cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/fakw-usgv
title: Measurement of Particle_number_concentration at South Pole

description: Measurement of Particle_number_concentration at South Pole
DOI: 10.15468/dl.jvtp7d
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus plattensis"
 ]
}

 The dataset includes 1118 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017705-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7regbx
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypsipetes siquijorensis"
 ]
}

 The dataset includes 374 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017707-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpqmuv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Hedysarum multijugum"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017708-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nt4n6a
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glebionis coronaria",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 142 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017710-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uae8eg
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glebionis coronaria",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017709-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cc7m7
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glebionis coronaria",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017711-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.27384
title: Environmental DNA metabarcoding reveals benthic biodiversity in different habitats of the intertidal zone around Hainan Island, South China Sea
title: Environmental DNA metabarcoding reveals benthic biodiversity in different habitats of the intertidal zone around Hainan Island, South China Sea

description: 本研究利用环境DNA（eDNA）元条码和3个遗传标记（18S rRNA、28S rRNA和COI）阐明了海南岛潮间带生态系统底栖后生动物多样性的模式。我们成功地表征了沙地、泥滩和珊瑚礁相关栖息地的群落组成，检测到了丰富的后生动物组合。值得注意的是，我们的分析表明，虽然不同栖息地的 α 多样性具有可比性，但群落组成（β 多样性）表现出显着且明显的分离，每个环境都拥有独特的优势类群，例如沙地中的线虫和泥滩中的节肢动物。我们的这项研究结果为海南岛潮间带的底栖生物多样性提供了重要的见解，这对于为热带岛屿海岸的保护战略提供信息至关重要。
description: 本研究利用环境DNA（eDNA）元条码和3个遗传标记（18S rRNA、28S rRNA和COI）阐明了海南岛潮间带生态系统底栖后生动物多样性的模式。我们成功地表征了沙地、泥滩和珊瑚礁相关栖息地的群落组成，检测到了丰富的后生动物组合。值得注意的是，我们的分析表明，虽然不同栖息地的 α 多样性具有可比性，但群落组成（β 多样性）表现出显着且明显的分离，每个环境都拥有独特的优势类群，例如沙地中的线虫和泥滩中的节肢动物。我们的这项研究结果为海南岛潮间带的底栖生物多样性提供了重要的见解，这对于为热带岛屿海岸的保护战略提供信息至关重要。
DOI: 10.57760/sciencedb.27374
title: Research on the Phase Modulation Capability of Pure Phase Optical Addressing Space Light Modulator
title: Research on the Phase Modulation Capability of Pure Phase Optical Addressing Space Light Modulator

description: This study provides a comprehensive investigation into the thermal effects and resolution constraints of a pure phase optical addressing spatial light modulator (PASLM) constructed on a liquid crystal light valve (OALV). Through thermal conduction modeling and numerical simulations, it was revealed that the BSO layer, owing to its high optical absorption and poor thermal conductivity, serves as the principal site of heat accumulation. Experimental measurements indicate that the PASLM achieves an effective resolution of 2.64 lp/mm, corresponding to an equivalent pixel size of approximately 189.4 μm. Temperature-dependent measurements demonstrate that as the device surface approaches its clearing point, the phase modulation depth precipitously decreases from 0.82λ to nearly zero, ultimately leading to device failure. To mitigate the attenuation of phase modulation depth induced by temperature rise, this work proposes two thermal management strategies: air cooling and water cooling. Simulation results reveal that both approaches substantially enhance heat dissipation, with water cooling exhibiting superior efficacy. Future efforts will focus on experimental validation to further improve the stability and resolution of the modulator under high-power laser irradiation.
description: This study provides a comprehensive investigation into the thermal effects and resolution constraints of a pure phase optical addressing spatial light modulator (PASLM) constructed on a liquid crystal light valve (OALV). Through thermal conduction modeling and numerical simulations, it was revealed that the BSO layer, owing to its high optical absorption and poor thermal conductivity, serves as the principal site of heat accumulation. Experimental measurements indicate that the PASLM achieves an effective resolution of 2.64 lp/mm, corresponding to an equivalent pixel size of approximately 189.4 μm. Temperature-dependent measurements demonstrate that as the device surface approaches its clearing point, the phase modulation depth precipitously decreases from 0.82λ to nearly zero, ultimately leading to device failure. To mitigate the attenuation of phase modulation depth induced by temperature rise, this work proposes two thermal management strategies: air cooling and water cooling. Simulation results reveal that both approaches substantially enhance heat dissipation, with water cooling exhibiting superior efficacy. Future efforts will focus on experimental validation to further improve the stability and resolution of the modulator under high-power laser irradiation.
DOI: 10.15468/dl.4arf6g
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liriomyza sativae"
 ]
}

