cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hzvzp7
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aotus brumbacki Hershkovitz, 1983"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019292-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmg9j2
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis thyrsoidea Boiss."
 ]
}

 The dataset includes 46 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022330-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73fsm6
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea ampla L.B.Sm."
 ]
}

 The dataset includes 34 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140460-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pewcg9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsophila conantiana Lehnert"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140459-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgt599
title: Occurrence Download

description: A dataset containing 1361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis tristis L."
 ]
}

 The dataset includes 1361 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022340-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e1imz2
title: Occurrence Download

description: A dataset containing 1740 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Senna alata (L.) Roxb."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1740 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019293-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cg28sb
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vincetoxicum fasciculatum (Buch.-Ham. ex Wight) Kuntze"
 ]
}

 The dataset includes 62 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020564-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1110093
title: HS2 Phase 2b: Crewe to Manchester Historic Environment Digital Archive

description: Parent collection for Phase 2b of the High Speed 2 railway line (Crewe to Manchester).
DOI: 10.5284/1110092
title: HS2 Phase 2a: West Midlands to Crewe Historic Environment Digital Archive

description: Parent collection for Phase 2a of the High Speed 2 railway line (West Midlands to Crewe).
DOI: 10.15468/petmjj
title: Occurrences from a study of a changing Lutz spruce (Picea x Lutzii) hybrid zone on the Kenai Peninsula, Alaska

description: We investigated the genetic makeup of Lutz spruce, a natural hybrid between white and Sitka spruce on the Kenai Peninsula, Alaska.
DOI: 10.17632/j7z9rvnwjy.2
title: High resolution modeling of sediment in the coastal waters of the Northern Bay of Bengal (original data)

description: The high-resolution dataset of sediment in the coastal waters of the Northern Bay of Bengal is an output of ROMS-CSTMS modeling for the ten years’ climatological run. Regional Ocean Modeling System (ROMS) - Community Sediment Transport Modeling System (CSTMS) model used to acquire a dataset of physical variables and sediment on the continental shelf of India and countries adjacent to the Northern Bay of Bengal. The high-resolution model resolved the complex bathymetry from ETOPO2, forced by COADS climatological winds. Furthermore, the tides are taken from TPXO7 and the lateral boundaries from SODA, with the initial condition from WOA09 and the sediment concentration set to zero in the simulation. The river discharge as the point source of nine rivers in our domain was obtained from Dai and Trenberth climatology. The raw data from two alternative simulations was obtained with and without waterways. The Large-McWilliams-Doney (LMD) vertical mixing scheme was used in both scenarios for the simulations. The output data was stored in the NetCDF format for 12 months with daily data availability in two different cases: with and without river simulation.
DOI: 10.6084/m9.figshare.9954986
title: MNIST dataset for Outliers Detection - [ MNIST4OD ]

description: Here we present a dataset, MNIST4OD, of large size (number of dimensions and number of instances) suitable for Outliers Detection task.The dataset is based on the famous MNIST dataset (http://yann.lecun.com/exdb/mnist/).<br><br>We build MNIST4OD in the following way:To distinguish between outliers and inliers, we choose the images belonging to a digit as inliers (e.g. digit 1) and we sample with uniform probability on the remaining images as outliers such as their number is equal to 10% of that of inliers. We repeat this dataset generation process for all digits. <br>For implementation simplicity we then flatten the images (28 X 28) into vectors.<br><br>Each file MNIST_x.csv.gz contains the corresponding dataset where the inlier class is equal to x.The data contains one instance (vector) in each line where the last column represents the outlier label (yes/no) of the data point. The data contains also a column which indicates the original image class (0-9).<br>See the following numbers for a complete list of the statistics of each datasets ( Name | Instances | Dimensions | Number of Outliers in % ):MNIST_0 | 7594 | 784 | 10MNIST_1 | 8665 | 784 | 10MNIST_2 | 7689 | 784 | 10MNIST_3 | 7856 | 784 | 10MNIST_4 | 7507 | 784 | 10MNIST_5 | 6945 | 784 | 10MNIST_6 | 7564 | 784 | 10MNIST_7 | 8023 | 784 | 10MNIST_8 | 7508 | 784 | 10MNIST_9 | 7654 | 784 | 10
DOI: 10.6084/m9.figshare.9954986.v1
title: MNIST dataset for Outliers Detection - [ MNIST4OD ]

