cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b3ntn3
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elatostema retrohirtum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000157-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pur8x8
title: Occurrence Download

description: A dataset containing 1532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.21018 0.60337,-81.09708 -3.91764,-77.08197 -7.12565,-75.10269 -2.50612,-76.45991 0.82955,-81.21018 0.60337))",
 "HasGeospatialIssue is false",
 "TaxonKey is Alouatta palliata",
 "Year 2000-2026"
 ]
}

 The dataset includes 1532 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000158-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18416934
title: NEMIS TILI DARSLARIDA O'QUVCHILARNING MADANIYATLARARO MULOQOT KOMPETENSIYASINI SHAKLLANTIRISHDA QO'LLANILADIGAN INNOVATSION YONDOSHUVLAR

description: Quyidagi maqola nemis tili darslarida o‘quvchilarning madaniyatlararo muloqot kompetensiyasini shakllantirishda qo‘llaniladigan innovatsion yondoshuvlar xaqida bo‘lib,  unda o‘zbek va nemis urf-odatlari va bayramlarini  loyiha usulida o‘rganish orqali o‘quvchilarning  bilim tajribalarini boyitish haqida fikr  yuritiladi. Chet til o‘rganishda Loyiha usuli olingan bilimlarni  uzoq vaqt xotirada saqlashda  muhim ahamiyat kasb etadi.Maqolada loyiha darslarining bosqichlari  haqida alohida  to‘xtalib o‘tiladi va xar bir bosqichda amalga oshirilishi  mumkin bo‘lgan ishlar batafsil yoritib beriladi. Shu bilan birga maqolada  urf-odatlarni “Bekat” larda ishlash usuli orqali o‘rganish xaqida xam fikr yuritiladi.  Urf-odatlarni zamonaviy texnologiyalar asosida o‘rganish tili o‘rganilayotgan mamlakatning va o‘z urf-odatlarini chet tilida o‘rganish, dars jarayonini qiziqarli tashkillash va o‘tkazish, ularni uzoq vaqt davomida xotirada  saqlash imkoniyatlarini yaratadi. Shu bilan birgalikda, milliy qadriyatlar sirasiga kirgan urf-odatlarni o‘rganish o‘quvchilarda madaniyatlararo muloqot kompetensiyasini shakllantiradi.
DOI: 10.5281/zenodo.17579679
title: Rooftop-level photovoltaic segmentation for the Switzerland

description: The provided dataset contains data of photovoltaic installations on building rooftops. It provides the segment polygons and area as well as the tilt and orientation of the rooftop. It is tha basis for the pv production calculation published in the energiedashboard.

To generating this dataset, 10cm resolution satellite images from swisstopo were used. A machine learning model was trained to segment the pv installations. The detected segments were then merged with the swissBUILDINGS3D dataset to get the tilt and orientation. Finally, the directory of buildings was mapped by coordinates to get the address and building identifier EGID.

The dataset has following limitations:



The mapping to the directory of buildings can be inaccurate.

The satellite snapshot of swisstopo is not up-to-date. We indicate the image and year of the snapshot in the corresponding column

The machine learning model can make mistakes (F1 score of 90% and intersection over union of 85%)


Here is a quick column description:



BDG_EGID: GWR building identifier

address: Address from the mapped building

address_easting: easting coordinate of the mapped building (LV95)

address_northing: northing coordinate of the mapped building (LV95)

district: district based on the building coordinate from swissBOUNDARIES

tilt: tilt of the merged rooftop from swissbuildings3D (0°=horizontal, 90°=vertical)

orientation: orientation of the merged rooftop from swissbuildings3D (0°=north, 90°=east, 180°=south, 270°=west)

pv_area_m2: area of the polygon in m^2

geom: Polygon of the detected segment (LV95)

snapshot_year: year the satellite image was taken

satellite_image: link to the satellite image used for detection
DOI: 10.5281/zenodo.18416933
title: NEMIS TILI DARSLARIDA O'QUVCHILARNING MADANIYATLARARO MULOQOT KOMPETENSIYASINI SHAKLLANTIRISHDA QO'LLANILADIGAN INNOVATSION YONDOSHUVLAR

