cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/brw897
title: Four new species of Helina Robineau-Desvoidy from far northwestern China (Diptera: Muscidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Li, Siyu, Xue, Wanqi, Nihei, Silvio S., Zhang, Chuntian (2025): Four new species of Helina Robineau-Desvoidy from far northwestern China (Diptera: Muscidae). Zootaxa 5719 (2): 207-227, DOI: 10.11646/zootaxa.5719.2.2, URL: https://doi.org/10.11646/zootaxa.5719.2.2AbstractIn this paper, four new species of Helina Robineau-Desvoidy are described and illustrated from Xinjiang Uygur Autonomous Region, China, namely, Helina ctenophora Xue sp. nov. in the H. annosa -group, H. franzosternita Xue sp. nov. in the H. calathocerca -group, H. xinyiliia Xue sp. nov., and H. umbratiseta Xue sp. nov. in the H. subpubiseta - group. Identification keys to species of those three species-groups are provided. The examined specimens are deposited at the Insect Collection of Shenyang Normal University.
DOI: 10.25405/data.ncl.26318971
title: Coastal Tipping Points Household Survey – Mekong Delta

description: Blank questionnaire (in Vietnamese), consent form (in Vietnamese) and metadata (in Vietnamese and English) relating to a household survey carried out with 632 respondents in Kien Giang, Ca Mau, and Soc Trang provinces of the Mekong Delta. The questionnaire and resulting data includes sections on social economics and demographic data, locating ecosystem contribution, mangrove ecosystem services, perception of farmers of tipping points or risk/hazards, coping and adaptation to risks/hazards, household economy, Individual/community aspirations, and apprehension for delta futures. The household surveys used face-to-face interviews with questionnaires. The surveys were completed in 2022. Because of confidentiality and consent considerations, survey data cannot be shared.
DOI: 10.25405/data.ncl.26318971.v1
title: Coastal Tipping Points Household Survey – Mekong Delta

description: Blank questionnaire (in Vietnamese), consent form (in Vietnamese) and metadata (in Vietnamese and English) relating to a household survey carried out with 632 respondents in Kien Giang, Ca Mau, and Soc Trang provinces of the Mekong Delta. The questionnaire and resulting data includes sections on social economics and demographic data, locating ecosystem contribution, mangrove ecosystem services, perception of farmers of tipping points or risk/hazards, coping and adaptation to risks/hazards, household economy, Individual/community aspirations, and apprehension for delta futures. The household surveys used face-to-face interviews with questionnaires. The surveys were completed in 2022. Because of confidentiality and consent considerations, survey data cannot be shared.
DOI: 10.5281/zenodo.18351044
title: TO`RA SULAYMON SHE`RIYATIDA BADIIY SAN`ATLARNING QO`LLANILISHI

description: Ko`p asrlik adabiyotimiznig tuganmas xazinasini yaratgan atoqli shoir va yozuvchilarimizning san`atkorlik salohiyotlarini kashf etish uchun ular yozgan asarlardagi badiiy san`atlardan atroflicha ma`lumotga ega bo`lish talab etiladi. Ushbu maqolada zamonaviy o`zbek she`riyatining yorqin vakili To`ra Sulaymon ijodida badiiy san`atlarning qo`llanilishi ilmiy-nazariy tomonidan tahlil qilinadi. Ularning  ayrimlari haqida fikr yuritiladi, she`rlaridan misollar keltiriladi. Badiiy vositalarning  poetik vazifasi va o`quvchiga ta`siri ko`rib chiqiladi.
DOI: 10.5281/zenodo.18351045
title: TO`RA SULAYMON SHE`RIYATIDA BADIIY SAN`ATLARNING QO`LLANILISHI

description: Ko`p asrlik adabiyotimiznig tuganmas xazinasini yaratgan atoqli shoir va yozuvchilarimizning san`atkorlik salohiyotlarini kashf etish uchun ular yozgan asarlardagi badiiy san`atlardan atroflicha ma`lumotga ega bo`lish talab etiladi. Ushbu maqolada zamonaviy o`zbek she`riyatining yorqin vakili To`ra Sulaymon ijodida badiiy san`atlarning qo`llanilishi ilmiy-nazariy tomonidan tahlil qilinadi. Ularning  ayrimlari haqida fikr yuritiladi, she`rlaridan misollar keltiriladi. Badiiy vositalarning  poetik vazifasi va o`quvchiga ta`siri ko`rib chiqiladi.
DOI: 10.5281/zenodo.18350992
title: CRITICAL READING AS A BASIS FOR SUCCESSFUL WRITING. TEACHING SPECIFIC SUB SKILLS AND STRATEGIES.