 The dataset includes 1359 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017712-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.27372
title: The Impact of AI Mentors on Undergraduate Research Competence
title: ai导师对大学生学术素养影响调查问卷

description: The questionnaire was distributed in late May, as the period from May to June each year is the peak season for undergraduates’ graduation thesis defense and a critical stage for applying for research projects. By this time, students have accumulated certain experience and awareness of relevant research activities, which helps to obtain a more comprehensive understanding of their use of AI tutors. A total of 821 valid questionnaires were collected, with the following sample characteristics:· Gender: 222 males (27.04%) and 578 females (72.96%);· Academic year: 237 freshmen (28.87%), 266 sophomores (32.40%), 188 juniors (22.90%), 77 seniors (9.40%), and 53 graduates (6.46%);· Major field: 68 students in science, engineering, agriculture, and medicine (8.28%), 38 in humanities and social sciences (4.63%), 707 in economics, management, law, and education (86.11%), and 8 in art and design (0.97%).
description: The questionnaire was distributed in late May, as the period from May to June each year is the peak season for undergraduates’ graduation thesis defense and a critical stage for applying for research projects. By this time, students have accumulated certain experience and awareness of relevant research activities, which helps to obtain a more comprehensive understanding of their use of AI tutors. A total of 821 valid questionnaires were collected, with the following sample characteristics:· Gender: 222 males (27.04%) and 578 females (72.96%);· Academic year: 237 freshmen (28.87%), 266 sophomores (32.40%), 188 juniors (22.90%), 77 seniors (9.40%), and 53 graduates (6.46%);· Major field: 68 students in science, engineering, agriculture, and medicine (8.28%), 38 in humanities and social sciences (4.63%), 707 in economics, management, law, and education (86.11%), and 8 in art and design (0.97%).
DOI: 10.57760/sciencedb.27295
title: Patent Examination Materials Related to a Method for High-Throughput Detection and Bioinformatics Analysis of Human Anelloviruses
title: 一种用于人类指环病毒组的高通量检测与生信分析鉴定方法相关的专利审查材料

description: Materials used for the patent examination of "Patent Examination Materials Related to a Method for High-Throughput Detection and Bioinformatics Analysis of Human Anelloviruses," including Tables 1 and 2.
description: Materials used for the patent examination of "Patent Examination Materials Related to a Method for High-Throughput Detection and Bioinformatics Analysis of Human Anelloviruses," including Tables 1 and 2.
DOI: 10.5281/zenodo.15161319
title: Common variants from gnomAD

description: Common SNPs and indels with allele frequency >= 1% from gnomAD. gnomAD whole-genome data were downloaded from ANNOVAR.
DOI: 10.5281/zenodo.17033235
title: Common variants from gnomAD

description: Common SNPs and indels with allele frequency >= 1% from gnomAD. gnomAD whole-genome data were downloaded from ANNOVAR.
DOI: 10.15468/dl.eg82rz
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Plantago arachnoidea"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017715-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fkrnj
title: Occurrence Download

description: A dataset containing 1575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Patrinia triloba"
 ]
}

