cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8smzc8wp4j.2
title: MPro-URV

description: The dataset consists of 378 crystallized structures of the SARS-CoV-2 M-pro bound to non-covalent inhibitors for which experimentally measured pIC50 values are available. The pIC50 is defined as the negative logarithm of the half-maximal inhibitory concentration (IC50) expressed in molar units). Higher pIC₅₀ values correspond to higher inhibitory potency; for example, a pIC₅₀ value of 6 corresponds to an IC₅₀ of 1 µM. The pIC₅₀ values span approximately four orders of magnitude, ranging from about 4 to 8, with a broad distribution centred around intermediate potency values, indicating substantial variability in inhibitory activity across the dataset. Notably, only a limited number of inhibitors exhibit pIC₅₀ values greater than 7, indicating that highly potent inhibitors are relatively under-represented in the dataset. In addition, basic size-related properties of the inhibitors were analysed. The number of ligand atoms ranged from 16 to 50, with an average of 28 atoms and a median of 27
DOI: 10.15468/dl.3zxxbf
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chalybea macrocarpa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 38 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007907-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y5b4f7c6ws
title: Necrodes littoralis thermogenesis dataset

description: This dataset contains data from the article "Foraging on larval blow flies by adult carrion beetles Necrodes littoralis (Staphylinidae: Silphinae) reduces thermogenesis in the feeding matrix formed by the beetle larvae" by Szyk et al. 
The file "Raw Data" contains information on the moment of observation of each individual L1 larva, pupa, and adult beetle used to calculate development time. The sexes of the insects and their weights after emergence are also included.
The file "Thermogenesis" contains information derived from every thermal images. For the pre-larval phase, data from 24, 48, and 72 hours were used for each container. For calculating the larval phase ,the following hours were used. 
The file "Raw Data_1" contains information on larval and pupal mortality, total postfeeding larval masses, and calculated mean thermogenesis per phase.
DOI: 10.17632/y5b4f7c6ws.1
title: Necrodes littoralis thermogenesis dataset

description: This dataset contains data from the article "Foraging on larval blow flies by adult carrion beetles Necrodes littoralis (Staphylinidae: Silphinae) reduces thermogenesis in the feeding matrix formed by the beetle larvae" by Szyk et al. 
The file "Raw Data" contains information on the moment of observation of each individual L1 larva, pupa, and adult beetle used to calculate development time. The sexes of the insects and their weights after emergence are also included.
The file "Thermogenesis" contains information derived from every thermal images. For the pre-larval phase, data from 24, 48, and 72 hours were used for each container. For calculating the larval phase ,the following hours were used. 
The file "Raw Data_1" contains information on larval and pupal mortality, total postfeeding larval masses, and calculated mean thermogenesis per phase.
DOI: 10.15468/dl.5hw95t
title: Occurrence Download

description: A dataset containing 650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dorycnium germanicum, Dorycnium germanicum, Dorycnium pentaphyllum, Dorycnium pentaphyllum, Lotus germanicus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 650 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007908-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kjmx24ysfx
title: Data&Code: Promotion incentives and participatory governance in China: Evidence from TV policy inquiry

description: This dataset provides the materials necessary to replicate the empirical analysis in the paper "Promotion incentives and participatory governance in China: Evidence from TV policy inquiry".
The replication package contains:
A Readme file with a detailed description of data sources, data files, codes and software requirements.
Publicly available data files.
DOI: 10.17632/kjmx24ysfx.2
title: Data&Code: Promotion incentives and participatory governance in China: Evidence from TV policy inquiry

description: This dataset provides the materials necessary to replicate the empirical analysis in the paper "Promotion incentives and participatory governance in China: Evidence from TV policy inquiry".
The replication package contains:
A Readme file with a detailed description of data sources, data files, codes and software requirements.
Publicly available data files.
DOI: 10.17632/b8mrzbzd9h
title: Stand development and soil organic carbon

