cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48436/hq7b7-xsa12
title: RAAV - Collected data from mobility diaries from people surveyed in the RAAV project.

description: General description
The project "Rural Accessibility and Automated Vehicles (RAAV)" project aims to investigate the impacts on individual accessibility through the implementation of automated vehicles in public transport systems in remote areas. By interviewing more than 200 people in the municipalities of Sooß (Austria) and Mühlwald (Italy) the RAAV project was able to collect individual travel diaries collecting detailed information about and mobility behaviour as well as travel preferences and attitudes.
Context and methodology
The interviews were done personally together with each individual. The answers were marked and collected by the interviewers in a template. The information later was transferred into a data table.
Respondents reconstructed their typical one-weekday activity diary. The activities and trips they typically perform have been listed in chronological order indicating their location, timing, and activity category. Moreover, they have indicated the level of obligation of the activities. For each trip, information regarding the typical mode, travel time, route and stopovers have been collected. The second part of the questionnaire collected socio-demographic, geographic, transport-related and attitudinal data. Moreover, the level of importance of and satisfaction with a set of PT characteristics (like frequency, network coverage, or stop distance) has been asked according to the requirements of the accessibility model used in this project.
The data presented is fundamental to multiple articles and papers published in the RAAV project. In order to be as transparent as possible, we want to ensure the public availability of the data.
Technical details
The dataset contains one Microsoft Excel file containing multiple data sheets. All data from both regions, Mühlwald and Sooß were cumulated. In order to ensure data protection and anonymisation all names, addresses and coordinates of interviewed people, origins and destinations have been deleted from the dataset.
Other than Microsoft Excel, there is no additional software needed to investigate the data. The first datasheet gives an overview of abbreviations and data stored in each data sheet.
DOI: 10.57745/rc5qzr
title: Initial_indexes_labelled_samples.zip

description: This folder contains folders named according to the sampling method used to generate the datasets with 10 initial labelled indexes - 10 rows. The datasets contain the indexes of the ten initial labelled samples selected to train the initial classification models. They have the same quantity of samples for each class (5 samples). The sample points are taken based on the distribution of points generated by the sampling method used to generate the points.
DOI: 10.57745/4c1hgy
title: 0_ReadMe.txt

description: :unav
DOI: 10.57745/ox5gxy
title: Features_target_samples.zip

description: This folder contains the folders named with each sampling method used to generate datasets with 100/225/625/1225/2500 sample points/ rows created and stored in different files. The first two columns represent the parameters or features and the third is the target or label associated.
DOI: 10.48436/34n7m-gcf02
title: RAAV - Quantitative analysis of transport performance and agency costs for five scenarios of the implementation of automated vehicles in public transport.

description: Dataset description
As a supplement to the paper "What can be done with today's budget and demand? - Scenarios of rural public transport automation in Mühlwald (South Tyrol)", which was published as part of the project "RAAV - Rural Accessibility and Automated Vehicles" between the TU Vienna (Austria) and the EURAC institute (Bolzano, Italy), this file serves to summarise the derivation of the in the paper presented results in a comprehensible manner and to make them publicly available.
The data tables are additional content allowing to illustrate the assumptions regarding the design and structure of the formulated automated vehicle variants and scenarios for public transit systems. They contain agency cost assumptions and scenario performance indicators leading to agency cost estimations. The analysis was done for two seperate municipalities, Sooß in Austria and Mühlwald in South Tyrol, Italy. Both locations underlie different topographic, economic and infrastructural framework conditions which influence transport performance as well as agency costs.
Additional images are provided which allow a conceptual understanding of the automated driving system variants in their core functional idea.
Context and methodology
The dataset is supposed to give a more detailed insight into our assumptions and results which are discussed in the paper "What can be done with today's budget and demand? - Scenarios of rural public transport automation in Mühlwald (South Tyrol)" (DOI not yet available).
To be as transparent as possible the data is provided in the Microsoft Excel format with all cell references. By doing this, we ensure that the data can also be used and adapted for other research.
Technical details
The ZIP-folder contains two sub folders, one regarding Mühlwald and one regarding Sooß, with the same content. The primary file is a Microsoft Excel file containing all the data, assumptions, calculations and results. In addition, a JPEG-file contains a visual representation of the analysed automated vehicle variants.
Other than Microsoft Excel, there is no special software required to open, investigate and manipulate the data.
To get a complete understanding of the concept and incorporation of the data used and the assumptions made as well as the meaning of some abbreviations, it is highly recommended to also consider the investigation of the paper "What can be done with today's budget and demand? - Scenarios of rural public transport automation in Mühlwald (South Tyrol)" (DOI not yet available).
DOI: 10.48436/ameqk-nf898
title: RAAV - Results of the PT-STA accessibility analysis

