cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/s9sdor
title: CM174-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/epfcod
title: PHP02-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/urtmnw
title: PHR03-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/atkn3v
title: DKPB80-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/z0yu9w
title: F120-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/yderz6
title: LO3-snp-dv.vcf.gz

description: :unav
DOI: 10.17632/bzfgz6p7ph
title: XChinaCity4: A comprehensive multimodal benchmark dataset tailored for Social Media Popularity Prediction (Sample Data)

description: XChinaCity4 is a comprehensive multimodal benchmark dataset tailored for Social Media Popularity Prediction (SMPP). Unlike existing datasets (e.g., SMPD, TPIC) that rely on static, isolated posts, XChinaCity4 focuses on contemporary social media content with rich streaming media and inter-post relationships.
The dataset comprises 10,872 posts collected from the official X (formerly Twitter) accounts of four major Chinese cities—Beijing, Shanghai, Hangzhou, and Shenzhen—spanning from January 1, 2023, to June 1, 2025. It encompasses text, images, videos, and metadata.
*This is a sample of the XChinaCity4. If you want to obtain the complete data in advance, please send an email to 2250501026@cnu.edu.cn.
DOI: 10.5281/zenodo.18583579
title: Code for Supply Chain Network Geometric Features and Spontaneous Evolution Simulation

description: The supporting code for the paper “Geometric self-organization in global supply networks: Symbiotic cluster emergence and geometry-guided rewiring” includes the core implementations, including the curvature formulations, discrete Ricci-flow evolution simulations, and code for the evaluation-metric formulations.

Due to data confidentiality constraints, the datasets used in this study cannot be made publicly available.
DOI: 10.57745/c5butr
title: F7130-snp-dv.vcf.gz

description: :unav
DOI: 10.57745/d70ciu
title: B37-snp-dv.vcf.gz

description: :unav
DOI: 10.5281/zenodo.18583578
title: Code for Supply Chain Network Geometric Features and Spontaneous Evolution Simulation

description: The supporting code for the paper “Geometric self-organization in global supply networks: Symbiotic cluster emergence and geometry-guided rewiring” includes the core implementations, including the curvature formulations, discrete Ricci-flow evolution simulations, and code for the evaluation-metric formulations.

Due to data confidentiality constraints, the datasets used in this study cannot be made publicly available.
DOI: 10.57745/af21wc
title: GF111-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/bzfgz6p7ph.1
title: XChinaCity4: A comprehensive multimodal benchmark dataset tailored for Social Media Popularity Prediction (Sample Data)

description: XChinaCity4 is a comprehensive multimodal benchmark dataset tailored for Social Media Popularity Prediction (SMPP). Unlike existing datasets (e.g., SMPD, TPIC) that rely on static, isolated posts, XChinaCity4 focuses on contemporary social media content with rich streaming media and inter-post relationships.
The dataset comprises 10,872 posts collected from the official X (formerly Twitter) accounts of four major Chinese cities—Beijing, Shanghai, Hangzhou, and Shenzhen—spanning from January 1, 2023, to June 1, 2025. It encompasses text, images, videos, and metadata.
*This is a sample of the XChinaCity4. If you want to obtain the complete data in advance, please send an email to 2250501026@cnu.edu.cn.
DOI: 10.57745/9oahm5
title: F4-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/95qdn4
title: CM174-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/rciogc
title: F331-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/k3k0p2
title: F252-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/9ref25
title: DK3IIH6-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/sl0nx0
title: PHG35-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/gyr6gd
title: F353-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/mvfqgt
title: B37-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/4m57cr
title: PHR03-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/ttj7bx
title: MBS847-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/rcs5sbb445
title: Multi-indication Pembrolizumab Cost-effectiveness

description: This study aimed to perform a cost-effectiveness analysis evaluating 31 combinations of pembrolizumab use across five solid tumor indications—non-small cell lung cancer (NSCLC), Esophagus, Breast, Melanoma, and Cervical cancer—from the perspective of the Brazilian public health system. The model is uploaded with all data for analysis
DOI: 10.57745/nwti2t
title: B14-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/bgpz2m
title: F7130-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/fyigig
title: PHW52-SV-sniffles.vcf.gz

description: :unav
DOI: 10.11588/data/wvbhdq
title: Do women shy away from risky skill games? [Replication package]

