cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.35584
title: Cross-sectional study on food marketing in Senegal
title: Cross-sectional study on food marketing in Senegal

description: The data describes the extent of food marketing in Senegal through a mapping of food advertisements around schools, an inventory of television advertisements on national channels with a large audience, and a collection of children's and parents' perceptions of the influence of food marketing on eating habits.
description: The data describes the extent of food marketing in Senegal through a mapping of food advertisements around schools, an inventory of television advertisements on national channels with a large audience, and a collection of children's and parents' perceptions of the influence of food marketing on eating habits.
DOI: 10.57760/sciencedb.35487
title: Research on joint innovation performance under equity joint venture model
title: 股权合资模式下的企业联合创新绩效研究

description: For article reproduction, it includes do file and dta files.
description: For article reproduction, it includes do file and dta files.
DOI: 10.15468/dl.vxs8ch
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pantholops hodgsonii"
 ]
}

 The dataset includes 273 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010989-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.35529
title: Experimental Investigation on Optimization of Distorted Spot Shape in High-Average-Power Ho:YAG Laser Amplifier
title: Experimental Investigation on Optimization of Distorted Spot Shape in High-Average-Power Ho:YAG Laser Amplifier

description: A high-power Ho:YAG amplifier with in-band Tm:YLF laser pumping was established, reaching an output power of 221 W under 300 W pump power, corresponding to extraction efficiency of approximately 54%. However, pronounced degradation of beam profile occurred when further increasing the output power. The internal condition of the crystal, involving photo-elastic effect and inhomogeneous temperature distribution, would be more complex and severe when further amplifying power even in low-quantum-defect systems, which led to beam shape distortion. By spot size matching and divergence control, a near-Gaussian beam profile was successfully restored without drastic decrease in output power. In this study, the spot degradation was effectively suppressed while maintaining high average output power, not only advancing the design of in-band-pumped amplifiers but also providing a reference for other solid-state laser systems.
description: A high-power Ho:YAG amplifier with in-band Tm:YLF laser pumping was established, reaching an output power of 221 W under 300 W pump power, corresponding to extraction efficiency of approximately 54%. However, pronounced degradation of beam profile occurred when further increasing the output power. The internal condition of the crystal, involving photo-elastic effect and inhomogeneous temperature distribution, would be more complex and severe when further amplifying power even in low-quantum-defect systems, which led to beam shape distortion. By spot size matching and divergence control, a near-Gaussian beam profile was successfully restored without drastic decrease in output power. In this study, the spot degradation was effectively suppressed while maintaining high average output power, not only advancing the design of in-band-pumped amplifiers but also providing a reference for other solid-state laser systems.
DOI: 10.5281/zenodo.18253299
title: Data for Chukchi Sea Ice and Primary Production

description: Arctic sea ice strongly influences climate and marine ecosystems, but its relationship with ocean productivity is not always direct. By analyzing chemical and biological indicators preserved in seafloor sediments, we reconstructed changes in sea ice and marine productivity in the central Chukchi Sea over the past ~8,000 years.

Here we present a new multi-proxy sedimentary record from the central Chukchi Sea spanning the middle to late Holocene. We integrate IP₂₅, phytoplankton biomarkers, diatom assemblages, and biogenic silica to (i) reconstruct the millennial-scale evolution of sea-ice cover and primary productivity, (ii) evaluate the roles of Pacific Water inflow and summer insolation as boundary forcings, and (iii) assess the consistency and added sensitivity of the IP₂₅ signal relative to microfossil-based indicators. By explicitly examining the phase relationship between sea-ice variability and productivity, our study provides a pre-industrial benchmark and mechanistic constraints on how inflow-driven stratification and nutrient supply may shape future Arctic primary production and carbon cycling.
DOI: 10.5281/zenodo.18253300
title: Data for Chukchi Sea Ice and Primary Production

description: Arctic sea ice strongly influences climate and marine ecosystems, but its relationship with ocean productivity is not always direct. By analyzing chemical and biological indicators preserved in seafloor sediments, we reconstructed changes in sea ice and marine productivity in the central Chukchi Sea over the past ~8,000 years.