description: Quyidagi maqola nemis tili darslarida o‘quvchilarning madaniyatlararo muloqot kompetensiyasini shakllantirishda qo‘llaniladigan innovatsion yondoshuvlar xaqida bo‘lib,  unda o‘zbek va nemis urf-odatlari va bayramlarini  loyiha usulida o‘rganish orqali o‘quvchilarning  bilim tajribalarini boyitish haqida fikr  yuritiladi. Chet til o‘rganishda Loyiha usuli olingan bilimlarni  uzoq vaqt xotirada saqlashda  muhim ahamiyat kasb etadi.Maqolada loyiha darslarining bosqichlari  haqida alohida  to‘xtalib o‘tiladi va xar bir bosqichda amalga oshirilishi  mumkin bo‘lgan ishlar batafsil yoritib beriladi. Shu bilan birga maqolada  urf-odatlarni “Bekat” larda ishlash usuli orqali o‘rganish xaqida xam fikr yuritiladi.  Urf-odatlarni zamonaviy texnologiyalar asosida o‘rganish tili o‘rganilayotgan mamlakatning va o‘z urf-odatlarini chet tilida o‘rganish, dars jarayonini qiziqarli tashkillash va o‘tkazish, ularni uzoq vaqt davomida xotirada  saqlash imkoniyatlarini yaratadi. Shu bilan birgalikda, milliy qadriyatlar sirasiga kirgan urf-odatlarni o‘rganish o‘quvchilarda madaniyatlararo muloqot kompetensiyasini shakllantiradi.
DOI: 10.5281/zenodo.17579678
title: Rooftop-level photovoltaic segmentation for the Switzerland

description: The provided dataset contains data of photovoltaic installations on building rooftops. It provides the segment polygons and area as well as the tilt and orientation of the rooftop. It is tha basis for the pv production calculation published in the energiedashboard.

To generating this dataset, 10cm resolution satellite images from swisstopo were used. A machine learning model was trained to segment the pv installations. The detected segments were then merged with the swissBUILDINGS3D dataset to get the tilt and orientation. Finally, the directory of buildings was mapped by coordinates to get the address and building identifier EGID.

The dataset has following limitations:



The mapping to the directory of buildings can be inaccurate.

The satellite snapshot of swisstopo is not up-to-date. We indicate the image and year of the snapshot in the corresponding column

The machine learning model can make mistakes (F1 score of 90% and intersection over union of 85%)


Here is a quick column description:



BDG_EGID: GWR building identifier

address: Address from the mapped building

address_easting: easting coordinate of the mapped building (LV95)

address_northing: northing coordinate of the mapped building (LV95)

district: district based on the building coordinate from swissBOUNDARIES

tilt: tilt of the merged rooftop from swissbuildings3D (0°=horizontal, 90°=vertical)

orientation: orientation of the merged rooftop from swissbuildings3D (0°=north, 90°=east, 180°=south, 270°=west)

pv_area_m2: area of the polygon in m^2

geom: Polygon of the detected segment (LV95)

snapshot_year: year the satellite image was taken

satellite_image: link to the satellite image used for detection
DOI: 10.5281/zenodo.18416966
title: CAMBER Dataset – Road Monitoring Route #3

description: This dataset contains GPS route data collected within the CAMBER - European Road Infrastructure Monitoring Project. The data represent a road monitoring campaign captured using mobile devices with GPS tracking.

**Data Generation Method:**
The route was recorded using GPS-enabled mobile devices during road survey activities. GPS coordinates were logged at regular intervals (typically 1Hz) and synchronized with video recordings for infrastructure condition assessment.

**Type of Data:** Time series / Geospatial track data

**Data Format(s):** GPX (GPS Exchange Format)

**Temporal Coverage:**
- Collection date: 2026-01-29

**Dataset Information:**
- Route ID: 3

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers in this record.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.5281/zenodo.18416967
title: CAMBER Dataset – Road Monitoring Route #3

description: This dataset contains GPS route data collected within the CAMBER - European Road Infrastructure Monitoring Project. The data represent a road monitoring campaign captured using mobile devices with GPS tracking.

**Data Generation Method:**
The route was recorded using GPS-enabled mobile devices during road survey activities. GPS coordinates were logged at regular intervals (typically 1Hz) and synchronized with video recordings for infrastructure condition assessment.

