cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.11294
title: Snowmelt onset on Antarctic Sea Ice from India’s Oceansat-series scatterometers
title: Snowmelt onset on Antarctic Sea Ice from India’s Oceansat-series scatterometers

description: The data set is the surface melt onset dates of the Antarctic sea ice determined using the Oceansat series of scatterometers launched by the Indian Space Research Organisation (ISRO). The data period is from 2009 to 2019. However, there are no input data available from 2015 to 2016. The principle of temporal reduction in backscatter due to summer melting is used in preparing this data set. Two very important mitigating steps for reducing erroneous effects due to ice-surface flooding and sea ice drift were also incorporated.The data sets are flat binary data of 1940 by 1940 pixels. However, associated header files (*.hdr) are also provided so that they can be opened easily on any earth data processing software (e.g., QGIS). A 7-pixel median filtered melt onset imageries are also provided. These data sets can be used to study spatio-temporal variability in melt onset.
description: The data set is the surface melt onset dates of the Antarctic sea ice determined using the Oceansat series of scatterometers launched by the Indian Space Research Organisation (ISRO). The data period is from 2009 to 2019. However, there are no input data available from 2015 to 2016. The principle of temporal reduction in backscatter due to summer melting is used in preparing this data set. Two very important mitigating steps for reducing erroneous effects due to ice-surface flooding and sea ice drift were also incorporated.The data sets are flat binary data of 1940 by 1940 pixels. However, associated header files (*.hdr) are also provided so that they can be opened easily on any earth data processing software (e.g., QGIS). A 7-pixel median filtered melt onset imageries are also provided. These data sets can be used to study spatio-temporal variability in melt onset.
DOI: 10.57760/sciencedb.14287
title: Reliability, Validity and Measurement Invariance of the Chinese College Students’ Internet Trolling Scale
title: 网络喷子行为量表中文版修订、信效度、测量等值性检验

description: Objective: To revise the Chinese version of the Internet Spray Behavior Scale and test its reliability, validity, and measurement equivalence. Method: A total of 1200 college students were tested using the General Behavior Inventory Revised (GAIT-R) for online trolling. The simple sadomasochistic impulsivity scale, cyberbullying scale, and cyberaggressive behavior scale were used as benchmarks, and 315 college students were retested after a 4-week interval. Result: The revised scale not only has a good single factor structure, but also has measurement equivalence across gender, age, grade, and major. Conclusion: The revised GAIT-R can serve as a scientific tool for measuring the online trolling behavior of Chinese university students. In addition, a common method bias test was conducted on the sample data using the single factor CFA method and controlling for unmeasured latent method factors. 
description: Objective: To revise the Chinese version of the Internet Spray Behavior Scale and test its reliability, validity, and measurement equivalence. Method: A total of 1200 college students were tested using the General Behavior Inventory Revised (GAIT-R) for online trolling. The simple sadomasochistic impulsivity scale, cyberbullying scale, and cyberaggressive behavior scale were used as benchmarks, and 315 college students were retested after a 4-week interval. Result: The revised scale not only has a good single factor structure, but also has measurement equivalence across gender, age, grade, and major. Conclusion: The revised GAIT-R can serve as a scientific tool for measuring the online trolling behavior of Chinese university students. In addition, a common method bias test was conducted on the sample data using the single factor CFA method and controlling for unmeasured latent method factors.
DOI: 10.57760/sciencedb.16673
title: A dataset of 30 m/10-day spatio-temporal continuous leaf chlorophyll content of MuSyQ GF-series (2021-2022, China)
title: MuSyQ高分30米空间分辨率10天合成时空连续叶片叶绿素含量产品（2021-2022年中国区域）