Here we present a new multi-proxy sedimentary record from the central Chukchi Sea spanning the middle to late Holocene. We integrate IP₂₅, phytoplankton biomarkers, diatom assemblages, and biogenic silica to (i) reconstruct the millennial-scale evolution of sea-ice cover and primary productivity, (ii) evaluate the roles of Pacific Water inflow and summer insolation as boundary forcings, and (iii) assess the consistency and added sensitivity of the IP₂₅ signal relative to microfossil-based indicators. By explicitly examining the phase relationship between sea-ice variability and productivity, our study provides a pre-industrial benchmark and mechanistic constraints on how inflow-driven stratification and nutrient supply may shape future Arctic primary production and carbon cycling.
DOI: 10.5281/zenodo.18253351
title: Chenopodiastrum S.Fuentes, Uotila & Borsch. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18253352
title: Chenopodiastrum S.Fuentes, Uotila & Borsch. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.57760/sciencedb.16882
title: NVRC Influenza A sequences
title: NVRC流感序列

description: Influenza A sequences of national virus resource center
description: Influenza A sequences of national virus resource center
DOI: 10.11588/data/lwh8sl
title: Dataset: Advancing towards cancer theragnostic by probing the ²²⁵Ac decay chain with ultra-high-resolution metallic magnetic calorimeter based detectors

description: This dataset contains the raw, unprocessed measurement data underlying the results presented in the publication:&lt;br&gt;
&lt;br&gt;
&lt;b&gt;Advancing towards cancer theragnostic by probing the ²²⁵Ac decay chain with ultra-high-resolution metallic magnetic calorimeter based detectors&lt;/b&gt;&lt;br&gt;

&lt;h3&gt;Files&lt;/h3&gt;

The dataset is organized into two primary folders for the two measurement series:&lt;br&gt;
&lt;br&gt;
&lt;i&gt;2024_09-Tanzboden:&lt;/i&gt; Comparison measurements with ⁵⁵Fe&lt;br&gt;
&lt;i&gt;2024_09-Ac225:&lt;/i&gt; Measurements with ⁵⁵Fe and ²²⁵Ac, or ⁵⁵Fe, ²⁴¹Am, and ¹³³Ba&lt;br&gt;
&lt;br&gt;
For each measurement series, the combined metadata (&lt;i&gt;summary.csv&lt;/i&gt;, &lt;i&gt;settings.csv&lt;/i&gt;, and &lt;i&gt;log.csv&lt;/i&gt;) as well as the data for the first measurement are provided. The full dataset, totaling approximately 0.8 TB, is long-time archived at heiARCHIVE and is available upon request. A measurement contains the individual triggered signals recorded from the MMC-based detector array. &lt;br&gt;
&lt;br&gt;
The processed spectra are not included here but are provided in the supplement dataset. For documentation on how to access, process, and analyze these raw measurements, please refer to the data analysis included in that supplement.

&lt;h3&gt;Data Structure&lt;/h3&gt;

A measurement is a folder containing a &lt;i&gt;Summary.txt&lt;/i&gt; file with general metadata, a &lt;i&gt;Log.txt&lt;/i&gt; file with recording logs, and a subfolder for each ADC channel. Each ADC folder contains its configuration in &lt;i&gt;ScopeSettings.txt&lt;/i&gt; as well as the folders &lt;i&gt;POSP&lt;/i&gt;, &lt;i&gt;BASE&lt;/i&gt;, and &lt;i&gt;NEGP&lt;/i&gt; for positive, undefined, and negative polarity of the signals. Within the polarity folders, the signals are stored as &lt;i&gt;*.sraw&lt;/i&gt; files inside &lt;i&gt;*.zip&lt;/i&gt; archives. &lt;br&gt;
&lt;br&gt;
Each line of a &lt;i&gt;*.sraw&lt;/i&gt; signal is defined by a specific identifier. Lines starting with &lt;i&gt;H&lt;/i&gt; contain general header information formatted as &lt;i&gt;H [Key]: [Value]&lt;/i&gt;. The line starting with &lt;i&gt;S&lt;/i&gt; marks the binary stream containing the raw signal samples. Lines starting with &lt;i&gt;C&lt;/i&gt; contain comments, formatted similarly to the header as &lt;i&gt;C [Number]: [String]&lt;/i&gt;.

