cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.24176
title: Typical Concept-Driven Modality-missing Deep Cross-Modal Retrieval
title: 典型概念驱动的模态缺失深度跨模态检索

description: Cross-modal retrieval takes one modality data as a query and retrieves semantically relevant data in another modality. Most existing cross-modal retrieval methods are designed for scenarios with complete modality data. However, in real-world applications, incomplete modality data often exists, which these methods struggle to handle effectively. In this paper, we propose a typical concept-driven modality-missing deep cross-modal retrieval model. Specifically, we first propose a multi-modal Transformer integrated with multi-modal pretraining networks, which can fully capture the multi-modal fine-grained semantic interaction in the incomplete modality data, extract multi-modal fusion semantics and construct cross-modal subspace, and at the same time supervise the learning process to generate typical concepts. In addition, the typical concepts are used as the cross-attention key and value to drive the training of the modal mapping network, so that it can adaptively preserve the implicit multi-modal semantic concepts of the query modality data, generate cross-modal retrieval features, and fully preserve the pre-extracted multi-modal fusion semantics. More information about the source code: https://gitee.com/MrSummer123/CPCMR 
description: Cross-modal retrieval takes one modality data as a query and retrieves semantically relevant data in another modality. Most existing cross-modal retrieval methods are designed for scenarios with complete modality data. However, in real-world applications, incomplete modality data often exists, which these methods struggle to handle effectively. In this paper, we propose a typical concept-driven modality-missing deep cross-modal retrieval model. Specifically, we first propose a multi-modal Transformer integrated with multi-modal pretraining networks, which can fully capture the multi-modal fine-grained semantic interaction in the incomplete modality data, extract multi-modal fusion semantics and construct cross-modal subspace, and at the same time supervise the learning process to generate typical concepts. In addition, the typical concepts are used as the cross-attention key and value to drive the training of the modal mapping network, so that it can adaptively preserve the implicit multi-modal semantic concepts of the query modality data, generate cross-modal retrieval features, and fully preserve the pre-extracted multi-modal fusion semantics. More information about the source code: https://gitee.com/MrSummer123/CPCMR
DOI: 10.57760/sciencedb.24185
title: New Quality Productivity —— trade and investment
title: New Quality Productivity —— trade and investment

description: The quantitative data used for this foreign trade investment index mainly comes from the statistical yearbooks and announcements of each city and province, as well as the institutional innovation index of Zhongshan Free Trade Zone University. The final result of indexing is the sum weighted result obtained after data preprocessing. The main methods include data cleaning, integration, selection, transformation, and reduction. The methods used in this article include missing value supplementation method, normalization method, etc. 
description: The quantitative data used for this foreign trade investment index mainly comes from the statistical yearbooks and announcements of each city and province, as well as the institutional innovation index of Zhongshan Free Trade Zone University. The final result of indexing is the sum weighted result obtained after data preprocessing. The main methods include data cleaning, integration, selection, transformation, and reduction. The methods used in this article include missing value supplementation method, normalization method, etc.
DOI: 10.57760/sciencedb.24187
title: A 3-year cohort research dataset
title: A 3-year cohort research dataset

description: 此数据包含所有参与者要研究的内容和信息
description: 此数据包含所有参与者要研究的内容和信息
DOI: 10.15468/dl.a89jys
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Uruguay, Brazil)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ceratophrys ornata (Bell, 1843)"
 ]
}

 The dataset includes 186 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001293-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.24201
title: Dataset description of core 17I106 sediment record from Ninetyeast Ridge (NER)
title: Dataset description of core 17I106 sediment record from Ninetyeast Ridge (NER)

description: The sediment core 17I106 from NER spans 161 cm, representing ~45 ka record of sediment deposition. This study focuses on the upper 56 cm section covering ~21 ka. This study dataset includes:Radiocarbon age determinationsXRF-derived geochemical data for: major elements (Al, Si, Ca, Fe, K, Mg, Mn, Ti), and trace elements (Cu, Zn, Ni, Pb, Sr, V, Mo, U, Ba)Isotopic measurements of strontium (Sr) and neodymium (Nd)
description: The sediment core 17I106 from NER spans 161 cm, representing ~45 ka record of sediment deposition. This study focuses on the upper 56 cm section covering ~21 ka. This study dataset includes:Radiocarbon age determinationsXRF-derived geochemical data for: major elements (Al, Si, Ca, Fe, K, Mg, Mn, Ti), and trace elements (Cu, Zn, Ni, Pb, Sr, V, Mo, U, Ba)Isotopic measurements of strontium (Sr) and neodymium (Nd)
DOI: 10.57760/sciencedb.24209
title: Empirical Standardized Soil Moisture Index For Canadian Prairies
title: Empirical Standardized Soil Moisture Index For Canadian Prairies