**Type of Data:** Time series / Geospatial track data

**Data Format(s):** GPX (GPS Exchange Format)

**Temporal Coverage:**
- Collection date: 2026-01-29

**Dataset Information:**
- Route ID: 3

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers in this record.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.6084/m9.figshare.30025184
title: Towards consensus: The need for standardised definitions in Long (post) COVID care in 34 European countries

description: The COVID-19 pandemic has significantly impacted global healthcare systems, leading to challenges in managing Long COVID. Variations in definitions and diagnostic criteria across Europe hinder recognition and treatment efforts. This study aims to analyse and compare the definitions of Long COVID used in 34 European countries. A retrospective descriptive study was conducted involving key informants from 34 European countries, utilising an online questionnaire to gather data on Long COVID definitions. Quantitative and qualitative analyses were employed to assess the variability of definitions and challenges in managing Long COVID. The study found significant variation in Long COVID definitions among the participating countries; the most frequent definition was the other definition (n: 17, 50.0%), followed by the World Health Organisation’s definition (n: 16, 47.0%) and the CDC definition (n: 11, 32.3%). Half of the countries reported using multiple definitions simultaneously, indicating a lack of standardisation. Qualitative analyses highlighted challenges such as difficulties in standardising terminology, variability in clinical criteria, and issues with implementing diagnostic codes. The findings underscore the need for a unified, yet adaptable, definition of Long COVID. Such a definition would support general practitioners (GPs) by simplifying diagnostic processes, improving continuity of care, and facilitating equitable patient access to multidisciplinary resources. The current lack of consensus complicates patient care, data collection, and resource allocation, impacting health policy development. Future efforts should focus on achieving agreement on definitions to ensure equitable treatment and effective healthcare responses to Long COVID.
DOI: 10.6084/m9.figshare.30025184.v2
title: Towards consensus: The need for standardised definitions in Long (post) COVID care in 34 European countries

description: The COVID-19 pandemic has significantly impacted global healthcare systems, leading to challenges in managing Long COVID. Variations in definitions and diagnostic criteria across Europe hinder recognition and treatment efforts. This study aims to analyse and compare the definitions of Long COVID used in 34 European countries. A retrospective descriptive study was conducted involving key informants from 34 European countries, utilising an online questionnaire to gather data on Long COVID definitions. Quantitative and qualitative analyses were employed to assess the variability of definitions and challenges in managing Long COVID. The study found significant variation in Long COVID definitions among the participating countries; the most frequent definition was the other definition (n: 17, 50.0%), followed by the World Health Organisation’s definition (n: 16, 47.0%) and the CDC definition (n: 11, 32.3%). Half of the countries reported using multiple definitions simultaneously, indicating a lack of standardisation. Qualitative analyses highlighted challenges such as difficulties in standardising terminology, variability in clinical criteria, and issues with implementing diagnostic codes. The findings underscore the need for a unified, yet adaptable, definition of Long COVID. Such a definition would support general practitioners (GPs) by simplifying diagnostic processes, improving continuity of care, and facilitating equitable patient access to multidisciplinary resources. The current lack of consensus complicates patient care, data collection, and resource allocation, impacting health policy development. Future efforts should focus on achieving agreement on definitions to ensure equitable treatment and effective healthcare responses to Long COVID.
DOI: 10.6084/m9.figshare.30025184.v1
title: Towards consensus: The need for standardised definitions in Long (post) COVID care in 34 European countries

description: The COVID-19 pandemic has significantly impacted global healthcare systems, leading to challenges in managing Long COVID. Variations in definitions and diagnostic criteria across Europe hinder recognition and treatment efforts. This study aims to analyse and compare the definitions of Long COVID used in 34 European countries. A retrospective descriptive study was conducted involving key informants from 34 European countries, utilising an online questionnaire to gather data on Long COVID definitions. Quantitative and qualitative analyses were employed to assess the variability of definitions and challenges in managing Long COVID. The study found significant variation in Long COVID definitions among the participating countries; the most frequent definition was the other definition (n: 17, 50.0%), followed by the World Health Organisation’s definition (n: 16, 47.0%) and the CDC definition (n: 11, 32.3%). Half of the countries reported using multiple definitions simultaneously, indicating a lack of standardisation. Qualitative analyses highlighted challenges such as difficulties in standardising terminology, variability in clinical criteria, and issues with implementing diagnostic codes. The findings underscore the need for a unified, yet adaptable, definition of Long COVID. Such a definition would support general practitioners (GPs) by simplifying diagnostic processes, improving continuity of care, and facilitating equitable patient access to multidisciplinary resources. The current lack of consensus complicates patient care, data collection, and resource allocation, impacting health policy development. Future efforts should focus on achieving agreement on definitions to ensure equitable treatment and effective healthcare responses to Long COVID.
DOI: 10.6084/m9.figshare.30892601
title: Factors influencing appropriate vestibular care: An interview study with general practitioners and patients