&lt;h3&gt;Contact&lt;/h3&gt;

For questions regarding the dataset, or to request access to the full 0.8 TB raw data archive, please contact the corresponding authors of the publication.&lt;br&gt;
&lt;br&gt;
DOI: 10.57760/sciencedb.35291
title: Machine Learning Code for Assessing Flood Susceptibility
title: Machine Learning Code for Assessing Flood Susceptibility

description: The code for assessing flood susceptibility using four machine learning algorithms (RF, XGBoost, CNN, LSTM).
description: The code for assessing flood susceptibility using four machine learning algorithms (RF, XGBoost, CNN, LSTM).
DOI: 10.15468/dl.d6p2u8
title: Occurrence Download

description: A dataset containing 2429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Europe, Asia)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Pissodes castaneus",
 "Year 1980-2026"
 ]
}

 The dataset includes 2429 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010990-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.35510
title: Animal Mimicry Exercise Methods on Enhancing Physical Fitness Among College Students Data
title: 动物仿生实验数据

description: Animal Mimicry Exercise Methods on Enhancing Physical Fitness Among College Students Data
description: Animal Mimicry Exercise Methods on Enhancing Physical Fitness Among College Students Data
DOI: 10.5281/zenodo.18253353
title: Chenopodiastrum murale (L.) S.Fuentes, Uotila & Borsch. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18253354
title: Chenopodiastrum murale (L.) S.Fuentes, Uotila & Borsch. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.57760/sciencedb.35530
title: Data for: Male reproductive skew and female multiple mating in the Qinghai toad-headed lizard (Phrynocephalus vlangalii)
title: Data for: Male reproductive skew and female multiple mating in the Qinghai toad-headed lizard (Phrynocephalus vlangalii)

description: This dataset contains three files associated with the study “Male reproductive skew and female multiple mating in the Qinghai toad-headed lizard (Phrynocephalus vlangalii)”. The data were collected from semi-natural enclosures and include individual phenotypic traits, mating information, and analytical code.（1）Table1_male_phenotype_by_enclosure.csv This file records phenotypic traits of adult male lizards within each enclosure, including body size and reproductive outcomes. It also documents mating and paternity information for each male.（2）Table2_female_phenotype_by_enclosure.csv This file records phenotypic traits of adult female lizards within each enclosure, including body size and reproductive status. It also includes mating information and parentage assignments for each female.（3）R_analysis_script.R This file contains the R script used for statistical analyses and figure generation in the study.Together, these files provide the data necessary to reproduce the analyses of male reproductive skew and female multiple mating in P. vlangalii.
description: This dataset contains three files associated with the study “Male reproductive skew and female multiple mating in the Qinghai toad-headed lizard (Phrynocephalus vlangalii)”. The data were collected from semi-natural enclosures and include individual phenotypic traits, mating information, and analytical code.（1）Table1_male_phenotype_by_enclosure.csv This file records phenotypic traits of adult male lizards within each enclosure, including body size and reproductive outcomes. It also documents mating and paternity information for each male.（2）Table2_female_phenotype_by_enclosure.csv This file records phenotypic traits of adult female lizards within each enclosure, including body size and reproductive status. It also includes mating information and parentage assignments for each female.（3）R_analysis_script.R This file contains the R script used for statistical analyses and figure generation in the study.Together, these files provide the data necessary to reproduce the analyses of male reproductive skew and female multiple mating in P. vlangalii.
DOI: 10.57760/sciencedb.27589
title: Cross-subject Decoding of Continuous Language from Non-invasive fMRI Recordings
title: Cross-subject Decoding of Continuous Language from Non-invasive fMRI Recordings