description: Remotely sensed soil moisture data was used to construct the monthly ESSMI indices across the Canadian Prairies. Datasets used were downloaded from the Climate Data Store (CDS) (Dorigo et al., 2017; Gruber et al., 2017, 2019), which included global estimates of monthly surface soil moisture, derived from an array of satellite sensors. The methodology developed for three distinct soil moisture products - active, passive, and combined - by the European Space Agency (ESA) Climate Change Initiative for Soil Moisture was used to estimate soil moisture for the databases. 
description: Remotely sensed soil moisture data was used to construct the monthly ESSMI indices across the Canadian Prairies. Datasets used were downloaded from the Climate Data Store (CDS) (Dorigo et al., 2017; Gruber et al., 2017, 2019), which included global estimates of monthly surface soil moisture, derived from an array of satellite sensors. The methodology developed for three distinct soil moisture products - active, passive, and combined - by the European Space Agency (ESA) Climate Change Initiative for Soil Moisture was used to estimate soil moisture for the databases.
DOI: 10.57760/sciencedb.24211
title: The predominant protective impact of Baitouweng Tang in experimental colitis was attributed to the gut microbe-mediated activation of AhR by indole-3-lactic acid
title: The predominant protective impact of Baitouweng Tang in experimental colitis was attributed to the gut microbe-mediated activation of AhR by indole-3-lactic acid

description: BTWT 减轻结肠炎的临床症状，逆转结肠缩短，降低疾病活动指数评分和组织病理学分级，减轻病理性结肠损伤，抑制结肠炎症。BTWT 可调节结肠炎小鼠肠道菌群及其相关的色氨酸代谢物 （吲哚-3-乳酸等） 激活 AhR。此外，BTWT 的作用在抗生素处理的假无菌小鼠模型中受到抑制，而 BTWT 干预小鼠 FMT 缓解了病理症状。此外，在体外脂磷壁酸 （LTA） 诱导的 HT-29 细胞炎症模型中，受 BTWT 调节的代谢物吲哚-3-乳酸 （ILA） 通过直接激活 AhR 抑制 HT-29 细胞炎症。
description: BTWT 减轻结肠炎的临床症状，逆转结肠缩短，降低疾病活动指数评分和组织病理学分级，减轻病理性结肠损伤，抑制结肠炎症。BTWT 可调节结肠炎小鼠肠道菌群及其相关的色氨酸代谢物 （吲哚-3-乳酸等） 激活 AhR。此外，BTWT 的作用在抗生素处理的假无菌小鼠模型中受到抑制，而 BTWT 干预小鼠 FMT 缓解了病理症状。此外，在体外脂磷壁酸 （LTA） 诱导的 HT-29 细胞炎症模型中，受 BTWT 调节的代谢物吲哚-3-乳酸 （ILA） 通过直接激活 AhR 抑制 HT-29 细胞炎症。
DOI: 10.57760/sciencedb.24213
title: Effects of long-term rainfall and nitrogen deposition on soil nematode communities in desert steppe ecosystems.
title: Effects of long-term rainfall and nitrogen deposition on soil nematode communities in desert steppe ecosystems.

description: The dataset includes the species composition and abundance of soil nematodes from a long-term climate change simulation experiment conducted in a desert steppe. Soil nematodes were identified using traditional microscopic techniques.
description: The dataset includes the species composition and abundance of soil nematodes from a long-term climate change simulation experiment conducted in a desert steppe. Soil nematodes were identified using traditional microscopic techniques.
DOI: 10.57760/sciencedb.24260
title: Data for Interactions between nutrient levels and fluctuations shape soil microbial legacies and mediate non-native plant growth
title: Data for Interactions between nutrient levels and fluctuations shape soil microbial legacies and mediate non-native plant growth

description: All Plant biomass and fungi asv are given in the data
description: All Plant biomass and fungi asv are given in the data
DOI: 10.15468/dl.xf6wmj
title: Occurrence Download

description: A dataset containing 216890 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Species data for Scottish waters held and managed by Scottish Natural Heritage, derived from benthic surveys 1993 to 2018"
 ]
}

