cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30607592.v1
title: <b>МЭДҮҮЛЭГ ЯАГААД ГОЛ НОТЛОХ БАРИМТ БИШ ВЭ?</b><b>Б.СОДНОМДАРЖАА, Т.ЧИМГЭЭ, Ц.АМГАЛАНБААТАР НАРТ ХОЛБОГДУУЛАН ШАЛГАСАН ХЭРЭГТ ХИЙСЭН ДҮН ШИНЖИЛГЭЭ</b>

description: Олон улсад болон Монгол Улсад шүүхийн шийдвэрээр ял оноосон ч тухайн ял хүчингүйд тооцох, хожим цагаатгасан тохиолдол цөөнгүй гардаг. Ийм алдааны гол шалтгаан нь гэрч, хохирогч, хэрэгт холбогдогчдын мэдүүлэгт хэт найдаж, хүний хуурмаг ой санамжийг нотлох баримт болгон буруу үнэлсэнтэй шууд холбоотой юм. АНУ-ын "Innocence Project"-ийн судалгаагаар хилсээр ял шийтгэгдсэн хүмүүсийн 70 гаруй хувь нь буруу мэдүүлгээс шалтгаалсан болох нь тогтоогдсон бөгөөд энэ нь хүний ой санамж шинэ мэдээлэлтэй хольцолдож гажууддаг, бодит бус санамж үүсгэдэг сэтгэл зүйн механизмыг нотолж байна. Хүний ой санамж нь туйлын эмзэг бөгөөд цаг хугацаа, сэтгэл хөдлөл, гаднын нөлөөллөөс хамааран тасралтгүй өөрчлөгдөж, гажуудалд өртдөг танин мэдэхүйн процесс юм. Олон улсын шүүхийн практикт мэдүүлгийн найдвартай байдлыг баталгаажуулахын тулд шинжлэх ухааны үндэслэлтэй үнэлгээний арга зүйг нэвтрүүлэхийг чухалчилдаг болсон. Иймд АНУ болон бусад улс оронд гэрчийн мэдүүлгийг дангаар нь хангалттай нотолгоо гэж үздэггүй. Монгол Улсын хуульд ч гэрчийн мэдүүлгийг дангаар нь нотлох баримт гэж үзэхийг хориглосон боловч шүүхийн практикт уг зарчим тогтвортой мөрдөгдөж чадаагүй байгааг анхаарах шаардлагатай. Гэрчийн мэдүүлгийн найдвартай байдлыг үл тоомсорлосноор гэм буруугүй хүмүүс яллагдах, жинхэнэ гэмт хэрэгтнүүд ял завших, шүүхийн алдаатай шийдвэр гарах тохиолдол байсаар байна. Үүнээс гадна гэрчийн мэдүүлэг нь мөрдөн байцаалтын ажиллагааг хаашаа чиглүүлэх, гэрч, хохирогч, хэрэгт холбогдогчдыг тодорхойлох зэрэг шүүх ажиллагааны явцад шууд нөлөө үзүүлдэг. Энэхүү өгүүлэлд бид С.Зориг агсны амь насыг хөнөөсөн хэрэгт холбогдон ял шийтгэгдсэн Ц.Амгаланбаатар, Б.Содномдаржаа, Т.Чимгээ нар болон бусад холбогдох гэрчүүдийн мэдүүлгийг сэтгэл судлалын онолын үүднээс шинжилж, хуурмаг ой санамж, албадлагын нөлөө, танин мэдэхүйн гажуудал зэрэг хүчин зүйлсийн улмаас эдгээр мэдүүлэг яагаад яллах тогтоолын үндэслэл болж чадахгүйг нотлохыг зорих болно. Мөн шүүхийн практикт ажиллаж буй албан хаагчид, хүний эрхийн хамгаалагчид, сэтгэл судлалын мэргэжилтнүүд, сэтгүүлчид болон ой санамжтай шууд харьцдаг бусад салбарын мэргэжилтнүүдэд хуурмаг дурсамжийн нөлөөг танин мэдэж, мэдрэмжтэй ажиллах шаардлагыг онцолж өгнө. Ийм мэдлэг нь зөвхөн танин мэдэхүйн ач холбогдолтой бус, хууль сахиулах ажиллагааг зөв хэрэгжүүлэх, хилс хэрэгт татагдах эрсдэлийг бууруулах практик үр дүнд хүргэнэ.<br>
DOI: 10.15468/dl.r6fwyp
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Fish collection NTNU University Museum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyperoplus lanceolatus"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030319-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqsmxv
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myricaria wardii"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030320-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc3ubq
title: Occurrence Download

description: A dataset containing 1968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((132.7157 32.98714,114.24746 48.89827,92.0855 36.39668,91.51729 15.65545,90.6649 -6.50648,123.62364 -17.30332,132.7157 32.98714))",
 "TaxonKey is Celtis tetrandra"
 ]
}