description: The code of article "Cross-subject Decoding of Continuous Language from Non-invasive fMRI Recordings". It also contains preprocessed data of two subjects.Decoding continuous language from non-invasive brain recordings across individuals remains a formidable challenge. Existing non-invasive decoders are constrained to isolated linguistic units or rely on subject-specific calibration, which limits their generalizability across individuals. Here we present an approach for cross-subject decoding of continuous language from single-trial, non-invasive fMRI data. Our approach employs a three-dimensional convolutional neural network to extract invariant feature representations shared across individuals, augmented with an information bottleneck that accurately identifies voxels most responsive to linguistic stimuli. The resulting decoder can produce intelligible textual sequences capturing the general meaning of both perceived and imagined language, significantly outperforming existing decoders in within- and cross-subject evaluations. These findings demonstrate the feasibility of a single, generalized, non-invasive language decoder applicable across individuals and provide a powerful tool for exploring shared patterns of semantic representation in the human brain.
description: The code of article "Cross-subject Decoding of Continuous Language from Non-invasive fMRI Recordings". It also contains preprocessed data of two subjects.Decoding continuous language from non-invasive brain recordings across individuals remains a formidable challenge. Existing non-invasive decoders are constrained to isolated linguistic units or rely on subject-specific calibration, which limits their generalizability across individuals. Here we present an approach for cross-subject decoding of continuous language from single-trial, non-invasive fMRI data. Our approach employs a three-dimensional convolutional neural network to extract invariant feature representations shared across individuals, augmented with an information bottleneck that accurately identifies voxels most responsive to linguistic stimuli. The resulting decoder can produce intelligible textual sequences capturing the general meaning of both perceived and imagined language, significantly outperforming existing decoders in within- and cross-subject evaluations. These findings demonstrate the feasibility of a single, generalized, non-invasive language decoder applicable across individuals and provide a powerful tool for exploring shared patterns of semantic representation in the human brain.
DOI: 10.5281/zenodo.18253355
title: GMT file for Anopheles gambiae pathways

description: Monthly data release from WikiPathways.org
DOI: 10.57760/sciencedb.35174
title: salinity data
title: 盐分数据

description: This dataset includes Sentinel-2 imagery data from the Yellow River Delta region in November 2022 and measured salinity data in 2022. The imagery data was resampled using SNAP software, stitched and cropped using ENVI, and then subjected to index calculations (salinity index, vegetation index, other indices) in ENVI. 24 indices were calculated and fitted to the measured data. 
description: This dataset includes Sentinel-2 imagery data from the Yellow River Delta region in November 2022 and measured salinity data in 2022. The imagery data was resampled using SNAP software, stitched and cropped using ENVI, and then subjected to index calculations (salinity index, vegetation index, other indices) in ENVI. 24 indices were calculated and fitted to the measured data.
DOI: 10.57760/sciencedb.35496
title: Structural MRI (MP2RAGE) of children with primary nocturnal enuresis and healthy controls
title: Structural MRI (MP2RAGE) of children with primary nocturnal enuresis and healthy controls

description: Derived measures include atlas-based regional cortical metrics (Desikan–Killiany, 68 cortical regions), including cortical thickness, gray matter volume, sulcal depth, and gyrification, as well as group-level structural covariance network (SCN) adjacency matrices and graph-theoretical metrics computed across a sparsity range of 0.05–0.40 and summarized by area under the curve (AUC).
description: Derived measures include atlas-based regional cortical metrics (Desikan–Killiany, 68 cortical regions), including cortical thickness, gray matter volume, sulcal depth, and gyrification, as well as group-level structural covariance network (SCN) adjacency matrices and graph-theoretical metrics computed across a sparsity range of 0.05–0.40 and summarized by area under the curve (AUC).
DOI: 10.15468/dl.qzy5ee
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atropanthe sinensis"
 ]
}