 The dataset includes 216890 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001295-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.24267
title: Stability of Enzyme Conformation and Catalytic Efficiency
title: Stability of Enzyme Conformation and Catalytic Efficiency

description: The raw data used to generate the figures presented in the article
description: The raw data used to generate the figures presented in the article
DOI: 10.57760/sciencedb.24274
title: differentially expressed genes (DEGs) in cartilage tissues of normal and KOA rats.
title: differentially expressed genes (DEGs) in cartilage tissues of normal and KOA rats.

description: In our study, we first employed RNA-sequencing to analyze differentially expressed genes in cartilage tissues of normal and KOA rats. We identified TNN, the gene encoding tenascin-N protein (also known as tenascin-W) , which was significantly differentially up-regulated in the KOA group. To further analyze the downstream target genes of TNN, we performed RNA-sequencing on IL-1β-stimulated KOA chondrocytes (KOA group) and KOA chondrocytes treated with TNN (KOA+TNN group).
description: In our study, we first employed RNA-sequencing to analyze differentially expressed genes in cartilage tissues of normal and KOA rats. We identified TNN, the gene encoding tenascin-N protein (also known as tenascin-W) , which was significantly differentially up-regulated in the KOA group. To further analyze the downstream target genes of TNN, we performed RNA-sequencing on IL-1β-stimulated KOA chondrocytes (KOA group) and KOA chondrocytes treated with TNN (KOA+TNN group).
DOI: 10.25345/c52v2cp20
title: MassIVE MSV000097740 - Cysteine modification on LOR of AASS
title: Determine the modification of LOR domain of AASS. Focus on Cysteine residues.
DOI: 10.57760/sciencedb.24289
title: ESMR-L and ESD for treating RNEN
title: ESMR-L and ESD for treating RNEN

description: Between January 2023 and June 2024, 81 patients from Heilongjiang Provincial Hospital were enrolled and randomized to ESD group (41 cases) and ESMR-L group (40 cases). 
description: Between January 2023 and June 2024, 81 patients from Heilongjiang Provincial Hospital were enrolled and randomized to ESD group (41 cases) and ESMR-L group (40 cases).
DOI: 10.57760/sciencedb.01701
title: Qinghai Lake Semantic Segmentation dataset from 2000 to 2021
title: 2000-2021年青海湖语义分割数据集

description: Qinghai Lake is the largest inland saltwater lake in China. Influenced by climate and human activities, the area of Qinghai Lake continues to expand. Efficient and accurate lake extraction is the basic data of climate change, lake temporal and spatial variation and regional water cycle, and it is of great significance to formulate ecological protection measures. This study takes Qinghai Lake region as the research object, based on Landsat series remote sensing images, uses the constructed training data set for experimental comparison, and selects DoubleU-NET network to extract the semantic segmentation data set of Qinghai Lake from 2000 to 2021. This dataset contains binary grid data and vector boundary data of Qinghai Lake and its affiliated lakes in 2000, 2003, 2006, 2009, 2013, 2015, 2018 and 2021. The spatial resolution of the data is 30m, and the data set is stored in. Tif format and. SHP format. The amount of data in. Tif format is 1.12MB, and. SHP format is 312KB, which is 439KB after compression. From 2000 to 2021, the area of Qinghai Lake shrank first and then expanded, and the change areas were mainly located in the east, north and west coasts.
description: Qinghai Lake is the largest inland saltwater lake in China. Influenced by climate and human activities, the area of Qinghai Lake continues to expand. Efficient and accurate lake extraction is the basic data of climate change, lake temporal and spatial variation and regional water cycle, and it is of great significance to formulate ecological protection measures. This study takes Qinghai Lake region as the research object, based on Landsat series remote sensing images, uses the constructed training data set for experimental comparison, and selects DoubleU-NET network to extract the semantic segmentation data set of Qinghai Lake from 2000 to 2021. This dataset contains binary grid data and vector boundary data of Qinghai Lake and its affiliated lakes in 2000, 2003, 2006, 2009, 2013, 2015, 2018 and 2021. The spatial resolution of the data is 30m, and the data set is stored in. Tif format and. SHP format. The amount of data in. Tif format is 1.12MB, and. SHP format is 312KB, which is 439KB after compression. From 2000 to 2021, the area of Qinghai Lake shrank first and then expanded, and the change areas were mainly located in the east, north and west coasts.
DOI: 10.15468/dl.x9u3j8
title: Occurrence Download

description: A dataset containing 35814468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35814468 records from 4525 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001284-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p99euxts
title: Whole Rock Major and Trace Element Chemistry for Igneous and Sedimentary Rocks from the Western Alaska Range, Alaska