description: The leaf chlorophyll content (LCC) reflects the information of solar radiation necessary for vegetation photosynthesis, making it an important parameter for monitoring ecosystem physiology and ecology. High-precision, spatiotemporally continuous LCC products are foundational for accurate carbon cycle modeling on global and regional scales. Currently, international global LCC products have spatial resolutions at the hectometer level, which are insufficient to meet the growing demand for fine-scale detection. The existing MuSyQ LCC (v01) product offers a spatial resolution of 30 meters; however, its values are affected by clouds and rainfall, resulting in spatiotemporal discontinuities that limit its effective use in high-resolution applications. This study uses the Sentinel-2 MSI data, based on the chlorophyll-sensitive index (CSI) and the Harmonic Analysis of Time Series (HANTS) method, to produce a standardized, spatiotemporally continuous LCC product for China at 30 m/10-day resolution from 2021 to 2022 as part of the MuSyQ high-resolution series. This product effectively addresses the spatiotemporal discontinuity issues in the MuSyQ LCC (v01) product and will play a crucial role in vegetation dynamics analysis, agricultural management, and other fields.
description: The leaf chlorophyll content (LCC) reflects the information of solar radiation necessary for vegetation photosynthesis, making it an important parameter for monitoring ecosystem physiology and ecology. High-precision, spatiotemporally continuous LCC products are foundational for accurate carbon cycle modeling on global and regional scales. Currently, international global LCC products have spatial resolutions at the hectometer level, which are insufficient to meet the growing demand for fine-scale detection. The existing MuSyQ LCC (v01) product offers a spatial resolution of 30 meters; however, its values are affected by clouds and rainfall, resulting in spatiotemporal discontinuities that limit its effective use in high-resolution applications. This study uses the Sentinel-2 MSI data, based on the chlorophyll-sensitive index (CSI) and the Harmonic Analysis of Time Series (HANTS) method, to produce a standardized, spatiotemporally continuous LCC product for China at 30 m/10-day resolution from 2021 to 2022 as part of the MuSyQ high-resolution series. This product effectively addresses the spatiotemporal discontinuity issues in the MuSyQ LCC (v01) product and will play a crucial role in vegetation dynamics analysis, agricultural management, and other fields.
DOI: 10.5281/zenodo.15292683
title: PromptDebt: A Comprehensive Study of Technical Debt Across LLM Projects
DOI: 10.5281/zenodo.15292684
title: PromptDebt: A Comprehensive Study of Technical Debt Across LLM Projects

description: Version 1 (outdated)
DOI: 10.5281/zenodo.15292881
title: PromptDebt: A Comprehensive Study of Technical Debt Across LLM Projects
DOI: 10.57760/sciencedb.13931
title: Interacting effects of water availability, conspecific density and ectomycorrhizal fungi on the traits and growth of a dominant Dipterocarp
title: Interacting effects of water availability, conspecific density and ectomycorrhizal fungi on the traits and growth of a dominant Dipterocarp

description: The datasets including seedling biomass, the 11 functional traits of Parashorea chinensis , and the soil soil ectomycorrhizal fungi richness and abandunce for all treatments.A total of 10 experimental blocks were randomly distributed in the greenhouse with 12 treatments in each block (3 seedling densities × 2 level of watering × 2 fungicide treatments). We used 120 plastic pots filled primarily with commercially sterilized humus soil provided by the botanical garden. A total of 440 seedlings of P. chinensis were used in this study and each seedling was tagged. Seedlings were randomly distributed into treatments with no difference in seedling size between treatments at the start. The experiment ended after one year and all seedlings were harvested in April 2022. The harvested seedlings were taken to the lab in order to measure biomass and quantify several functional traits. Specifically, we measured 11 functional traits: leaf chlorophyll content, leaf area, leaf thickness, specific leaf area, leaf dry matter content, stem dry matter content, stem density, root dry matter content, specific root length, specific root area, and the root-to-shoot ratio. During the seedling harvest, fresh soil samples were collected for soil fungal community sequencing to test the abundance and richness of ectomycorrhizae.
description: The datasets including seedling biomass, the 11 functional traits of Parashorea chinensis , and the soil soil ectomycorrhizal fungi richness and abandunce for all treatments.A total of 10 experimental blocks were randomly distributed in the greenhouse with 12 treatments in each block (3 seedling densities × 2 level of watering × 2 fungicide treatments). We used 120 plastic pots filled primarily with commercially sterilized humus soil provided by the botanical garden. A total of 440 seedlings of P. chinensis were used in this study and each seedling was tagged. Seedlings were randomly distributed into treatments with no difference in seedling size between treatments at the start. The experiment ended after one year and all seedlings were harvested in April 2022. The harvested seedlings were taken to the lab in order to measure biomass and quantify several functional traits. Specifically, we measured 11 functional traits: leaf chlorophyll content, leaf area, leaf thickness, specific leaf area, leaf dry matter content, stem dry matter content, stem density, root dry matter content, specific root length, specific root area, and the root-to-shoot ratio. During the seedling harvest, fresh soil samples were collected for soil fungal community sequencing to test the abundance and richness of ectomycorrhizae.
DOI: 10.57760/sciencedb.16450
title: Apathy Motivation Index-data
title: Apathy Motivation Index-data