 The dataset includes 123 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010991-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.nprd.00053
title: Structural characterization and antioxidant activity of acid polysaccharides from Orchis chusua D. Don：Experimental Data
title: 中亚白及酸性多糖结构解析及抗氧化活性研究实验数据

description: 1. Partial Acid Hydrolysis Data2. Smith Degradation Data3. Methylation Analysis Data and Monosaccharide Composition Data (Before and After Reduction)4. Nuclear Magnetic Resonance (NMR) Data5. In Vitro Anti-melanogenesis Data6. Acute Toxicity Data (Survival Rate, Hatching Rate, Heartbeat Count)7. Data on Effects on Relative Melanin Content in Zebrafish In Vivo8. Data on Protective Effects Against AAPH-Induced Oxidative Stress in Zebrafish8.1 Reactive Oxygen Species (ROS) Level Changes8.2 Cell Apoptosis Data8.3 Level Changes of CAT, GSH-Px, and MDA
description: 1. Partial Acid Hydrolysis Data2. Smith Degradation Data3. Methylation Analysis Data and Monosaccharide Composition Data (Before and After Reduction)4. Nuclear Magnetic Resonance (NMR) Data5. In Vitro Anti-melanogenesis Data6. Acute Toxicity Data (Survival Rate, Hatching Rate, Heartbeat Count)7. Data on Effects on Relative Melanin Content in Zebrafish In Vivo8. Data on Protective Effects Against AAPH-Induced Oxidative Stress in Zebrafish8.1 Reactive Oxygen Species (ROS) Level Changes8.2 Cell Apoptosis Data8.3 Level Changes of CAT, GSH-Px, and MDA
DOI: 10.57760/sciencedb.35582
title: Natural Source Small Molecule Characterization Database Based on HMBC Coupling Patterns
title: 基于HMBC耦合模式的天然来源小分子表征数据库

description: This dataset contains quantitative nuclear magnetic resonance (NMR) hydrogen spectra of small molecules derived from traditional Chinese medicine sources such as Codonopsis pilosula and Panax notoginseng, as well as HMBC (Heteronuclear Multiple Bond Correlation) digital coupling mode data generated based on chemical shifts in hydrogen and carbon spectra. The data covers two types of experimental measurements and algorithm predictions, as well as three key related signals. Through systematic digital characterization of nuclear magnetic resonance spectra and coupling relationships, this dataset supports cross platform comparison and analysis of chemical components under different magnetic field strengths, and is suitable for synchronous and high-resolution chemical characterization research of multiple components in complex traditional Chinese medicine systems. 
description: This dataset contains quantitative nuclear magnetic resonance (NMR) hydrogen spectra of small molecules derived from traditional Chinese medicine sources such as Codonopsis pilosula and Panax notoginseng, as well as HMBC (Heteronuclear Multiple Bond Correlation) digital coupling mode data generated based on chemical shifts in hydrogen and carbon spectra. The data covers two types of experimental measurements and algorithm predictions, as well as three key related signals. Through systematic digital characterization of nuclear magnetic resonance spectra and coupling relationships, this dataset supports cross platform comparison and analysis of chemical components under different magnetic field strengths, and is suitable for synchronous and high-resolution chemical characterization research of multiple components in complex traditional Chinese medicine systems.
DOI: 10.57760/sciencedb.35565
title: Regulating emission in Er doped silicate glass and fiber via coordination engineering
title: 掺Er硅酸盐玻璃及光纤光谱调控研究

description: Conducted research on spectral modulation of Er doped binary and ternary silicate glass systems, established an effective ion field strength model, and predicted the L-band emission cross-section 
description: Conducted research on spectral modulation of Er doped binary and ternary silicate glass systems, established an effective ion field strength model, and predicted the L-band emission cross-section
DOI: 10.5281/zenodo.18253358
title: GMT file for Arabidopsis thaliana pathways

description: Monthly data release from WikiPathways.org
DOI: 10.57760/sciencedb.35488
title: Naemorhedus_griseus_Virome
title: Naemorhedus_griseus_Virome

description: We performed the whole virome proﬁling of a rescue-failed Naemorhedus griseus, which identified a diverse viral community across multiple organ tissues of the animal
description: We performed the whole virome proﬁling of a rescue-failed Naemorhedus griseus, which identified a diverse viral community across multiple organ tissues of the animal