description: Here we present a dataset, MNIST4OD, of large size (number of dimensions and number of instances) suitable for Outliers Detection task.The dataset is based on the famous MNIST dataset (http://yann.lecun.com/exdb/mnist/).<br><br>We build MNIST4OD in the following way:To distinguish between outliers and inliers, we choose the images belonging to a digit as inliers (e.g. digit 1) and we sample with uniform probability on 1% of the remaining images as outliers. We repeat this dataset generation process for all digits. <br>For implementation simplicity we then flatten the images (28 X 28) into vectors.<br><br>Each file MNIST_x.csv.gz contains the corresponding dataset where the inlier class is equal to x.The data contains one instance (vector) in each line where the last column represents the outlier label (yes/no) of the data point.<br>See the following numbers for a complete list of the statistics of each datasets (Name | Instances | Dimensions | Number of Outliers in % ):MNIST_0 | 7534 | 784 | 8 <br>MNIST_1 | 8499 | 784 | 7MNIST_2 | 7621 | 784 | 8MNIST_3 | 7770 | 784 | 8MNIST_4 | 7456 | 784 | 8MNIST_5 | 6950 | 784 | 9MNIST_6 | 7508 | 784 | 8MNIST_7 | 7921 | 784 | 8MNIST_8 | 7457 | 784 | 8MNIST_9 | 7589 | 784 | 8<br><br>
DOI: 10.14473/csda/7ht1lh
title: Hodnoty mladých – 2020

description: Výzkum se věnuje hodnotovým orientacím mladých lidí v České republice. Proběhlo dotazníkové šetření na 1508 českých respondentech ve věku 15-29 let. Pro účely výzkumu byla využita revidovaná škála hodnot podle Shaloma Schwartze. Otázky v dotazníku byly doplněny tématem občanské společnosti, politické participace, prosociálního chování, vlastní účinnosti a etických dilemat. Obdobný výzkum na stejně vymezené populaci proběhl i na Slovensku.
DOI: 10.5281/zenodo.11188102
title: Replication package for: "Malleability of preferences for honesty"

description: Replication package for Abeler, Falk, Kosse "Malleability of preferences for honesty", published in the Economic Journal
DOI: 10.5281/zenodo.11188103
title: Replication package for: "Malleability of preferences for honesty"

description: Replication package for Abeler, Falk, Kosse "Malleability of preferences for honesty", published in the Economic Journal
DOI: 10.15468/dl.fdmazr
title: Occurrence Download

description: A dataset containing 831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platydemus manokwari Beauchamp, 1962",
 "Year 2000-2024"
 ]
}

 The dataset includes 831 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020569-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11203862
title: Mental Health Dataset
DOI: 10.5281/zenodo.11203863
title: Mental Health Dataset
DOI: 10.6084/m9.figshare.24492541
title: Measuring the development of a medical professional identity through medical school

description: The Professional Identity Essay (PIE) is a theory and evidence-based Medical Professional Identity Formation (MPIF) measure. We describe trajectories of PIE-measured MPIF over a 4-year US medical school curriculum. Students write PIEs at medical school orientation, clinical clerkships orientation, and post-advanced (near graduation) clerkship. A trained evaluator assigns an overall stage score to narrative responses to nine PIE prompts (inter-rater ICC 0.83, 95% CI [0.57 − 0.96], intra-rater ICC 0.85). Distribution of PIE stage scores across time points were analyzed in the aggregate and individual students were classified as Increase, Stable (no score change) or Decrease based on the trajectories of PIE stage scores over time. 202 students completed 592 PIEs from 2018-2023. There was a significant change in the proportion of PIEs in stages over time (<i>X<sup>2</sup></i> 84.40, <i>p</i> &lt; 0.001), 47% (<i>n</i> = 95) students were categorized in the Increase trajectory, 45.5% (<i>n</i> = 92) as Stable and 7.4% (<i>n</i> = 15) as Decrease. Older age and time-predicted stage scores change within trajectories (<i>p</i> &lt; 0.05). Medical students’ PIE stage scores increase over time with three distinctive trajectories. Further study is needed to explore the utility of this method for formative assessment, program evaluation, and MPIF research.
DOI: 10.6084/m9.figshare.24492541.v1
title: Measuring the development of a medical professional identity through medical school

description: The Professional Identity Essay (PIE) is a theory and evidence-based Medical Professional Identity Formation (MPIF) measure. We describe trajectories of PIE-measured MPIF over a 4-year US medical school curriculum. Students write PIEs at medical school orientation, clinical clerkships orientation, and post-advanced (near graduation) clerkship. A trained evaluator assigns an overall stage score to narrative responses to nine PIE prompts (inter-rater ICC 0.83, 95% CI [0.57 − 0.96], intra-rater ICC 0.85). Distribution of PIE stage scores across time points were analyzed in the aggregate and individual students were classified as Increase, Stable (no score change) or Decrease based on the trajectories of PIE stage scores over time. 202 students completed 592 PIEs from 2018-2023. There was a significant change in the proportion of PIEs in stages over time (<i>X<sup>2</sup></i> 84.40, <i>p</i> &lt; 0.001), 47% (<i>n</i> = 95) students were categorized in the Increase trajectory, 45.5% (<i>n</i> = 92) as Stable and 7.4% (<i>n</i> = 15) as Decrease. Older age and time-predicted stage scores change within trajectories (<i>p</i> &lt; 0.05). Medical students’ PIE stage scores increase over time with three distinctive trajectories. Further study is needed to explore the utility of this method for formative assessment, program evaluation, and MPIF research.
DOI: 10.6084/m9.figshare.24793174
title: Virtual patients improve history-taking competence and confidence in medical students