description: Including overall demographic information, AMI and related scale scores, demographic information of sample one and sample two, AMI and related scale scores, as well as demographic information of retested samples and pre - and post test AMI scale scores
description: Including overall demographic information, AMI and related scale scores, demographic information of sample one and sample two, AMI and related scale scores, as well as demographic information of retested samples and pre - and post test AMI scale scores
DOI: 10.57760/sciencedb.13879
title: High-throughput sequencing data of 16S rRNA gene in a temperature change experiment
title: High-throughput sequencing data of 16S rRNA gene in a temperature change experiment

description: This is the high-throughput sequencing data of 16S rRNA gene of 192 soil samples from a temperature change experiment.
description: This is the high-throughput sequencing data of 16S rRNA gene of 192 soil samples from a temperature change experiment.
DOI: 10.57760/sciencedb.07598
title: Codes and demographic data OCD, PTSD, MDD,
title: Codes and demographic data OCD, PTSD, MDD,

description: trauma-related OCD demographic, diagnostic, symptoms severity
description: trauma-related OCD demographic, diagnostic, symptoms severity
DOI: 10.57760/sciencedb.06871
title: monocytes from JAK2 mice
title: monocytes from JAK2 mice

description: Lin-CD11b+CD115+ monocytes (Lin: Ter119, CD11c, CD49b, CD3e, Ly6G and B220) were isolated from the bone marrow of 2-, 5- and 8-month-old JAK2V617F and WT control mice and RNA-seq was performed
description: Lin-CD11b+CD115+ monocytes (Lin: Ter119, CD11c, CD49b, CD3e, Ly6G and B220) were isolated from the bone marrow of 2-, 5- and 8-month-old JAK2V617F and WT control mice and RNA-seq was performed
DOI: 10.57760/sciencedb.j00167.00006
title: Parameters of Final 13 OCs
title: Parameters of Final 13 OCs

description: Parameters of Final 13 OCs, Table 1 in paper (13 Galactic Star Clusters in Gaia DR3 Identified by An Improved FoF andUPMASK Hybrid Method Using MvC ) published on RAA.
description: Parameters of Final 13 OCs, Table 1 in paper (13 Galactic Star Clusters in Gaia DR3 Identified by An Improved FoF andUPMASK Hybrid Method Using MvC ) published on RAA.
DOI: 10.57760/sciencedb.15220
title: A dataset on Surface-mounted carbon quantum dots onto photonic crystal generating dual structural-fluorescent color rendering
title: A dataset on Surface-mounted carbon quantum dots onto photonic crystal generating dual structural-fluorescent color rendering

description: The XRD pattern was obtained by Bruker AXS D8 Advance X-ray diffractometer under Cu K α radiation (λ=1.5406 Å). The SEM image was obtained using a GeminiSEM 300 scanning electron microscope. HRTEM images were obtained using a Tecnai G2 F20 transmission electron microscope. The FTIR spectrum was obtained using a Bruker INVENIO FTIR spectrometer. The XPS spectrum was obtained using a PHI QUANTERA II X-ray photoelectron spectrometer. The UV Vis spectrum was obtained using an EVOLUTION220 UV Vis spectrophotometer. The fluorescence spectrum was obtained using a CARY ECLIPSE fluorescence spectrophotometer. 
description: The XRD pattern was obtained by Bruker AXS D8 Advance X-ray diffractometer under Cu K α radiation (λ=1.5406 Å). The SEM image was obtained using a GeminiSEM 300 scanning electron microscope. HRTEM images were obtained using a Tecnai G2 F20 transmission electron microscope. The FTIR spectrum was obtained using a Bruker INVENIO FTIR spectrometer. The XPS spectrum was obtained using a PHI QUANTERA II X-ray photoelectron spectrometer. The UV Vis spectrum was obtained using an EVOLUTION220 UV Vis spectrophotometer. The fluorescence spectrum was obtained using a CARY ECLIPSE fluorescence spectrophotometer.
DOI: 10.57760/sciencedb.16870
title: A low pathogenic avian influenza A/Mallard/South Korea/KNU2019-34/2019 (H1N1) virus has the potential to increase the mammalian pathogenicity
title: A low pathogenic avian influenza A/Mallard/South Korea/KNU2019-34/2019 (H1N1) virus has the potential to increase the mammalian pathogenicity