description: Dataset description
As part of the project "RAAV - Rural Accessibility and Automated Vehicles" between the TU Vienna (Austria) and the EURAC institute (Bolzano, Italy), this file serves to summarise the results of a test of the PT-STA method in a comprehensible manner and to make them publicly available.
Context and methodology
An adaption of a classical STA accessibility analysis was formulated and the new method tested on a sample of over 100 individuals in Mühlwald, South Tyrol and over 100 individuals in Sooß, Lower Austria. The test is based on travel diaries, which have been attained in cooperation with and by interviewing said individuals.
To be as transparent as possible the data is provided in the Microsoft Excel format with all cell references. By doing this, we ensure that the data can also be used and adapted for other research. The travel diaries on which this research is based on can be accessed here: https://researchdata.tuwien.ac.at/records/hq7b7-xsa12
Technical details
The dataset contains one Microsoft Excel file containing multiple data sheets. All data from both regions, Mühlwald and Sooß were cumulated. In order to ensure data protection and anonymisation all names, addresses and coordinates of interviewed people, origins and destinations have been deleted from the dataset.
Other than Microsoft Excel, there is no additional software needed to investigate the data. The first datasheet gives an overview of abbreviations and data stored in each data sheet.
DOI: 10.48436/7t00h-ptj28
title: RAAV - Results of the PT-STA accessibility analysis for five public transport scenarios based on automated vehicles in Mühlwald, South Tyrol

description: Dataset description
As part of the project "RAAV - Rural Accessibility and Automated Vehicles" between the TU Vienna (Austria) and the EURAC institute (Bolzano, Italy), this file serves to summarise the results of the application of the PT-STA method for separate public transport scenarios in a comprehensible manner and to make them publicly available.
Context and methodology
An adaption of a classical STA accessibility analysis was applied on a sample of over 100 individuals in Mühlwald, South Tyrol. Five different public transport scenarios based on a possible implication of automated vehicle technology were compared regarding their potential impact on accessibility for the local population.
To be as transparent as possible the data is provided in the Microsoft Excel format with all cell references. By doing this, we ensure that the data can also be used and adapted for other research.
Technical details
The dataset contains one Microsoft Excel file containing multiple data sheets. In order to ensure data protection and anonymisation all names, addresses and coordinates of interviewed people, origins and destinations have been deleted from the dataset.
Other than Microsoft Excel, there is no additional software needed to investigate the data. The first datasheet gives an overview of abbreviations and data stored in each data sheet.
DOI: 10.48436/z2fek-hdx26
title: RAAV - Collected data from mobility diaries from people surveyed in the RAAV project.

description: General description
The project "Rural Accessibility and Automated Vehicles (RAAV)" project aims to investigate the impacts on individual accessibility through the implementation of automated vehicles in public transport systems in remote areas. By interviewing more than 200 people in the municipalities of Sooß (Austria) and Mühlwald (Italy) the RAAV project was able to collect individual travel diaries collecting detailed information about and mobility behaviour as well as travel preferences and attitudes.
Context and methodology
The interviews were done personally together with each individual. The answers were marked and collected by the interviewers in a template. The information later was transferred into a data table.
Respondents reconstructed their typical one-weekday activity diary. The activities and trips they typically perform have been listed in chronological order indicating their location, timing, and activity category. Moreover, they have indicated the level of obligation of the activities. For each trip, information regarding the typical mode, travel time, route and stopovers have been collected. The second part of the questionnaire collected socio-demographic, geographic, transport-related and attitudinal data. Moreover, the level of importance of and satisfaction with a set of PT characteristics (like frequency, network coverage, or stop distance) has been asked according to the requirements of the accessibility model used in this project.
The data presented is fundamental to multiple articles and papers published in the RAAV project. In order to be as transparent as possible, we want to ensure the public availability of the data.
Technical details
The dataset contains one Microsoft Excel file containing multiple data sheets. All data from both regions, Mühlwald and Sooß were cumulated. In order to ensure data protection and anonymisation all names, addresses and coordinates of interviewed people, origins and destinations have been deleted from the dataset.
Other than Microsoft Excel, there is no additional software needed to investigate the data. The first datasheet gives an overview of abbreviations and data stored in each data sheet.
DOI: 10.15468/dl.z4fprm
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum corylifolium Hook.fil. & Thomson)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009891-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asdzsu
title: Occurrence Download