description: Itistruethatcriticalthinkingiswidelyrecognizedandutilizedamongthelargenumberofeducationalistsandlearnersasakeycomponentofeffectivewritingwhenitcomestoacademicandprofessionalcontext.Inthisarticleitisexplainedaboutwhatiscriticalthinking,howimportantiscriticalthinkingasacognitivebasisandtheroleofspecificsubskillsandstrategiesinordertoachievesuccessfulwiring.Writingwithcriticalthinkingmeansnotonlyjustputtingideasonpaper,butalsoitfirstlyincludesunderstandingthetask,analyzingit,buildingstrongarguments,keepingthemainmeaningofthetext,beingabletocomparetheproponentandopponentideas,thereasonofthem.Inthisarticleitisdescribedthatteachersplaycrucialrolewhileassistingthestudentswhenitcomestoenhancingtheirwritingskillstakingadvantageofvariouspracticalwaysandstrategies,sub-skills,collaborativediscussion.Themaingoalistohelpstudentsmovefromsimplewritingcommunicationtomorecomplex,analyticalandevaluativewriting.Italsodiscussestheintegrationoftechnologysuchastechnologicaldevices,digitaltoolsandvirtuallearningfordevelopingandevaluatingthewritingwhichhelpstopromotecriticalthinkingofyounggeneration.
DOI: 10.5281/zenodo.18350993
title: CRITICAL READING AS A BASIS FOR SUCCESSFUL WRITING. TEACHING SPECIFIC SUB SKILLS AND STRATEGIES.

description: Itistruethatcriticalthinkingiswidelyrecognizedandutilizedamongthelargenumberofeducationalistsandlearnersasakeycomponentofeffectivewritingwhenitcomestoacademicandprofessionalcontext.Inthisarticleitisexplainedaboutwhatiscriticalthinking,howimportantiscriticalthinkingasacognitivebasisandtheroleofspecificsubskillsandstrategiesinordertoachievesuccessfulwiring.Writingwithcriticalthinkingmeansnotonlyjustputtingideasonpaper,butalsoitfirstlyincludesunderstandingthetask,analyzingit,buildingstrongarguments,keepingthemainmeaningofthetext,beingabletocomparetheproponentandopponentideas,thereasonofthem.Inthisarticleitisdescribedthatteachersplaycrucialrolewhileassistingthestudentswhenitcomestoenhancingtheirwritingskillstakingadvantageofvariouspracticalwaysandstrategies,sub-skills,collaborativediscussion.Themaingoalistohelpstudentsmovefromsimplewritingcommunicationtomorecomplex,analyticalandevaluativewriting.Italsodiscussestheintegrationoftechnologysuchastechnologicaldevices,digitaltoolsandvirtuallearningfordevelopingandevaluatingthewritingwhichhelpstopromotecriticalthinkingofyounggeneration.
DOI: 10.5281/zenodo.17508948
title: Dataset for "Scalable screening of ternary-code DNA methylation dynamics associated with human traits."

description: Methylation Screening Array (MSA) Dataset Repository      

This repository contains comprehensive annotation files, design specifications, and test datasets for the Illumina Infinium Methylation Screening Array (MSA), a novel 48-sample BeadChip platform designed for ultra-high throughput, cost-effective screening of trait-associated DNA methylation in large human populations. The MSA enables scalable screening of ternary-code DNA methylation (5mC, 5hmC, and unmodified cytosine) with ~270,000 carefully curated methylation sites enriched for trait associations (~5.6 trait associations per site vs. ~2.2 in EPICv2) and cell-identity signatures (~3.7 cell signatures per site vs. ~2.3 in EPICv2).   

Repository Contents

1. MSA Array Probe Addresses, Ordering and Controls (hg38)



Complete manifest of probe addresses mapped to human genome reference hg38

Probe ordering information for data processing workflows

Control probe specifications for quality assessment   


2. Test Dataset: MSA SigDF Objects



9 MSA SigDF objects from 3 different cell lines

Provided for testing and validation purposes

Compatible with the SeSAMe R/Bioconductor package (version 3.22+)


3. Probe Design Files



Probe design files: Technical specifications for each MSA probe including sequence information, genomic coordinates, and design parameters

Probe-trait association file: Comprehensive annotation linking probes to human traits, diseases, and phenotypes (Figure 1C in the publication)


4. Legacy KYCG Knowledgebases



MSA probe masking by SNP effects

Mapping issues and quality flags (hg38 reference)

Additional performance evaluations and validation metrics   


Related Resources





Goldberg et al. (2025). "Scalable screening of ternary-code DNA methylation dynamics associated with human traits." Cell Genomics.   