description: We investigated the dynamics of SOC and its fractions across four stand ages of C. funebris plantations.
DOI: 10.17632/b8mrzbzd9h.1
title: Stand development and soil organic carbon

description: We investigated the dynamics of SOC and its fractions across four stand ages of C. funebris plantations.
DOI: 10.17632/hb7tvkkc3b.1
title: Dataset supporting the manuscript: Engineered dual-targeting exosomes for spatially coordinated regulation of circMagi1 and Trim65

description: This dataset contains the comprehensive multi-omics and molecular validation data supporting the manuscript titled "Engineered dual-targeting exosomes for spatially coordinated regulation of circMagi1 and Trim65".
The data is organized into four sections to elucidate the therapeutic mechanism of dual-targeting engineered exosomes in ischemic stroke:
1. Human Plasma Screening: Expression matrices identifying upregulated circMagi1 in exosomes from stroke patients.
2. Single-cell Profiling (scRNA-seq): Transcriptomic landscape of the mouse ischemic cortex, highlighting cell-type-specific responses to exosome therapy.
3. Interactome Analysis (RAP & RIP): Mass spectrometry and immunoprecipitation data validating the specific binding of circMagi1 to Anxa2 and other proteins.
DOI: 10.17632/73tdgzrkfr
title: SolVES

description: This questionnairecontains the survey instrument (blank template) used in the study entitled “Social Value Assessment of Ecosystem Services in Urban Ecological and Cultural Landscape from the Perspective of Tourist Perceptions”. It is shared to promote methodological transparency, replication, and adaptation in future research on related topics.
DOI: 10.17632/73tdgzrkfr.1
title: SolVES

description: This questionnairecontains the survey instrument (blank template) used in the study entitled “Social Value Assessment of Ecosystem Services in Urban Ecological and Cultural Landscape from the Perspective of Tourist Perceptions”. It is shared to promote methodological transparency, replication, and adaptation in future research on related topics.
DOI: 10.26008/1912/bco-dmo.893521.9
title: HPLC and fluorometric derived phytoplankton pigment concentrations from seawater collected at the Bermuda Atlantic Time-series Study (BATS) site from October 1988 through June 2025

description: Data presented here contain HPLC derived phytoplankton pigments and fluorometric chlorophyll-a from the BATS site for October 1988 to June 2025. Samples are typically collected from 12 depths in the upper 250 meters of the water column where by 4l of seawater is filtered under low vacuum through a 25mm GF/F filter. The filter is then flash frozen in liquid nitrogen and stored at -80C. Shoreside, analysis is performed on a HPLC using a modified version of Wright et al., 1991 (modified by Dr R. Bidigare,University of Hawaii) which identifies the following pigments: Chlorophyll C3, Chlorophyll C2, Peridinin, 19’Butanoyloxyfucoxanthin, Fucoxanthin, 19’Hexanoyloxyfucoxanthin, Prasinoxanthin, Violoxanthin, Diadinoxanthin, Alloxanthin, Diatoxanthin, Lutein, Zeaxanthin, Chlorophyll b, Chlorophyll a, Divinyl, chlorophyll_a, Alpha and beta carotene. Additionally, chlorophyll_A and phaeopigments are analyzed using a fluorometeric assay.
DOI: 10.17632/m7jkmprf74.1
title: BGGI flood resilience data

description: Phased dependent BGGI flood resilience data include flood dynamics indicators simulated by MIKE FLOOD and BGGI spatial attribute indicators calculated by GIS.
DOI: 10.17632/w3jj4xskpt
title: Spectral assessment of soil salinity and waterlogging using field spectrophotometric observations in an irrigated semi-arid command area of southern India