description: A dataset containing 8198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Costa Rica",
 "DatasetKey is A global database for the distributions of crop wild relatives"
 ]
}

 The dataset includes 8198 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009892-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28840430
title: Supplementary data: A comparison of healthcare resource utilization and costs between patients with chronic lymphocytic leukemia treated with first-line ibrutinib or acalabrutinib using two large US real-world databases

description: <b>These are peer-reviewed supplementary materials for the article</b><b> </b><b>'</b><b>A comparison of healthcare resource utilization and costs between patients with chronic lymphocytic leukemia treated with first-line ibrutinib or acalabrutinib using two large US real-world databases</b><b>'</b><b> </b><b>published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary Table S1: </b>Calculations and assumptions for medical costs in Acentrus<b>Supplementary Table S2: </b>Calculations and assumptions for pharmacy costs in Acentrus<b>Supplementary Table S3: </b>Baseline characteristics used in adjusted analyses for IQVIA and Acentrus<b>Aim:</b> Real-world evidence comparing healthcare resource utilization (HRU) and costs between ibrutinib and acalabrutinib, two Bruton’s tyrosine kinase inhibitors for the treatment of chronic lymphocytic leukemia and small lymphocytic lymphoma (CLL/SLL) is limited. <b>Materials & methods:</b> Commercial claims from IQVIA PharMetrics Plus and electronic medical records from Acentrus were used to separately evaluate HRU and costs in CLL/SLL patients initiating first-line (1L) single-agent ibrutinib or acalabrutinib on or after 21 November 2019 (index date). Imputed costs were used for Acentrus using previously published assumptions. Regression analyses adjusted for baseline characteristics were used to compare HRU and costs between ibrutinib and acalabrutinib during 1L therapy. <b>Results: </b>In IQVIA, 537 and 355 patients initiated 1L ibrutinib and acalabrutinib, respectively; in Acentrus, 710 and 373 patients initiated 1L ibrutinib and acalabrutinib, respectively. The mean duration of 1L (in years) was longer for ibrutinib (IQVIA: 1.2; Acentrus: 1.3) than acalabrutinib (IQVIA: 0.8; Acentrus: 0.9). The number of CLL/SLL-related outpatient visits were significantly lower for ibrutinib versus acalabrutinib (IQVIA: 0.86 vs 1.09 per-patient-per-month, rate ratio: 0.85, p = 0.018; Acentrus: 0.57 vs 0.74 per-patient-per-month, rate ratio: 0.80, p = 0.036). Using claims data for IQVIA and imputed costs for Acentrus, total all-cause costs (IQVIA: mean monthly cost difference [MMCD]: -$764, p = 0.279; Acentrus: MMCD: -$1355, p = 0.004) and CLL/SLL related costs (IQVIA: MMCD: -$649, p = 0.133; Acentrus: MMCD: -$1215, p = 0.004) were lower for ibrutinib versus acalabrutinib. <b>Conclusion:</b> In this large real-world study using a mix of claims data and imputed cost estimates, CLL/SLL patients treated with ibrutinib had longer duration of 1L, fewer days with CLL/SLLrelated outpatient services and numerically lower all-cause and CLL/SLL-related costs versus acalabrutinib, showing that ibrutinib can be an optimal cost-effective option in 1L.
DOI: 10.6084/m9.figshare.28840430.v1
title: Supplementary data: A comparison of healthcare resource utilization and costs between patients with chronic lymphocytic leukemia treated with first-line ibrutinib or acalabrutinib using two large US real-world databases