Infinium Annotation Website

Infinium Methylation Screening Array Product Page

Illumina Methylation Screening Array Webinar

GSE264438: Human cell line and primary tissue methylome profiles (N=676)

SeSAMe for Data Analysis
DOI: 10.5281/zenodo.18350703
title: Dataset for "Scalable screening of ternary-code DNA methylation dynamics associated with human traits."

description: Methylation Screening Array (MSA) Dataset Repository      

This repository contains comprehensive annotation files, design specifications, and test datasets for the Illumina Infinium Methylation Screening Array (MSA), a novel 48-sample BeadChip platform designed for ultra-high throughput, cost-effective screening of trait-associated DNA methylation in large human populations. The MSA enables scalable screening of ternary-code DNA methylation (5mC, 5hmC, and unmodified cytosine) with ~270,000 carefully curated methylation sites enriched for trait associations (~5.6 trait associations per site vs. ~2.2 in EPICv2) and cell-identity signatures (~3.7 cell signatures per site vs. ~2.3 in EPICv2).   

Repository Contents

1. MSA Array Probe Addresses, Ordering and Controls (hg38)



Complete manifest of probe addresses mapped to human genome reference hg38

Probe ordering information for data processing workflows

Control probe specifications for quality assessment   


2. Test Dataset: MSA SigDF Objects



9 MSA SigDF objects from 3 different cell lines

Provided for testing and validation purposes

Compatible with the SeSAMe R/Bioconductor package (version 3.22+)


3. Probe Design Files



Probe design files: Technical specifications for each MSA probe including sequence information, genomic coordinates, and design parameters

Probe-trait association file: Comprehensive annotation linking probes to human traits, diseases, and phenotypes (Figure 1C in the publication)


4. Legacy KYCG Knowledgebases



MSA probe masking by SNP effects

Mapping issues and quality flags (hg38 reference)

Additional performance evaluations and validation metrics   


Related Resources





Goldberg et al. (2025). "Scalable screening of ternary-code DNA methylation dynamics associated with human traits." Cell Genomics.   

Infinium Annotation Website

Infinium Methylation Screening Array Product Page

Illumina Methylation Screening Array Webinar

GSE264438: Human cell line and primary tissue methylome profiles (N=676)

SeSAMe for Data Analysis
DOI: 10.5281/zenodo.17459731
title: Wei et al., 2026. Nature Communications.

description: Dataset from Wei et al., 2026. Nature Communication. Anterior and posterior retrosplenial cortex form complementary visuospatial circuits in the mouse
DOI: 10.5281/zenodo.17639283
title: Wei et al., 2026. Nature Communications.

description: Dataset from Wei et al., 2026. Nature Communication. Anterior and posterior retrosplenial cortex form complementary visuospatial circuits in the mouse
DOI: 10.6073/pasta/5181040f37a8fe4d6eba59afa70128c1
title: Seasonality of in-lake and meteorological data from seven lakes, including daily measurements of water temperature, chlorophyll-a, dissolved oxygen, ice cover, air temperature, and solar radiation

description: This data product supports the manuscript "Seasons and seasonality in lakes: a synthesis amid global change" (Lewis et al. 2026; in review). Data were analyzed to understand how seasonality varies among diverse lakes and variables. Specifically, this data publication includes daily mean water temperature, chlorophyll-a, and dissolved oxygen at multiple depths, ice cover (binary), air temperature and solar radiation. Data availability and collection methods differ among lakes, as described in the Methods.
DOI: 10.17029/29d313a7-5fe7-488d-ba10-105b9968c54a
title: Alcohol desire influenced by memory and personality

description: This study investigated the effect of a memory cue (alcohol related v neutral) and personality (BIS/BAS) on alcohol desire. We also measured Alcohol Use Disorder Identification Test (AUDIT). Data were collected and analysed from 164 participants.
DOI: 10.5281/zenodo.18351072
title: O'ZBEK TILIGA RUS TILINING TA'SIRI

description: Ushbu maqolada rus tilining o’zbek tiliga tarixiy va strukturaviy ta’siri leksik, morfologik, sintaktik hamda fonetik darajalarda tahlil qilinadi. Xususan, rus tili orqali kirgan baynalmilal o’zlashmalar, maishiy va texnik terminlar, kalkalash jarayonlari hamda ruscha affikslarning o’zbek tilidagi faoliyati ilmiy manbalar asosida yoritiladi. Shu bilan birga, mustaqillikdan keyingi davrda ruscha unsurlarni qisqartirish va tilni normalashirishga qaratilgan islohotlar ko’rib chiqiladi.
DOI: 10.5281/zenodo.18351073
title: O'ZBEK TILIGA RUS TILINING TA'SIRI

