certificate of Appreciation:The 14th International Pediatric Conference of KidsHeart Medical Center/Heart Medical Center, UAE, and Columbia University/NYP Hospital, New York, USA, in partnership with the KAWARABI Group across the Middle East. November 13–16, 2025 – Dusit Thani Hotel, Dubai, UAE
DOI: 10.17632/w8tpwwwjt4
title: Strengthening Protection, Weakening Jobs? The Social Insurance Law and Firm Employment Decisions in China

description: This replication package provides the synthetic data sets, Stata codes, and instructions required to reproduce the main empirical results of the above-mentioned research paper.
DOI: 10.17632/w8tpwwwjt4.2
title: Strengthening Protection, Weakening Jobs? The Social Insurance Law and Firm Employment Decisions in China

description: This replication package provides the synthetic data sets, Stata codes, and instructions required to reproduce the main empirical results of the above-mentioned research paper.
DOI: 10.17632/9k8wwgcb9s
title: Data for article " Predictors of unexpected hypo-response to controlled ovarian stimulation in IVF among predicted hyper-responders "

description: This data set contains the various parameters studied in patients who underwent controlled ovarian stimulation in IVF treatment . Patient case notes were retrospectively reviewed, and data were collected on demographics, fertility work-up results, and cycle characteristics.
DOI: 10.17632/9k8wwgcb9s.1
title: Data for article " Predictors of unexpected hypo-response to controlled ovarian stimulation in IVF among predicted hyper-responders "

description: This data set contains the various parameters studied in patients who underwent controlled ovarian stimulation in IVF treatment . Patient case notes were retrospectively reviewed, and data were collected on demographics, fertility work-up results, and cycle characteristics.
DOI: 10.5281/zenodo.17855011
title: Arabic Multi-turn Conversational Synthetic Dataset

description: A synthetic dataset of 43,316 conversations with mean conversation length of 14.038 turns (rounded to 3 decimal places), median of 12 turns, range of 5-111 turns, and a total of 608,052 utterances (where every turn is an utterance).

Dataset is partitioned into training and test sets. An 80/20 split was adopted (34,653 training conversations / 8,663 test conversations).

The synthetic data generation process systematically iterated over 93 topics and 151 countries, creating 14,043 unique topic-country combinations. The generation pipeline was configured to produce 5 conversations per combination. After rigorous processing and train/test split based on techniques to mitigate leakge risks, the end result was 43,316 conversations.
DOI: 10.5281/zenodo.17855012
title: Arabic Multi-turn Conversational Synthetic Dataset

description: A synthetic dataset of 43,316 conversations with mean conversation length of 14.038 turns (rounded to 3 decimal places), median of 12 turns, range of 5-111 turns, and a total of 608,052 utterances (where every turn is an utterance).

Dataset is partitioned into training and test sets. An 80/20 split was adopted (34,653 training conversations / 8,663 test conversations).

The synthetic data generation process systematically iterated over 93 topics and 151 countries, creating 14,043 unique topic-country combinations. The generation pipeline was configured to produce 5 conversations per combination. After rigorous processing and train/test split based on techniques to mitigate leakge risks, the end result was 43,316 conversations.
DOI: 10.17632/6hsxwtdpks
title: Unraveling the N-Co coordination mechanism in chitosan-cobalt complexes: Structural elucidation and in vivo cobalt supplementation effect

description: The computational chemistry section employed quantum chemical tools (density functional theory DFT) to investigate the coordination mechanism between chitosan (CS) and Co(II). The core research hypothesis is that Co(II) tends to accept electrons from the -NH₂ groups of CS rather than the -OH groups to form CS-Co(II) complexes. The data analysis focused on four key aspects: confirmation of coordination sites, screening of coordination modes, electron transfer mechanism, and intrinsic nature of chemical bonding. Chitobiose was used as a simplified model of CS. Three chitobiose configurations were optimized via DFT calculations at the B3LYP/6-311G(d,p) basis set level (with the LanL2DZ basis set for Co(II)), followed by comparisons of their energies, frontier molecular orbital (FMO) parameters. The coordination sites were confirmed by combining electrostatic potential (ESP) and average local ionization energy (ALIE) analyses. The interaction energy, enthalpy change, and Gibbs free energy of four coordination models (pendant, bridge 1, bridge 2, and central) were calculated to screen the most thermodynamically favorable mode. The direction of electron transfer was elucidated using FMO analysis (by examining the electron cloud distribution of HOMO/LUMO) and charge decomposition analysis (CDA). The intrinsic nature of the chemical bond was revealed through ESP (to localize regions of positive electrostatic potential), interaction region indicator (IRI, to distinguish coordination bonds from van der Waals interactions), electron localization function (ELF, to evaluate electron delocalization), and atoms in molecules (AIM, to calculate topological parameters of bond critical points). Notably, ALIE and ESP analyses confirmed that the -NH₂ groups of CS are the preferred coordination sites for Co(II). The central model exhibited the lowest energy. FMO and CDA results demonstrated that CS acts as an electron donor while Co(II) serves as an electron acceptor, with electrons transferring from the -NH₂ groups of CS to Co(II). The N-Co(II) bond is predominantly ionic with a weak covalent character.