description: Soil salinity and waterlogging are major land degradation processes in irrigated command areas of semi-arid regions, significantly affecting soil productivity and land sustainability. This study evaluates the spectral behaviour of salt-affected and waterlogged soils in an irrigated command area of southern India using field-based spectrophotometric observations integrated with laboratory soil analysis. A total of 120 surface soil samples (0-30 cm) were collected during the summer season of 2024 across varying salinity severity levels. Electrical conductivity of the saturation extract (ECe) was determined and related to spectral reflectance recorded in blue, green, red and near-infrared bands using a portable spectrophotosensor. Several vegetation-based and soil-based spectral indices were derived and statistically analysed.
Results showed a consistent increase in spectral reflectance with increasing soil salinity across visible and near-infrared wavelengths. Soil-based spectral indices exhibited stronger relationships with ECe compared to vegetation-based indices. Among all indices, the Soil Brightness Index demonstrated the highest correlation with soil salinity, explaining a major proportion of ECe variability. Multiple regression models integrating spectral bands and indices further improved salinity prediction accuracy. The findings confirm that field spectrophotometric observations combined with soil-based spectral indices provide a reliable and cost-effective approach for assessing soil salinity and waterlogging in irrigated semi-arid landscapes.
DOI: 10.17632/w3jj4xskpt.1
title: Spectral assessment of soil salinity and waterlogging using field spectrophotometric observations in an irrigated semi-arid command area of southern India

description: Soil salinity and waterlogging are major land degradation processes in irrigated command areas of semi-arid regions, significantly affecting soil productivity and land sustainability. This study evaluates the spectral behaviour of salt-affected and waterlogged soils in an irrigated command area of southern India using field-based spectrophotometric observations integrated with laboratory soil analysis. A total of 120 surface soil samples (0-30 cm) were collected during the summer season of 2024 across varying salinity severity levels. Electrical conductivity of the saturation extract (ECe) was determined and related to spectral reflectance recorded in blue, green, red and near-infrared bands using a portable spectrophotosensor. Several vegetation-based and soil-based spectral indices were derived and statistically analysed.
Results showed a consistent increase in spectral reflectance with increasing soil salinity across visible and near-infrared wavelengths. Soil-based spectral indices exhibited stronger relationships with ECe compared to vegetation-based indices. Among all indices, the Soil Brightness Index demonstrated the highest correlation with soil salinity, explaining a major proportion of ECe variability. Multiple regression models integrating spectral bands and indices further improved salinity prediction accuracy. The findings confirm that field spectrophotometric observations combined with soil-based spectral indices provide a reliable and cost-effective approach for assessing soil salinity and waterlogging in irrigated semi-arid landscapes.
DOI: 10.17632/zjvrvtt6gn
title: SOIL ORGANIC MATTER FRACTIONS IN FRAGILE SOILS UNDER IRRIGATED GRAPEVINE CULTIVATION IN THE BRAZILIAN SEMI-ARID: IMPLICATIONS FOR CLIMATE CHANGE MITIGATION

description: Data availability for the article “Soil organic matter fractions in fragile soils under irrigated grapevine cultivation in the Brazilian Semi-Arid: Implications for climate change mitigation.”
DOI: 10.17632/zjvrvtt6gn.1
title: SOIL ORGANIC MATTER FRACTIONS IN FRAGILE SOILS UNDER IRRIGATED GRAPEVINE CULTIVATION IN THE BRAZILIAN SEMI-ARID: IMPLICATIONS FOR CLIMATE CHANGE MITIGATION

description: Data availability for the article “Soil organic matter fractions in fragile soils under irrigated grapevine cultivation in the Brazilian Semi-Arid: Implications for climate change mitigation.”
DOI: 10.17632/n4s35hd4zt.1
title: 4,4'-Methylenedianiline 90-day oral rat study

description: Rat toxicity study from 90-day oral administration of 4,4'-methylenedianiline
DOI: 10.17632/s8gsv2w293
title: Dataset for Harnessing the FOMO Effect in a Developing Economy: Implication for SMEs