description: <b>These are peer-reviewed supplementary materials for the article</b><b> </b><b>'</b><b>A comparison of healthcare resource utilization and costs between patients with chronic lymphocytic leukemia treated with first-line ibrutinib or acalabrutinib using two large US real-world databases</b><b>'</b><b> </b><b>published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary Table S1: </b>Calculations and assumptions for medical costs in Acentrus<b>Supplementary Table S2: </b>Calculations and assumptions for pharmacy costs in Acentrus<b>Supplementary Table S3: </b>Baseline characteristics used in adjusted analyses for IQVIA and Acentrus<b>Aim:</b> Real-world evidence comparing healthcare resource utilization (HRU) and costs between ibrutinib and acalabrutinib, two Bruton’s tyrosine kinase inhibitors for the treatment of chronic lymphocytic leukemia and small lymphocytic lymphoma (CLL/SLL) is limited. <b>Materials & methods:</b> Commercial claims from IQVIA PharMetrics Plus and electronic medical records from Acentrus were used to separately evaluate HRU and costs in CLL/SLL patients initiating first-line (1L) single-agent ibrutinib or acalabrutinib on or after 21 November 2019 (index date). Imputed costs were used for Acentrus using previously published assumptions. Regression analyses adjusted for baseline characteristics were used to compare HRU and costs between ibrutinib and acalabrutinib during 1L therapy. <b>Results: </b>In IQVIA, 537 and 355 patients initiated 1L ibrutinib and acalabrutinib, respectively; in Acentrus, 710 and 373 patients initiated 1L ibrutinib and acalabrutinib, respectively. The mean duration of 1L (in years) was longer for ibrutinib (IQVIA: 1.2; Acentrus: 1.3) than acalabrutinib (IQVIA: 0.8; Acentrus: 0.9). The number of CLL/SLL-related outpatient visits were significantly lower for ibrutinib versus acalabrutinib (IQVIA: 0.86 vs 1.09 per-patient-per-month, rate ratio: 0.85, p = 0.018; Acentrus: 0.57 vs 0.74 per-patient-per-month, rate ratio: 0.80, p = 0.036). Using claims data for IQVIA and imputed costs for Acentrus, total all-cause costs (IQVIA: mean monthly cost difference [MMCD]: -$764, p = 0.279; Acentrus: MMCD: -$1355, p = 0.004) and CLL/SLL related costs (IQVIA: MMCD: -$649, p = 0.133; Acentrus: MMCD: -$1215, p = 0.004) were lower for ibrutinib versus acalabrutinib. <b>Conclusion:</b> In this large real-world study using a mix of claims data and imputed cost estimates, CLL/SLL patients treated with ibrutinib had longer duration of 1L, fewer days with CLL/SLLrelated outpatient services and numerically lower all-cause and CLL/SLL-related costs versus acalabrutinib, showing that ibrutinib can be an optimal cost-effective option in 1L.
DOI: 10.15468/dl.edrhwv
title: Occurrence Download

description: A dataset containing 79029474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 79029474 records from 6003 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009861-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uiral
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086489-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2u9zv
title: Occurrence Download

description: A dataset containing 15997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((109.62187 2.17616,109.16518 2.33546,108.07126 2.15491,108.1456 -1.67913,109.33511 -3.2616,111.87344 -3.33595,115.07025 1.73009,114.69853 2.05933,113.61522 1.57078,112.5213 1.74071,110.50338 1.00789,109.62187 2.17616))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15997 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0365897-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bemc6z
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076341-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vjtey
title: Occurrence Download

description: A dataset containing 59402617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 59402617 records from 576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0392565-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bioai
title: Occurrence Download

description: A dataset containing 790219358 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Animalia"
 ]
}

 The dataset includes 790219358 records from 15344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027225-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chhmb4
title: Occurrence Download

description: A dataset containing 12619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pecluma M.G.Price"
 ]
}

 The dataset includes 12619 records from 328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010072-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lde-7kv-468
title: Celleporaria columnaris (Busk, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.2f2pe4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana glauca",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ek2-82q-me2
title: Mucropetraliella thenardii (Audouin, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mj0-7ha-7bf
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1a-n8y-vbd
title: Celleporina caliciformis (Lamouroux, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ye-0f6-gq1
title: †Hemicyprideis Malz & Triebel, 1970

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/md9-ex8-e9f
title: Cupuladria canariensis (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/680-chf-rt3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.