description: General practitioners (GPs) frequently prescribe anti-vertigo drugs (AVDs), even though there is limited evidence for their effectiveness. Meanwhile, they rarely apply vestibular rehabilitation, a treatment for various vestibular disorders with a strong evidence base. This study aimed to identify barriers and facilitators to appropriate vestibular care in general practice. We conducted a qualitative study in Dutch general practice using semi-structured interviews with GPs and patients with vestibular symptoms. We used purposive sampling to select participants. Interviews were audio-recorded, transcribed verbatim, and thematically analysed following the Template Analysis approach using MAXQDA 2022 software. We interviewed 11 GPs and 15 patients. We assessed barriers and facilitators to appropriate vestibular care for GPs (i.e. not prescribing AVDs, advising vestibular exercises) and patients (i.e. not using AVDs, doing vestibular exercises). We identified four themes: competence, mindset, relational determinants, and accessibility to care. Facilitators included adequate knowledge about vestibular disorders, GPs valuing delivering high-value care, positive experiences with physiotherapy, patients’ coping skills, personal continuity, close collaboration between GP and colleagues, social support, and sufficient time and availability of providers. Barriers included diagnosis and treatment insecurity among GPs, patients doubting the GPs’ competence, patients’ desperation for treatment and GPs accommodating these wishes, positive experiences with AVDs, prescriptions by other providers, and insurance not covering physiotherapy. Multiple barriers and facilitators shape appropriate vestibular care in general practice. Interventions should strengthen GPs’ and patients’ knowledge of vestibular management. Internet-based vestibular rehabilitation may address key barriers, particularly logistic and financial ones. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms.We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation.Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms. We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation. Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation.
DOI: 10.6084/m9.figshare.30892601.v2
title: Factors influencing appropriate vestibular care: An interview study with general practitioners and patients

description: General practitioners (GPs) frequently prescribe anti-vertigo drugs (AVDs), even though there is limited evidence for their effectiveness. Meanwhile, they rarely apply vestibular rehabilitation, a treatment for various vestibular disorders with a strong evidence base. This study aimed to identify barriers and facilitators to appropriate vestibular care in general practice. We conducted a qualitative study in Dutch general practice using semi-structured interviews with GPs and patients with vestibular symptoms. We used purposive sampling to select participants. Interviews were audio-recorded, transcribed verbatim, and thematically analysed following the Template Analysis approach using MAXQDA 2022 software. We interviewed 11 GPs and 15 patients. We assessed barriers and facilitators to appropriate vestibular care for GPs (i.e. not prescribing AVDs, advising vestibular exercises) and patients (i.e. not using AVDs, doing vestibular exercises). We identified four themes: competence, mindset, relational determinants, and accessibility to care. Facilitators included adequate knowledge about vestibular disorders, GPs valuing delivering high-value care, positive experiences with physiotherapy, patients’ coping skills, personal continuity, close collaboration between GP and colleagues, social support, and sufficient time and availability of providers. Barriers included diagnosis and treatment insecurity among GPs, patients doubting the GPs’ competence, patients’ desperation for treatment and GPs accommodating these wishes, positive experiences with AVDs, prescriptions by other providers, and insurance not covering physiotherapy. Multiple barriers and facilitators shape appropriate vestibular care in general practice. Interventions should strengthen GPs’ and patients’ knowledge of vestibular management. Internet-based vestibular rehabilitation may address key barriers, particularly logistic and financial ones. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms.We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation.Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation. This interview study combines general practitioners’ and patients’ perspectives on managing vestibular symptoms. We focused on identifying targets to improve vestibular care by reducing overprescription of anti-vertigo drugs and increasing the uptake of vestibular rehabilitation. Key targets include increasing knowledge of general practitioner and patient, and providing internet-based vestibular rehabilitation.