 The dataset includes 1968 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030322-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3gqah
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myricaria elegans"
 ]
}

 The dataset includes 86 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030321-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x92r8j
title: Occurrence Download

description: A dataset containing 35857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is MEX.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35857 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030324-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/edkf6
title: Putting the AI Assistant or the Human Sequentially in the First Place? - How Different AI Integrations into Inspection Workflows Affect Work Experience and Performance Applied Ergonomics
DOI: 10.17605/osf.io/gt3pc
title: Youth-Led Research Review

description: Data set from systematic review on youth-led research and policy conducted in summer 2024
DOI: 10.15468/dl.tr4bmy
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((130.44264 33.27129,102.02998 31.56651,86.40301 26.45223,99.18872 9.68874,119.92998 4.85857,130.44264 33.27129))",
 "TaxonKey is Celtis vandervoetiana"
 ]
}

 The dataset includes 126 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030325-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15193526
title: Dataset for : Deep Learning for Microbial Life Detection in Deep Subseafloor Samples: Objective Cell Recognition

description: This is the dataset for the following paper: 

Tomoya Nishimura, Yutaro Iwamoto, Hiroshi Nagahashi, Takeshi Terada, Ryo Takahashi, Masayuki Yamamura, and Yuki Morono. "Deep Learning for Microbial Life Detection in Deep Subseafloor Samples: Objective Cell Recognition"
DOI: 10.5281/zenodo.15193527
title: Dataset for : Deep Learning for Microbial Life Detection in Deep Subseafloor Samples: Objective Cell Recognition

description: This is the dataset for the following paper: 

Tomoya Nishimura, Yutaro Iwamoto, Hiroshi Nagahashi, Takeshi Terada, Ryo Takahashi, Masayuki Yamamura, and Yuki Morono. "Deep Learning for Microbial Life Detection in Deep Subseafloor Samples: Objective Cell Recognition"
DOI: 10.5255/ukda-sn-6702-44
title: Monthly Wages and Salaries Survey, 2000-2025: Secure Access
title: MWSS

description: &lt;p&gt;The &lt;i&gt;Monthly Wages and Salaries Survey&lt;/i&gt; (MWSS) is the main source of information for three key indicators of Short-Term Earnings generated by the Office for National Statistics: the Average Earnings Index, the Average Weekly Earnings and the Index of Labour Costs per Hour.&lt;br&gt;
&lt;br&gt;The MWSS is distributed monthly to approximately 8,800 businesses and covers around 12.8 million employees. Companies are required to respond under the Statistics of Trade Act 1947. Businesses are selected from the Inter-Departmental Business Register. Every company with more than 1,000 employees is surveyed. Sampling is random for businesses with fewer than 1,000 employees. The MWSS does not cover businesses with fewer than 20 employees, and so the very smallest businesses in the economy are not represented. The self-employed and government-supported trainees are also not surveyed.&lt;br&gt;
&lt;br&gt;The major strength of the MWSS is that it provides comprehensive information on earnings, by industry. In terms of industrial coverage, information on all industries is collected, as defined by the Standard Industrial Classifications (1992). Information on both the public and private sectors is available.&lt;br&gt;
&lt;br&gt;
&lt;i&gt;Linking to other business studies&lt;/i&gt;&lt;br&gt;These data contain Inter-Departmental Business Register reference numbers. These are anonymous but unique reference numbers assigned to business organisations. Their inclusion allows researchers to combine different business survey sources together. Researchers may consider applying for other business data to assist their research.&lt;br&gt;&lt;br&gt;&lt;span style="font-style: italic;"&gt;Latest edition information&lt;br&gt;&lt;/span&gt;For the forty-fourth edition (November 2025), two monthly data files for April and May 2025, have been added to the study.&lt;/p&gt;
DOI: 10.15468/dl.a4a4s7
title: Occurrence Download

description: A dataset containing 3728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphaea lotus"
 ]
}