description: This data release contains whole rock major and trace element data for 399 igneous and sedimentary rock samples collected from the Western Alaska Range between 1968 and 2014 and funded by the Mineral Resources Program of the U.S. Geological Survey. All materials were analyzed by ALS Global, between 2014 and 2018, by a range of different techniques, so multiple unique entries for a given element relate to different analytical methods or preparations, as detailed in accompanying metadata. Some legacy samples were analyzed for trace elements only, with major elements and legacy trace element analyses for these appearing in Granitto et al. (2019a, 2019b).
DOI: 10.3886/e231353
title: Replication data for: The Growing Gap in Life Expectancy: Using the Future Elderly Model to Estimate Implications for Social Security and Medicare

description: Mortality gradients by education and income have been rising in the United States and elsewhere. However, their impact on Social Security progressivity has received relatively little attention, and the impact on Medicare has received effectively none. This paper uses the Future Elderly Model to estimate the effects of increased mortality gaps on the progressivity of Social Security and Medicare for those born between 1928 and 1990. It finds significant reductions in progressivity of both programs if current mortality trends persist and noticeable effects on total program costs. The effects are large enough to warrant more attention from both policy-makers and researchers.
DOI: 10.3886/e231353v1
title: Replication data for: The Growing Gap in Life Expectancy: Using the Future Elderly Model to Estimate Implications for Social Security and Medicare

description: Mortality gradients by education and income have been rising in the United States and elsewhere. However, their impact on Social Security progressivity has received relatively little attention, and the impact on Medicare has received effectively none. This paper uses the Future Elderly Model to estimate the effects of increased mortality gaps on the progressivity of Social Security and Medicare for those born between 1928 and 1990. It finds significant reductions in progressivity of both programs if current mortality trends persist and noticeable effects on total program costs. The effects are large enough to warrant more attention from both policy-makers and researchers.
DOI: 10.3535/nqn-br6-587
title: Iberus splendidus (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rh-kln-jt0
title: Helicigona lapicida (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d6a-sx7-rxv
title: Aegopinella nitens (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fg7-rjk-ley
title: Webbhelix multilineata (Say, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/arx-7l5-27q
title: Lindapecten exasperatus (G. B. Sowerby II, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/prs-hpm-yem
title: Arca noae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5sx-5mv-akj
title: Conasprella centurio (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwl-49z-gsd
title: Chlamys farreri (K. H. Jones & Preston, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mr-1tk-cp1
title: Lucina pensylvanica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9l8-vm6-a1s
title: Anomia ephippium Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8x-6j9-nwp
title: Mytella guyanensis (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.5eds3q
title: Occurrence Download

description: A dataset containing 63955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas acuta",
 "MediaType is Image"
 ]
}

 The dataset includes 63955 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003591-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3vqq3
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Psychotria macgregorii"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003630-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/96g-vxd-g1r
title: Excellichlamys spectabilis (Reeve, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jte-9fb-j54
title: Argopecten irradians (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brm-kaq-pm6
title: Unionidae Rafinesque, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tcg-p5t-qkh
title: Conus striolatus Kiener, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vlk-793-aav
title: Acanthopleura vaillantii Rochebrune, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eya-fte-p8z
title: Hygromiidae Tryon, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykk-wqw-e6e
title: Xerocrassa cretica (L. Pfeiffer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2n6-4k2-vfd
title: Conus betulinus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jr1-ale-hdy
title: Orthostylus metaformis (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hv-eak-etq
title: Spondylus squamosus Schreibers, 1793

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qvl-l6p-v72
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/354-g41-efy
title: Conus clerii Reeve, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e79-53f-snz
title: Spondylus victoriae G. B. Sowerby II, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ql-0q9-bhl
title: Helicella itala (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ga0-2w2-8t6
title: Pinna atropurpurea G. B. Sowerby I, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mjr-bvy-5mq
title: Margaritifera Schumacher, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0b8-j03-8ae
title: Lasaeidae J. E. Gray, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z0h-gt2-nbb
title: Pegophysema philippiana (Reeve, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5k-kbr-vza
title: Aeschrodomus stipulata (Reeve, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ghk-ymp-aw2
title: Euglandina saccata (L. Pfeiffer, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4v-w50-b30
title: Otala tingitana (Paladilhe, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6gz-1yz-xe6
title: Marmorana muralis costulata (Benoit, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h73-5h4-4kl
title: Helix engaddensis Bourguignat, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/my8-nek-n91
title: Iberus marmoratus (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4g7-9jz-jl2
title: Perforatella incarnata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.