description: This study assessed the pathogenicity of KNU19-34 (H1N1) AIV isolated from wild aquatic birds using mouse and ferret models. KNU19-34 caused high mortality in mice and exhibited severe extrapulmonary infection in the heart and kidneys. In ferrets, the virus replicated rapidly in both the upper and lower respiratory tracts. Similar to pandemic H1N1, KNU19-34 preferentially bound to α2,6-linked sialic acid receptors and replicated efficiently in human lung cells. Genetic analysis identified several novel amino acid mutations (PB2-L464M, HA-S92P, NP-G16S, and NP-T433I), suggesting KNU19-34’s potential for mammalian adaptation and cross-species transmission. These mutations, along with increased replication ability, indicate a higher likelihood of the virus infecting mammals.
description: This study assessed the pathogenicity of KNU19-34 (H1N1) AIV isolated from wild aquatic birds using mouse and ferret models. KNU19-34 caused high mortality in mice and exhibited severe extrapulmonary infection in the heart and kidneys. In ferrets, the virus replicated rapidly in both the upper and lower respiratory tracts. Similar to pandemic H1N1, KNU19-34 preferentially bound to α2,6-linked sialic acid receptors and replicated efficiently in human lung cells. Genetic analysis identified several novel amino acid mutations (PB2-L464M, HA-S92P, NP-G16S, and NP-T433I), suggesting KNU19-34’s potential for mammalian adaptation and cross-species transmission. These mutations, along with increased replication ability, indicate a higher likelihood of the virus infecting mammals.
DOI: 10.57760/sciencedb.16640
title: Listening to the melody of life: the application of machine learning in predicting the meaning of life through music behaviors
title: Listening to the melody of life: the application of machine learning in predicting the meaning of life through music behaviors

description: This dataset consists of three parts: 1. Demographic variables 2. Music behavior data collected using a self-developed scale 3. Scores of meaning in life measured by the PIL scale.
description: This dataset consists of three parts: 1. Demographic variables 2. Music behavior data collected using a self-developed scale 3. Scores of meaning in life measured by the PIL scale.
DOI: 10.57760/sciencedb.j00001.01116
title: A 30m/5d GPP dataset for Hulunbuir, China (2023)
title: 内蒙古呼伦贝尔草原区30m/5d GPP数据集（2023年）

description: This dataset was generated based on EC-LUE model using harmolized Landsat-Sentinel-2 dataset(HLS) and ERA5-Land dataset. First, the Savitzky-Golay filter was applied to reconstruct time-series Normalized Difference Vegetation Index (NDVI) data with a spatial resolution of 30m and a temporal resolution of 5 days. Then, climate parameters were calculated based on ERA5-Land data. Finally, we computed GPP using EC-LUE model. This dataset contains a total of 49 GeoTiff files, including Hulunbeier's March-October 2023 GPP data with a spatial resolution of 30m and a temporal resolution of 5 days. 
description: This dataset was generated based on EC-LUE model using harmolized Landsat-Sentinel-2 dataset(HLS) and ERA5-Land dataset. First, the Savitzky-Golay filter was applied to reconstruct time-series Normalized Difference Vegetation Index (NDVI) data with a spatial resolution of 30m and a temporal resolution of 5 days. Then, climate parameters were calculated based on ERA5-Land data. Finally, we computed GPP using EC-LUE model. This dataset contains a total of 49 GeoTiff files, including Hulunbeier's March-October 2023 GPP data with a spatial resolution of 30m and a temporal resolution of 5 days.
DOI: 10.57760/sciencedb.16905
title: Catalog of C18O cores
title: Catalog of C18O cores