 The dataset includes 3728 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030327-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.um3q6b
title: Occurrence Download

description: A dataset containing 15879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((141.31045 20.68958,160.41499 57.76376,87.59071 38.6592,105.56033 -44.56854,151.1092 -49.6917,164.91329 7.32917,141.31045 20.68958))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euchiton japonicus"
 ]
}

 The dataset includes 15879 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030328-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17597123
title: Data for GCB Journal
DOI: 10.5281/zenodo.17597122
title: Data for GCB Journal
DOI: 10.5281/zenodo.17588911
title: Data deposit 2 for the manuscript "The Drosophila escape motor circuit shows differential vulnerability to aging linked to functional decay " by Gaitanidis et al. 2025
DOI: 10.5281/zenodo.17588910
title: Data deposit 2 for the manuscript "The Drosophila escape motor circuit shows differential vulnerability to aging linked to functional decay " by Gaitanidis et al. 2025
DOI: 10.5281/zenodo.17597166
title: Supplementary Document Micro-Credentials and Their Integration in Higher Education: A Bibliometric Review on Practices, Models, and Impact
DOI: 10.5281/zenodo.17597167
title: Supplementary Document Micro-Credentials and Their Integration in Higher Education: A Bibliometric Review on Practices, Models, and Impact
DOI: 10.15468/dl.djspxb
title: Occurrence Download

description: A dataset containing 11275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampriformes"
 ]
}

 The dataset includes 11275 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030329-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us3nbz
title: Occurrence Download

description: A dataset containing 2031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((129.87444 39.52209,77.87916 51.73953,56.85377 23.89508,68.7871 -21.84934,124.76012 -20.42864,137.82995 9.12056,129.87444 39.52209))",
 "TaxonKey is Celtis tetrandra"
 ]
}

 The dataset includes 2031 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030330-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyvh9n
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ichthyology Collection, University Museum Bergen, University of Bergen",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyperoplus lanceolatus"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030331-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17576938
title: Tibetan plots information
DOI: 10.17605/osf.io/8jebt
title: Perioperative management of Renin-Angiotensin-Inhibitors in patients undergoing non-cardiac surgery

description: This service evaluation and clinical survey describes the perioperative management of Renin-Angiotensin-Inhibitors in patients undergoing major non-cardiac surgery under general anaesthesia
DOI: 10.15468/dl.e65e7m
title: Occurrence Download

description: A dataset containing 11537284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11537284 records from 3224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030313-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqzgvy
title: Occurrence Download

description: A dataset containing 1680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea wilsonii"
 ]
}

 The dataset includes 1680 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049236-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zc4nv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophura rufa",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049239-250811113504898/datasets/export for details.
DOI: 10.15468/dl.k27db8
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Pakistan, Nepal, Bangladesh, Afghanistan, Myanmar, Bhutan)",
 "TaxonKey is Agriades"
 ]
}

 The dataset includes 129 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049238-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16959120
title: ENGAGING PRESCHOOL CHILDREN WITH VISUAL IMPAIRMENTS IN MUSIC EDUCATION: IDENTIFYING THEIR ABILITIES AND PROVIDING KNOWLEDGE
DOI: 10.15468/dl.98pur9
title: Occurrence Download

description: A dataset containing 12142287 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pl@ntNet automatically identified occurrences"
 ]
}

 The dataset includes 12142287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013637-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmzt2f
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron dawuense H.P.Yang"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001120-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pgrvh
title: Occurrence Download

description: A dataset containing 30301 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dichanthium Willemet"
 ]
}

 The dataset includes 30301 records from 361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001119-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.848guy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron crassistylum M.Y.He"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001121-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17683920
title: Canine Echocardiography Dataset for MMVD Classification (Frame-Level and Case-Level Versions)

description: This dataset contains anonymized echocardiographic video frames extracted from 332 canine ultrasound examinations acquired between 2016 and 2024. Each case is assigned to one of three clinically verified diagnostic categories:



Normal Heart

Myxomatous Mitral Valve Disease (MMVD) without ruptured chordae tendineae (RCT)

Myxomatous Mitral Valve Disease (MMVD) with RCT


All ultrasound videos were exported from DICOM format, converted into individual RGB PNG frames, and fully anonymized. Preprocessing included removal of patient identifiers, ultrasound measurement overlays, ECG traces, and other textual artifacts.