description: Reference Source
DOI: 10.17632/s8gsv2w293.1
title: Dataset for Harnessing the FOMO Effect in a Developing Economy: Implication for SMEs

description: Reference Source
DOI: 10.17632/7gcmspz3fp
title: gpt-delta Mouse Study of 4,4'-Methylenedianiline

description: Mutagenicity study with 4,4'-methylenedianiline in the gpt-delta mouse
DOI: 10.17632/7gcmspz3fp.1
title: gpt-delta Mouse Study of 4,4'-Methylenedianiline

description: Mutagenicity study with 4,4'-methylenedianiline in the gpt-delta mouse
DOI: 10.17632/b5ghmyhb3x
title: Fuxian lake data

description: Reconstructing past 150 years of Anthropocene land-use history: A multi-proxy, high-resolution sediment record from China's largest deep lake
DOI: 10.17632/b5ghmyhb3x.1
title: Fuxian lake data

description: Reconstructing past 150 years of Anthropocene land-use history: A multi-proxy, high-resolution sediment record from China's largest deep lake
DOI: 10.15468/dl.b8fpgf
title: Occurrence Download

description: A dataset containing 11750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Draba boerhaavii, Draba praecox, Draba verna, Erophila verna, Erophila verna, Erophila verna, Erophila verna, Erophila verna, Draba spathulata, Draba spathulata, Erophila spathulata, Erophila spathulata, Erophila spathulata, Erophila praecox)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 11750 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007909-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jhw78hsfcp
title: Micronucleus Assay in Rat Liver and Bone Marrow with 4,4'-Methylenedianiline

description: Micronucleus assay in rat liver and bone marrow with 4,4'-methylenedianiline
DOI: 10.17632/jhw78hsfcp.1
title: Micronucleus Assay in Rat Liver and Bone Marrow with 4,4'-Methylenedianiline

description: Micronucleus assay in rat liver and bone marrow with 4,4'-methylenedianiline
DOI: 10.17632/yfvjrngbg6
title: Sup Tab 1 Certlink top med derm articles

description: American Board of Dermatology runs a continuing certification program including online testing using Certlink platform. Certlink asks board-certified dermatologists to select 8 key articles per year from an ABD online library. This table shows the top selected medical dermatology article topics selected from 2021-2023. This information was run from ABD database query.
DOI: 10.17632/yfvjrngbg6.1
title: Sup Tab 1 Certlink top med derm articles

description: American Board of Dermatology runs a continuing certification program including online testing using Certlink platform. Certlink asks board-certified dermatologists to select 8 key articles per year from an ABD online library. This table shows the top selected medical dermatology article topics selected from 2021-2023. This information was run from ABD database query.
DOI: 10.17632/wr54dzw9n7
title: Basic data for analysis

description: This is the basic data used in the analysis process of the article "Landscape configuration regulates runoff and sediment dynamics across spatial scales in the Wei River Basin".
DOI: 10.6084/m9.figshare.31235887
title: Cybersecurity Risks

description: The dataset relates to cybersecurity risks, related to the Russian Federation. The indexes are calculated based on the number of cyberattacks, occured on each of the specified dates. Also, some macroeconomic data, substantial for the Russian economy, is provided. The related period is quite limited - December, 2023 - November, 2025. The frequency of the observations is twice per month.Cyberattacks Indexes: RISCA - Standard attacks, weighted by the Gross Regional Product. RIACA - accordingly applies to the abnormal attacks, started from June, 2025. IRICA - represents the difference between total number of cyberattacks on the country as a whole and the sum of attacks on each region on the map*. OICA - the sum of the three previous indexes. CRISCA, CRIACA, CIRICA, COICA - the first differences of the corresponding indexes.Also, the scripts to download the data added. *Due to the policy of the source (https://dashboard.shadowserver.org/), the map doesn't correspond with the local standard. Some limited deterioration of the model might ensue.
DOI: 10.17632/wr54dzw9n7.1
title: Basic data for analysis