 The dataset includes 1575 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017714-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.27337
title: MtDNA heteroplasmy
title: MtDNA heteroplasmy

description: It was about MtDNA heteroplasmy at the loci of 16,294，in three maternal members, namely A, mother of A (B), brother of mother (C), with tissues (blood, buccal swab and hair root). The number of Samples (blood, buccal swab and hair root) was named in A (A1, A2, and A3), B (B1, B2, and B3), and C (C1, C2, and C3). 
description: It was about MtDNA heteroplasmy at the loci of 16,294，in three maternal members, namely A, mother of A (B), brother of mother (C), with tissues (blood, buccal swab and hair root). The number of Samples (blood, buccal swab and hair root) was named in A (A1, A2, and A3), B (B1, B2, and B3), and C (C1, C2, and C3).
DOI: 10.15468/dl.cgb9f2
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Halocnemum strobilaceum"
 ]
}

 The dataset includes 99 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017716-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8417503
title: OCELOT: Overlapped Cell on Tissue Dataset for Histopathology

description: The OCELOT dataset is a histopathology dataset designed to facilitate the development of methods that utilize cell and tissue relationships. The dataset comprises both small and large field-of-view (FoV) patches extracted from digitally scanned whole slide images (WSIs), with overlapping regions. The small and large FoV patches are accompanied by annotations of cells and tissues, respectively. The WSIs are sourced from the publicly available TCGA database and were stained using the H&E method before being scanned with an Aperio scanner.



For more details, please check https://lunit-io.github.io/research/ocelot_dataset/.

Before downloading the dataset, please carefully read and agree to the Terms and Conditions at https://lunit-io.github.io/research/ocelot_tc/.

If you use the dataset, please cite the OCELOT dataset paper and the OCELOT 2023 challenge paper.


-----------------------------------------------------------------------------------

Release note.

In version 1.0.1, we exclude four test cases (586, 589, 609, 615) due to under-annotated issue.In version 1.0.0, we include images and annotations of validation and test splits.In version 0.1.2, we modified the coordinates of cell labels to range from 0 to 1023 (-1 from the previous coordinates).In version 0.1.1, we removed non-H&E stained patches from the dataset.
description: This dataset is used for OCELOT 2023 challenge (https://ocelot2023.grand-challenge.org/) at MICCAI 2023.
DOI: 10.6084/m9.figshare.30026593
title: covid.csv

description: file covid using for ML
DOI: 10.6084/m9.figshare.30026593.v1
title: covid.csv

description: file covid using for ML
DOI: 10.57760/sciencedb.25272
title: Association between stigma and quality of life in community-dwelling schizophrenics: the multiple mediating roles of anxiety and depression symptoms —— sensitivity analysis
title: 社区精神分裂症患者病耻感与生活质量的关联：焦虑和抑郁症状的多重中介作用——敏感性分析

description: The data file was based on the article "Association between stigma and quality of life in community-dwelling schizophrenics: the multiple mediating roles of anxiety and depression symptoms", and as the supplementary material to the results of the sensitivity analysis. It included the results of Bootstrap analysis results of multiple mediation effects and the schematic representation of multiple mediation models. Sensitivity analysis were conducted by changing the statistical calibre of anxiety and depression symptoms to continuous variables, and the results obtained were compared with the results of the main analysis, in order to verify the robustness of the results.
description: The data file was based on the article "Association between stigma and quality of life in community-dwelling schizophrenics: the multiple mediating roles of anxiety and depression symptoms", and as the supplementary material to the results of the sensitivity analysis. It included the results of Bootstrap analysis results of multiple mediation effects and the schematic representation of multiple mediation models. Sensitivity analysis were conducted by changing the statistical calibre of anxiety and depression symptoms to continuous variables, and the results obtained were compared with the results of the main analysis, in order to verify the robustness of the results.
DOI: 10.57760/sciencedb.27344
title: Detail clinical information of enrolled patients
title: Detail clinical information of enrolled patients

description: Detail clinical information of enrolled patients
description: Detail clinical information of enrolled patients
DOI: 10.15468/dl.p264xq
title: Occurrence Download

description: A dataset containing 1272666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-07",
 "EventDate is less than or equal to 2025-08-06",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1272666 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017700-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp42t6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bagrichthys hypselopterus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017717-250827131500795/datasets/export for details.
DOI: 10.57760/sciencedb.27338
title: Low humidity regulates gene expression
title: Low humidity regulates gene expression