description: A risky skill game is a game in which skill plays an important role but outcomes are also
strongly inﬂuenced by random factors. Examples are poker or blackjack but also many economic activities like trading on ﬁnancial markets. In an online experiment we let subjects choose how often they want to play a risky skill game. We ﬁnd that women play only half as many rounds in risky skill games with high variance. In contrast, there is no gender difference if the outcomes depend exclusively on chance or (mostly) on skill. Our results indicate that previous research on gender effects in risky environments (such as tournaments) may have greater applicability than previously thought.
DOI: 10.17632/rcs5sbb445.1
title: Multi-indication Pembrolizumab Cost-effectiveness

description: This study aimed to perform a cost-effectiveness analysis evaluating 31 combinations of pembrolizumab use across five solid tumor indications—non-small cell lung cancer (NSCLC), Esophagus, Breast, Melanoma, and Cervical cancer—from the perspective of the Brazilian public health system. The model is uploaded with all data for analysis
DOI: 10.57745/plilfy
title: F283-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/a73kmr
title: CO255-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/lcwjo2
title: EA1197-SV-sniffles.vcf.gz

description: :unav
DOI: 10.5281/zenodo.18522170
title: A bibliometric study of linguistic evaluation research and its implications (1992–2023)

description: This dataset contains the data analyzed in a study of linguistic evaluation research.
DOI: 10.57745/pruyme
title: PHN82-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/xqmdbt
title: LH82-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/hwnoa8
title: F120-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/rripzk
title: F2-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/y1r669
title: DKPB80-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/ndprih
title: DKMM501D-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/syxnln
title: DKFBLL-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/rff3zpbcbx.3
title: Norm Elicitation and Field Experiment Data on Zero-Price Effects Across Contexts

description: The Role of Social Norms in Zero Price effects
DOI: 10.57745/d1hnwb
title: A632-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/ekehv8
title: PHG39-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/qluw5z
title: PHP02-SV-sniffles.vcf.gz

description: :unav
DOI: 10.15468/dl.4qnbqw
title: Occurrence Download

description: A dataset containing 7364 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 56.135291543055025
 AND decimallatitude &lt;= 61.2993700571118
 AND decimallongitude &gt;= 136.71469357869645
 AND decimallongitude &lt;= 158.20848680943462
 AND GBIF_Within('POLYGON ((158.208487 56.135292, 158.208487 61.299370, 136.714694 61.299370, 136.714694 56.135292, 158.208487 56.135292))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 7364 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005222-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/8cdqfc
title: LH123Ht-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/aqhjx8
title: LO3-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/vjxcvk
title: A632-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/lzbqzo
title: PHR03-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/3xnjly
title: F353-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/zo8c2j
title: LO3-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/vydxt2rxmh.1
title: A novel method for preheating time estimation in intermittent heating control under building characteristic variations

description: This data file covers a total of 62 experimental examples of intermittent heating control, including collected indoor temperature, heating capacity, outdoor temperature, solar radiation, and estimated preheating time. The MATLAB program “main_dataplot.m” is used to plot the experimental data of building intermittent control and the corresponding estimated preheating times.
DOI: 10.57745/frgmr1
title: PHW52-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/oeehff
title: DKMM501D-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/lxzxnq
title: F283-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/vrlprj
title: CM174-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/bhsswa
title: F120-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/qxsrmn
title: F252-SV-sniffles.vcf.gz

description: :unav
DOI: 10.5281/zenodo.18589042
title: critical velocity for sediment motion vegetated channels
DOI: 10.57745/3kcmtq
title: GF111-SV-sniffles.vcf.gz

description: :unav
DOI: 10.5281/zenodo.18589041
title: critical velocity for sediment motion vegetated channels
DOI: 10.57745/hqw47c
title: B14-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/snyevt
title: PHP02-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/hhxbt1
title: PHG39-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/izhhcr
title: DKFBLL-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/vqjgu1
title: CO255-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/gvfo9b
title: PHN82-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/xzkryo
title: F331-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/0jlnnh
title: EA1197-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/9aodrh
title: B37-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/7pbg3q
title: F7130-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/xkivp1
title: DKPB80-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/lr1vul
title: MBS847-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/76cbcf276s
title: Supplementary Data for the Research Article Entitled Students’ feedback on the implementation of flipped classrooms for senior secondary mathematics instruction by Omoniyi et al. (2026)

description: Supplementary Data for the Research Article Entitled Students’ feedback on the implementation of flipped classrooms for senior secondary mathematics instruction by Omoniyi et al. (2026)
DOI: 10.57745/233ni1
title: F2-SV-sniffles.vcf.gz