description: This is the basic data used in the analysis process of the article "Landscape configuration regulates runoff and sediment dynamics across spatial scales in the Wei River Basin".
DOI: 10.6084/m9.figshare.31235887.v1
title: Cybersecurity Risks

description: The dataset relates to cybersecurity risks, related to the Russian Federation. The indexes are calculated based on the number of cyberattacks, occured on each of the specified dates. Also, some macroeconomic data, substantial for the Russian economy, is provided. The related period is quite limited - December, 2023 - November, 2025. The frequency of the observations is twice per month.Cyberattacks Indexes: RISCA - Standard attacks, weighted by the Gross Regional Product. RIACA - accordingly applies to the abnormal attacks, started from June, 2025. IRICA - represents the difference between total number of cyberattacks on the country as a whole and the sum of attacks on each region on the map*. OICA - the sum of the three previous indexes. CRISCA, CRIACA, CIRICA, COICA - the first differences of the corresponding indexes.Also, the scripts to download the data added. *Due to the policy of the source (https://dashboard.shadowserver.org/), the map doesn't correspond with the local standard. Some limited deterioration of the model might ensue.
DOI: 10.17632/g648b8mtpc
title: Fuxian lake data

description: Reconstructing past 150 years of Anthropocene land-use history: A multi-proxy, high-resolution sediment record from China's largest deep lake
DOI: 10.17632/g648b8mtpc.1
title: Fuxian lake data

description: Reconstructing past 150 years of Anthropocene land-use history: A multi-proxy, high-resolution sediment record from China's largest deep lake
DOI: 10.17632/zwgx27kymg
title: Bank erosion case setup files

description: validation cases
DOI: 10.17632/zwgx27kymg.1
title: Bank erosion case setup files

description: validation cases
DOI: 10.17632/5bkxpvnktt
title: Diagnostic Evaluation Dataset for Web of Science Smart Search vs. Advanced Search: A Controlled, Tiered Comparative Analysis with Query Parsing and Relevance Judgment Data

description: This dataset contains the complete evidence for a diagnostic evaluation of Web of Science (WoS) "Smart Search". The study hypothesized that Smart Search lacks the semantic understanding and precise control needed to substitute for the traditional Advanced Search in rigorous academic work.

Data Content & Structure:
The data is organized via a Three-Tier Model of Retrieval Intelligence:

Tier 1 (Lexical): Tests on keyword processing, wildcards (*), spelling correction, and cross-lingual mapping.

Tier 2 (Pattern): Tests on Boolean logic recognition (case-sensitive AND/OR/NOT), field recognition (author:), and complex query execution.

Tier 3 (Semantic): Natural language query results and manual relevance judgments for two case studies (using prototyping... and review of...), demonstrating semantic failure.

Key Findings (Data-Driven):

Wildcards fail completely (e.g., cell* is run as cell).

Boolean logic is brittle (only uppercase AND/OR/NOT recognized).

Query expansion distorts intent (e.g., adding 90 unrelated documents to a precise Boolean query).

Semantic understanding collapses: Natural language is reduced to a "bag-of-words AND" strategy. Manual assessment shows high rates of thematic deviation (36%) and strategy failure (4% precision).

Data Collection Method:
Controlled, comparative experiment. Each Smart Search query was benchmarked against an equivalent, precisely formulated query in WoS Advanced Search. For Tier 3, random samples (n=50) were assessed by two independent coders. All searches were limited to the WoS Core Collection (pre-2025 publications).

Reuse & Interpretation:
Data supports the associated paper's findings and is reusable for:

Verification & Replication: Repeat tests on WoS or apply the framework to other databases.

Methodology Template: The Three-Tier Model offers a structured approach for evaluating "smart" search interfaces.

Information Literacy: Demonstrates practical limits of automated search tools.

Note: Result counts are a snapshot; behavioral patterns (e.g., wildcard failure) are stable design features.