The dataset is provided in two complementary versions, corresponding to different stages of model development:

 

1. Frame-Level Dataset (CNN)

Contains all frames stored individually and grouped by class.Designed for training and evaluating image-based Convolutional Neural Networks (CNNs) and for sequence-level prediction via max-voting.

 

2. Case-Level Dataset (CNN–LSTM)

Contains exactly 30 preprocessed frames per case, stored in separate folders per dog.Designed for training temporal models, such as hybrid CNN–LSTM architectures.

 

Metadata

A metadata.csv file is included, containing:



Case ID (anonymized)

Diagnostic class

Age

Sex

Breed


No personal identifiers or sensitive information are included.

 

Usage

This dataset was used to train and evaluate both a ResNet50 CNN and a hybrid ResNet50–LSTM network for binary and multiclass classification of canine MMVD using echocardiography.
DOI: 10.5281/zenodo.17683921
title: Canine Echocardiography Dataset for MMVD Classification (Frame-Level and Case-Level Versions)

description: This dataset contains anonymized echocardiographic video frames extracted from 332 canine ultrasound examinations acquired between 2016 and 2024. Each case is assigned to one of three clinically verified diagnostic categories:



Normal Heart

Myxomatous Mitral Valve Disease (MMVD) without ruptured chordae tendineae (RCT)

Myxomatous Mitral Valve Disease (MMVD) with RCT


All ultrasound videos were exported from DICOM format, converted into individual RGB PNG frames, and fully anonymized. Preprocessing included removal of patient identifiers, ultrasound measurement overlays, ECG traces, and other textual artifacts.

The dataset is provided in two complementary versions, corresponding to different stages of model development:

 

1. Frame-Level Dataset (CNN)

Contains all frames stored individually and grouped by class.Designed for training and evaluating image-based Convolutional Neural Networks (CNNs) and for sequence-level prediction via max-voting.

 

2. Case-Level Dataset (CNN–LSTM)

Contains exactly 30 preprocessed frames per case, stored in separate folders per dog.Designed for training temporal models, such as hybrid CNN–LSTM architectures.

 

Metadata

A metadata.csv file is included, containing:



Case ID (anonymized)

Diagnostic class

Age

Sex

Breed


No personal identifiers or sensitive information are included.

 

Usage

This dataset was used to train and evaluate both a ResNet50 CNN and a hybrid ResNet50–LSTM network for binary and multiclass classification of canine MMVD using echocardiography.
DOI: 10.5281/zenodo.17684320
title: Market intelligence and gravitational model to identify potential agricultural export markets in the Lambayeque region, Peru 2015-2024.

description: The Lambayeque region has stood out for its competitive agricultural products, which have contributed to the dynamism of international trade and the growth of Peru's agro-export sector. However, the persistence of concentrated markets, high logistics costs and fluctuations in global demand show that export resilience and sustainability need to be strengthened. The purpose of the research was to analyse agricultural exports from the Lambayeque region in the period 2015-2024 using market intelligence tools and a gravitational model. An explanatory quantitative analysis method was used based on official data from the World Bank, AZATRADE, CEPII and MINCETUR. Market potential was calculated and a gravitational model was estimated using panel data (EGLS, random effects, PCSE correction). The findings show that the value of exports has increased steadily and that the business HHI has fallen significantly (from 6,209 in 2015 to 1,349 in 2024), in addition to a slight concentration of diversification in international markets. Distance had a negative effect, while free trade agreements had a significant positive impact. Finland, Indonesia, Austria, Bolivia, and Vietnam stood out as markets with great potential, while Hong Kong and Israel showed saturated demand due to high competition. In summary, Lambayeque shows rising export performance, but is still susceptible to geographical concentration. In terms of recommendations, it is suggested to promote policies that reduce trade risks and support the sustainable inclusion of the agro-export sector at the regional level, strengthen market intelligence to anticipate trends, optimise logistics infrastructure and promote geographical diversification.