description: Ushbu maqolada rus tilining o’zbek tiliga tarixiy va strukturaviy ta’siri leksik, morfologik, sintaktik hamda fonetik darajalarda tahlil qilinadi. Xususan, rus tili orqali kirgan baynalmilal o’zlashmalar, maishiy va texnik terminlar, kalkalash jarayonlari hamda ruscha affikslarning o’zbek tilidagi faoliyati ilmiy manbalar asosida yoritiladi. Shu bilan birga, mustaqillikdan keyingi davrda ruscha unsurlarni qisqartirish va tilni normalashirishga qaratilgan islohotlar ko’rib chiqiladi.
DOI: 10.5683/sp3/yb9k8v
title: Canadian Income Survey, 2020
title: Enquête canadienne sur le revenu, 2020
title: CIS 2020

description: &lt;p&gt;The primary objective of the Canadian Income Survey (CIS) is to provide information on the income and income sources of Canadians, along with their individual and household characteristics. The data collected in the CIS is combined with Labour Force Survey (LFS, record number 3701) and tax data.&lt;/p&gt;

&lt;p&gt;The survey gathers information on labour market activity, school attendance, disability, unmet health care needs, support payments, child care expenses, inter-household transfers, personal income, food security, and characteristics and costs of housing. This content is supplemented with information on individual and household characteristics (e.g. age, educational attainment, main job characteristics, family type), as well as geographic details (e.g. province/territory, census metropolitan area (CMA)) from the LFS. Tax data for income and income sources are also combined with the survey data.&lt;/p&gt;

&lt;p&gt;Results from the survey are made available not only to various levels of government, but also to individuals and organizations. All levels of government can use CIS data to shape policies and programs related to the economic well-being of Canadians. Statistical organizations such as the Organization for Economic Cooperation and Development (OECD) use the results for international benchmarking and comparison studies.&lt;/p&gt;
description: Canadian Income Survey (CIS)
DOI: 10.5683/sp3/uguyc3
title: Canadian Income Survey, 2022
title: CIS 2022; Enquête canadienne sur le revenu, 2022

description: &lt;p&gt;The primary objective of the Canadian Income Survey (CIS) is to provide information on the income and income sources of Canadians, along with their individual and household characteristics. The data collected in the CIS is combined with Labour Force Survey (LFS, record number 3701) and tax data.&lt;/p&gt;

&lt;p&gt;The survey gathers information on labour market activity, school attendance, disability, unmet health care needs, support payments, child care expenses, personal income, food security, and characteristics and costs of housing. This content is supplemented with information on individual and household characteristics (e.g. age, educational attainment, main job characteristics, family type), as well as geographic details (e.g. province/territory, census metropolitan area (CMA)) from the LFS. Tax data for income and income sources are also combined with the survey data.&lt;/p&gt;

&lt;p&gt;Results from the survey are made available not only to various levels of government, but also to individuals and organizations. All levels of government can use CIS data to shape policies and programs related to the economic well-being of Canadians. Statistical organizations such as the Organization for Economic Cooperation and Development (OECD) use the results for international benchmarking and comparison studies.&lt;/p&gt;
description: Canadian Income Survey
description: Migration from Nesstar
DOI: 10.5683/sp3/aqsqh8
title: Canadian Income Survey, 2017
title: CIS 2017
title: Enquête canadienne sur le revenu, 2017

description: &lt;p&gt;Income data has been used extensively by researchers to better understand the economic well-being of Canadians. To meet the needs of these users, Statistics Canada has produced numerous cross-sectional public use microdata files (PUMFs). PUMFs for the Survey of Consumer Finance (SCF) were released until reference year 1997. With the end of the SCF, PUMFs for the Survey of Labour and Income Dynamics (SLID) were produced for reference years 1996 to 2011.&lt;/p&gt; &lt;p&gt;The Canadian Income Survey (CIS) was introduced for the 2012 reference year. The CIS is a cross-sectional survey developed to provide information on the income and income sources of Canadians, with their individual and household characteristics. It is a short questionnaire which is asked of a sub-sample of respondents to the Labour Force Survey (LFS), gathering information on labour market activity, school attendance, support payments, child care expenses, inter-household transfers, personal income, and characteristics and costs of housing. The CIS content is supplemented with information from the LFS on individual and household characteristics (e.g. age, educational attainment, main job characteristics, and family type) and with tax data for income and income sources (Statistics Canada, 2017).&lt;/p&gt; &lt;p&gt;The CIS PUMF is an anonymized microdata file that contains only a subset of variables that are available on the CIS master file. Various techniques have been employed to protect CIS respondents against the risk of disclosure.&lt;/p&gt;
description: Migration from Nesstar
description: Canadian Income Survey
DOI: 10.5683/sp3/awav26
title: Canadian Income Survey, 2021
title: Enquête canadienne sur le revenu, 2021
title: CIS 2021