description: :unav
DOI: 10.17632/76cbcf276s.1
title: Supplementary Data for the Research Article Entitled Students’ feedback on the implementation of flipped classrooms for senior secondary mathematics instruction by Omoniyi et al. (2026)

description: Supplementary Data for the Research Article Entitled Students’ feedback on the implementation of flipped classrooms for senior secondary mathematics instruction by Omoniyi et al. (2026)
DOI: 10.57745/bvt4uy
title: LH123Ht-SV-sniffles.vcf.gz

description: :unav
DOI: 10.15468/dl.g3h3b9
title: Occurrence Download

description: A dataset containing 1750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Molinia caerulea"
 ]
}

 The dataset includes 1750 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005238-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/cwnvy3
title: PHG35-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/f49wr8
title: F4-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/jqlxmx
title: LH82-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/da7qbn
title: DK3IIH6-SV-sniffles.vcf.gz

description: :unav
DOI: 10.57745/7autol
title: The 29 maize lines SNP and SV variant set

description: The dataset corresponds to a set of variants, including SNPs as well as structural variants (SVs), detected using PacBio HiFi long reads, for 29 maize lines within the framework of the SeqOccIn project. SNPs, detected using deepvariant, have the suffix snp-dv.vcf.gz. SV, detected using Sniffles, have the suffix SV-sniffles.vcf.gz. The Zea mays B73v4 was used as the reference (GenBank assembly accession GCA_000005005.6). Reads and assembled genome sequences were deposited in European National Archive under Bioproject PRJEB67812.
DOI: 10.5281/zenodo.18492572
title: Curated Dataset Supporting "Scaling glucose-based rhamnolipid production with engineered Pseudomonas putida: Environmental and economic challenges from plasmid-based pilot test to antibiotic-free industry simulation"

description: This dataset provides a comprehensive set of tables describing the process simulation and techno-economic analysis of rhamnolipid biosurfactant production through microbial fermentation. The dataset encompasses material and energy balances, operating parameters, capital investment estimates, and itemized operating cost projections for a hypothetical industrial-scale facility. Simulations were carried out using SuperPro Designer 14, and data were generated using process simulation methodologies and standardized cost estimation frameworks applicable to biotechnological manufacturing. The dataset includes normalized material consumption factors, section-level process metrics, component physicochemical properties, and aggregated economic indicators suitable for comparative techno-economic assessments, sensitivity analysis, educational case studies, and preliminary feasibility evaluations in biosurfactant production and bioprocess engineering.
DOI: 10.5281/zenodo.18492573
title: Curated Dataset Supporting "Scaling glucose-based rhamnolipid production with engineered Pseudomonas putida: Environmental and economic challenges from plasmid-based pilot test to antibiotic-free industry simulation"

description: This dataset provides a comprehensive set of tables describing the process simulation and techno-economic analysis of rhamnolipid biosurfactant production through microbial fermentation. The dataset encompasses material and energy balances, operating parameters, capital investment estimates, and itemized operating cost projections for a hypothetical industrial-scale facility. Simulations were carried out using SuperPro Designer 14, and data were generated using process simulation methodologies and standardized cost estimation frameworks applicable to biotechnological manufacturing. The dataset includes normalized material consumption factors, section-level process metrics, component physicochemical properties, and aggregated economic indicators suitable for comparative techno-economic assessments, sensitivity analysis, educational case studies, and preliminary feasibility evaluations in biosurfactant production and bioprocess engineering.
DOI: 10.15468/dl.cu8stj
title: Occurrence Download

description: A dataset containing 6641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagarosiphon major",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 6641 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005239-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/22w4pcwh8x
title: Investigation of an air-forced open cathode proton exchange membrane fuel cell stack energy efficiency with different fan operation mechanisms

description: This file is the supplementary materials for the manuscript entitled: Investigation of an air-forced open cathode proton exchange membrane fuel cell stack energy efficiency with different fan operation mechanisms
DOI: 10.17632/22w4pcwh8x.2
title: Investigation of an air-forced open cathode proton exchange membrane fuel cell stack energy efficiency with different fan operation mechanisms

description: This file is the supplementary materials for the manuscript entitled: Investigation of an air-forced open cathode proton exchange membrane fuel cell stack energy efficiency with different fan operation mechanisms
DOI: 10.17632/tnk8xbfd2s
title: Supplementary tables

description: Supplementary tables
DOI: 10.17632/tnk8xbfd2s.1
title: Supplementary tables

description: Supplementary tables
DOI: 10.15468/dl.zym2xu
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Handroanthus spongiosus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 275 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005241-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nws3ve
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jupiaba poranga",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 97 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005242-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4hcmr7gfcn
title: Simulation Code for Conditional-Mean Inference in Random-Lot Stability Models

description: This Mendeley Data repository contains the worked-example dataset and the analysis/simulation code supporting the paper “Degrees-of-Freedom Approximations for Conditional-Mean Inference in Random-Lot Stability Analysis” (Karl, Rushing, Burdick, Hofer).