description: Low humidity regulated epidermal gene expression in mice. Topical emollient can overcome the changes in some gene expression induced by low humidity
description: Low humidity regulated epidermal gene expression in mice. Topical emollient can overcome the changes in some gene expression induced by low humidity
DOI: 10.57760/sciencedb.28014
title: Whole exome sequencing of Men1 KO mice
title: Men1 KO小鼠全外显子组测序

description: Mice harboring TAM-inducible Men1f/f;UBC-Cre alleles were induced with 100 mg/kg TAM daily for five consecutive days at 4-6 weeks to generate Men1∆/∆ models, with normal lung tissue from Men1f/f controls, tumor-adjacent normal tissue, and tumor tissue from 12-month post-TAM Men1∆/∆ mice subjected to whole-exome sequencing by Novogene (Beijing, China) through Covaris M220 shearing (180-280 bp),  Agilent SureSelect Human All Exon V5/V6 library preparation (end repair/phosphorylation/adenylation/adapter ligation), RNA bait hybridization (543,872 baits targeting 334,378 exons in 20,965 genes), and Illumina HiSeq sequencing, followed by bioinformatic analysis using BWA(v0.1.22)/Samblaster for alignment, Sambamba(v0.4.7) for duplicate marking, SAMtools(v1.0) for SNP/INDEL detection, muTect(v1.1.4)/Strelka(v1.0.13) for somatic SNV/INDEL, control-FREEC(v6.7) for somatic CNV,  ANNOVAR(2013Aug23) for annotation, and MuSic(v0.04) for mutational signature/pathway enrichment.
description: Mice harboring TAM-inducible Men1f/f;UBC-Cre alleles were induced with 100 mg/kg TAM daily for five consecutive days at 4-6 weeks to generate Men1∆/∆ models, with normal lung tissue from Men1f/f controls, tumor-adjacent normal tissue, and tumor tissue from 12-month post-TAM Men1∆/∆ mice subjected to whole-exome sequencing by Novogene (Beijing, China) through Covaris M220 shearing (180-280 bp),  Agilent SureSelect Human All Exon V5/V6 library preparation (end repair/phosphorylation/adenylation/adapter ligation), RNA bait hybridization (543,872 baits targeting 334,378 exons in 20,965 genes), and Illumina HiSeq sequencing, followed by bioinformatic analysis using BWA(v0.1.22)/Samblaster for alignment, Sambamba(v0.4.7) for duplicate marking, SAMtools(v1.0) for SNP/INDEL detection, muTect(v1.1.4)/Strelka(v1.0.13) for somatic SNV/INDEL, control-FREEC(v6.7) for somatic CNV,  ANNOVAR(2013Aug23) for annotation, and MuSic(v0.04) for mutational signature/pathway enrichment.
DOI: 10.57760/sciencedb.27336
title: CAN Bus Voltage Data Set
title: CAN总线电压数据集

description: The dataset contains bus voltage sampled from both a CAN prototype system and an actual 2017 Nissan X-Trail vehicle. The data is divided into three parts:(1) 7,220 valid data frames were sampled from the CAN prototype system, from which 271,160 dominant bit waveforms were extracted;(2) 4,113 valid data frames were sampled from the actual vehicle, yielding 89,965 dominant bit waveforms;(3) An additional attack node was introduced into the CAN prototype system to transmit attack CAN messages with ID 0x11. A total of 6,969 valid data frames were sampled, including 903 attack data frames, , from which 250,579 dominant bit waveforms were isolated.
description: The dataset contains bus voltage sampled from both a CAN prototype system and an actual 2017 Nissan X-Trail vehicle. The data is divided into three parts:(1) 7,220 valid data frames were sampled from the CAN prototype system, from which 271,160 dominant bit waveforms were extracted;(2) 4,113 valid data frames were sampled from the actual vehicle, yielding 89,965 dominant bit waveforms;(3) An additional attack node was introduced into the CAN prototype system to transmit attack CAN messages with ID 0x11. A total of 6,969 valid data frames were sampled, including 903 attack data frames, , from which 250,579 dominant bit waveforms were isolated.