description: The ID is the name of the molecular core. Peak1 and Peak2 are the galactic longitude and latitude of the peak intensity of the molecular core, respectively. Peak3 is the radial velocity of the peak. Cen1 and Cen2 are the galactic longitude and latitude of the molecular core's centroid, respectively. Cen3 is the radial velocity of the centroid. Size1, Size2, and Size3 represent the sizes along the galactic longitude, latitude, and radial velocity directions, respectively. Peak is the peak intensity, Flux is the total flux, and Volume is the total number of pixels of the core. Angle represents the angle, and Edge indicates whether the molecular cloud core is in contact with the edge; 1 means yes, and 0 means no.
description: The ID is the name of the molecular core. Peak1 and Peak2 are the galactic longitude and latitude of the peak intensity of the molecular core, respectively. Peak3 is the radial velocity of the peak. Cen1 and Cen2 are the galactic longitude and latitude of the molecular core's centroid, respectively. Cen3 is the radial velocity of the centroid. Size1, Size2, and Size3 represent the sizes along the galactic longitude, latitude, and radial velocity directions, respectively. Peak is the peak intensity, Flux is the total flux, and Volume is the total number of pixels of the core. Angle represents the angle, and Edge indicates whether the molecular cloud core is in contact with the edge; 1 means yes, and 0 means no.
DOI: 10.57760/sciencedb.16967
title: Microstructure - Tensile Properties of Medium Manganese Steel
title: Microstructure - Tensile Properties of Medium Manganese Steel

description: Deep learning prediction and feature visualization analysis of microstructure tensile properties of medium manganese steel 
description: Deep learning prediction and feature visualization analysis of microstructure tensile properties of medium manganese steel
DOI: 10.57760/sciencedb.12895
title: KODAK VS FUJIFILM incumbent curse
title: KODAK VS FUJIFILM incumbent curse

description: In the dynamic landscape of the knowledge economy, managing technological innovation amid disruptive changes presents a formidable challenge for incumbent firms. This study examines the contrasting innovation strategies of Fujifilm and Kodak, two major players in the photography industry, using USPTO patent data from 2003 to 2021, and demonstrates the importance of strategic openness in fostering firm adaptability and long-term success. We focus on specific patent metrics, such as backward citation lag (BCL), self-citation rate (SCR), scientific literature citation rate (SLC), knowledge depth (DEP), and scope of knowledge search (SCP), to assess each company's approach to open versus closed innovation. Our findings illuminate Fujifilm’s strategic adaptation to digital photography disruption through an open innovation model characterized by a lower SCR and BCL, a higher SC, and a broader SCP, suggesting a more extensive integration of external knowledge and scientific advancements. Conversely, Kodak’s higher SCR, longer BCL, narrower SCP, and deeper DEP indicate a reliance on internal capabilities and established technologies, which may have hindered its adaptive capacity in the rapidly evolving market. This study enriches the field of the knowledge economy by illustrating how patent metrics serve as indicators of strategic adaptation to technological changes, highlighting the effectiveness of open innovation in fostering firm adaptability and competitive success.
description: In the dynamic landscape of the knowledge economy, managing technological innovation amid disruptive changes presents a formidable challenge for incumbent firms. This study examines the contrasting innovation strategies of Fujifilm and Kodak, two major players in the photography industry, using USPTO patent data from 2003 to 2021, and demonstrates the importance of strategic openness in fostering firm adaptability and long-term success. We focus on specific patent metrics, such as backward citation lag (BCL), self-citation rate (SCR), scientific literature citation rate (SLC), knowledge depth (DEP), and scope of knowledge search (SCP), to assess each company's approach to open versus closed innovation. Our findings illuminate Fujifilm’s strategic adaptation to digital photography disruption through an open innovation model characterized by a lower SCR and BCL, a higher SC, and a broader SCP, suggesting a more extensive integration of external knowledge and scientific advancements. Conversely, Kodak’s higher SCR, longer BCL, narrower SCP, and deeper DEP indicate a reliance on internal capabilities and established technologies, which may have hindered its adaptive capacity in the rapidly evolving market. This study enriches the field of the knowledge economy by illustrating how patent metrics serve as indicators of strategic adaptation to technological changes, highlighting the effectiveness of open innovation in fostering firm adaptability and competitive success.