description: &lt;p&gt;The primary objective of the Canadian Income Survey (CIS) is to provide information on the income and income sources of Canadians, along with their individual and household characteristics. The data collected in the CIS is combined with Labour Force Survey (LFS, record number 3701) and tax data.&lt;/p&gt;

&lt;p&gt;The survey gathers information on labour market activity, school attendance, disability, unmet health care needs, support payments, child care expenses, inter-household transfers, personal income, food security, and characteristics and costs of housing. This content is supplemented with information on individual and household characteristics (e.g. age, educational attainment, main job characteristics, family type), as well as geographic details (e.g. province/territory, census metropolitan area (CMA)) from the LFS. Tax data for income and income sources are also combined with the survey data.&lt;/p&gt;

&lt;p&gt;Results from the survey are made available not only to various levels of government, but also to individuals and organizations. All levels of government can use CIS data to shape policies and programs related to the economic well-being of Canadians. Statistical organizations such as the Organization for Economic Cooperation and Development (OECD) use the results for international benchmarking and comparison studies.&lt;/p&gt;
description: Canadian Income Survey (CIS)
DOI: 10.5683/sp3/a7jbgf
title: Canadian Income Survey, 2016
title: CIS 2016
title: Enquête canadienne sur le revenu, 2016

description: &lt;p&gt;Income data has been used extensively by researchers to better understand the economic well-being of Canadians. To meet the needs of these users, Statistics Canada has produced numerous cross-sectional public use microdata files (PUMFs). PUMFs for the Survey of Consumer Finance (SCF) were released until reference year 1997. With the end of the SCF, PUMFs for the Survey of Labour and Income Dynamics (SLID) were produced for reference years 1996 to 2011.&lt;/p&gt; &lt;p&gt;The Canadian Income Survey (CIS) was introduced for the 2012 reference year. The CIS is a cross-sectional survey developed to provide information on the income and income sources of Canadians, with their individual and household characteristics. It is a short questionnaire which is asked of a sub-sample of respondents to the Labour Force Survey (LFS), gathering information on labour market activity, school attendance, support payments, child care expenses, inter-household transfers, personal income, and characteristics and costs of housing. The CIS content is supplemented with information from the LFS on individual and household characteristics (e.g. age, educational attainment, main job characteristics, and family type) and with tax data for income and income sources (Statistics Canada, 2016a).&lt;/p&gt; &lt;p&gt;The CIS PUMF is an anonymized microdata file that contains only a subset of variables that are available on the CIS master file. Various techniques have been employed to protect CIS respondents against the risk of disclosure.&lt;/p&gt;
description: Canadian Income Survey
description: Migration from Nesstar
DOI: 10.5281/zenodo.18351039
title: RAG4C Evaluation Datasets, prompts, scripts, solver encoding, results, screencasts

description: RAG4C: Observable-Centric Consistency Checking of Requirements and Models — Research ArtifactsThis archive contains:

Screencasts running the tool

Datasets used in our experiments

Prompts for observable extraction, synonym construction, and constraints formalisation

Results (intermediate and final metrics)Scripts to reproduce tables and figures

Implementation

The RAG4C implementation is available upon request.

These materials support reproducibility and enable further comparison and extension of observable-centric consistency checking approaches.
DOI: 10.5281/zenodo.18351040
title: RAG4C Evaluation Datasets, prompts, scripts, solver encoding, results, screencasts

description: RAG4C: Observable-Centric Consistency Checking of Requirements and Models — Research ArtifactsThis archive contains:

Screencasts running the tool

Datasets used in our experiments

Prompts for observable extraction, synonym construction, and constraints formalisation

Results (intermediate and final metrics)Scripts to reproduce tables and figures

Implementation

The RAG4C implementation is available upon request.

These materials support reproducibility and enable further comparison and extension of observable-centric consistency checking approaches.
DOI: 10.57761/d3ge-d380
title: Item Response Warehouse 2