Worked example (cross-software illustration): The repository includes the worked-example dataset (stability_example_data.csv and stability_example_data.jmp) used to illustrate how denominator degrees-of-freedom (DDF) choices affect lot-specific conditional-mean confidence limits in random-lot stability mixed models. The JMP table includes three attached table scripts (“Default DDF”, “Contain DDF”, and a “Base JMP (Pro not required)” script) that reproduce the conditional profilers when opened and run. These JMP scripts fit the random-intercept model (Model 2); users can optionally add Lot*Months as a random effect in the JMP Fit Model dialog to explore the random intercept-and-slope model (Model 1). A SAS single-run script (stability_single_run.sas) reproduces the corresponding SAS PROC MIXED fits and conditional-mean limits. A convenience output table (Fig_2_Lot_G_bands.csv) provides the exported conditional-mean bands for the Lot G profiler illustration.

Simulation study (operating characteristics and diagnostics): The repository also contains the SAS simulation programs used to generate the paper’s main simulation results (pass/fail decision curves at a proposed expiry, coverage diagnostics, and supporting summaries). The simulation code is organized into folders for the main decision simulations, coverage simulations, margin/df export runs, and a sensitivity “spotcheck” run (details are noted in the included simulation-code readme).

All scripts are intended to be runnable as provided, with key model settings matching the paper (PROC MIXED, bounded variance components, and DDF method options such as CONTAIN vs SAT).
DOI: 10.17632/4hcmr7gfcn.1
title: Simulation Code for Conditional-Mean Inference in Random-Lot Stability Models

description: This Mendeley Data repository contains the worked-example dataset and the analysis/simulation code supporting the paper “Degrees-of-Freedom Approximations for Conditional-Mean Inference in Random-Lot Stability Analysis” (Karl, Rushing, Burdick, Hofer).

Worked example (cross-software illustration): The repository includes the worked-example dataset (stability_example_data.csv and stability_example_data.jmp) used to illustrate how denominator degrees-of-freedom (DDF) choices affect lot-specific conditional-mean confidence limits in random-lot stability mixed models. The JMP table includes three attached table scripts (“Default DDF”, “Contain DDF”, and a “Base JMP (Pro not required)” script) that reproduce the conditional profilers when opened and run. These JMP scripts fit the random-intercept model (Model 2); users can optionally add Lot*Months as a random effect in the JMP Fit Model dialog to explore the random intercept-and-slope model (Model 1). A SAS single-run script (stability_single_run.sas) reproduces the corresponding SAS PROC MIXED fits and conditional-mean limits. A convenience output table (Fig_2_Lot_G_bands.csv) provides the exported conditional-mean bands for the Lot G profiler illustration.

Simulation study (operating characteristics and diagnostics): The repository also contains the SAS simulation programs used to generate the paper’s main simulation results (pass/fail decision curves at a proposed expiry, coverage diagnostics, and supporting summaries). The simulation code is organized into folders for the main decision simulations, coverage simulations, margin/df export runs, and a sensitivity “spotcheck” run (details are noted in the included simulation-code readme).

All scripts are intended to be runnable as provided, with key model settings matching the paper (PROC MIXED, bounded variance components, and DDF method options such as CONTAIN vs SAT).
DOI: 10.17632/ywfxkmzmsx
title: Decoding the Innovation Chasm in STEM Vocational Education: A Second-order Factor Analysis of Innovation Capacities and the Structural Inequality of Resource Pathways

description: This dataset contains the survey data and analytical models associated with the research article "Decoding the Innovation Chasm in STEM Vocational Education: A Second-order Factor Analysis of Innovation Capacities and the Structural Inequality of Resource Pathways". The study investigates the developmental mechanisms of innovation capacities among STEM vocational students in China, utilizing Conservation of Resources (COR) theory.