description: Klark is a novel online medical education tool (www.klark-cases.com) where students take histories from virtual patients with common presentations from multiple specialities. We investigated whether Klark could enhance student confidence and competence in history-taking, and whether students find Klark helpful. A single cohort of first-year clinical medical students had access to Klark for three weeks. At both ends of the trial, participants were asked to complete feedback forms and participate in two mock Objective Structured Clinical Examination (OSCE) history stations. Outcome measures included self-reported confidence and competence in history-taking, performance in OSCE stations, and qualitative user experience data. Seventy participants successfully completed a case on Klark (mean 18.7), of which 63 (90% user retention) completed  ≥ 2 cases. Self-reported competence (<i>p</i> &lt; 0.001) and confidence (<i>p</i> &lt; 0.001) improved. Participants found Klark to be helpful, impactful, and would recommend it to other students. OSCE scores improved for medical (57% vs. 69%, <i>p</i> &lt; 0.001) and surgical (58% vs. 70%, <i>p</i> &lt; 0.001) histories. Klark improved competence and confidence in history-taking. Students found it helpful and chose to continue using the platform. By developing confidence and competence at their own pace in the Klark simulated environment, students can then maximise benefit from in-person clinical opportunities.
DOI: 10.6084/m9.figshare.24793174.v1
title: Virtual patients improve history-taking competence and confidence in medical students

description: Klark is a novel online medical education tool (www.klark-cases.com) where students take histories from virtual patients with common presentations from multiple specialities. We investigated whether Klark could enhance student confidence and competence in history-taking, and whether students find Klark helpful. A single cohort of first-year clinical medical students had access to Klark for three weeks. At both ends of the trial, participants were asked to complete feedback forms and participate in two mock Objective Structured Clinical Examination (OSCE) history stations. Outcome measures included self-reported confidence and competence in history-taking, performance in OSCE stations, and qualitative user experience data. Seventy participants successfully completed a case on Klark (mean 18.7), of which 63 (90% user retention) completed  ≥ 2 cases. Self-reported competence (<i>p</i> &lt; 0.001) and confidence (<i>p</i> &lt; 0.001) improved. Participants found Klark to be helpful, impactful, and would recommend it to other students. OSCE scores improved for medical (57% vs. 69%, <i>p</i> &lt; 0.001) and surgical (58% vs. 70%, <i>p</i> &lt; 0.001) histories. Klark improved competence and confidence in history-taking. Students found it helpful and chose to continue using the platform. By developing confidence and competence at their own pace in the Klark simulated environment, students can then maximise benefit from in-person clinical opportunities.
DOI: 10.17861/90d1daac-f7fb-4e2c-aaa5-2e5d83719bab
title: The impact of visibility limiting conditions on satellite and high-altitude platform quantum key distribution links

description: Data associated with the paper of the same name
DOI: 10.15468/dl.hmzw3f
title: Occurrence Download

description: A dataset containing 4524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pomacea canaliculata (Lamarck, 1822)",
 "Year 2000-2024"
 ]
}

 The dataset includes 4524 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020570-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqfpah
title: Occurrence Download

description: A dataset containing 45747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Salix fragilis L."
 ]
}

 The dataset includes 45747 records from 650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020572-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2dd1lg
title: CCDC 2216115: Experimental Crystal Structure Determination

description: Related Article: Miaomiao Zhang, Zhen Yang, Yuhua Cui, Jianhui Su, Heng Zhao, Chengjin Xu, Xiaolei Liu, Guoxin Sun, Xiujing Peng, Yu Cui|2024|J.Rare Earths|42|768|doi:10.1016/j.jre.2023.01.018
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.6h3ftk
title: Occurrence Download

description: A dataset containing 1166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Noticastrum DC."
 ]
}

 The dataset includes 1166 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020573-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14473/csda/wozrmp
title: CSDA Research

description: Datový soubor vznikl v rámci výzkumného projektu "CSDA Research - Výzkumný program Českého sociálněvědního datového archivu: Česká republika v Mezinárodním programu sociálních šetření ISSP, výzkum kvality dat a zdrojů dat" financovaného programem Operační program Výzkum, vývoj a vzdělávání. Šetření nazvané CSDA Research bylo provedeno s úmyslem testovat konkrétní měřící metody (škály a testy) a sloužilo jako zdroj dat pro metodologický výzkum.Cílem metodologického projektu byla analýza validity a ekvivalence vybraných měřících nástrojů v českých šetřeních a adaptace vybraných měřicích nástrojů z mezinárodních výzkumů pro použití v českých šetřeních. Výzkum provedl výzkumný tým CVVM Sociologického ústavu AV ČR, v.v.i. a sběr dat provedla tazatelská síť CVVM.
DOI: 10.15468/dl.pdjjnq
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Potamocorbula amurensis (Schrenck, 1862)",
 "Year 2000-2024"
 ]
}

 The dataset includes 226 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020574-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ntdjg9
title: The Herbarium Fund of the Institute of Botany, Plant Physiology and Genetics at the Tajikistan National Academy of Sciences - BRAHMS records

description: Specimens from the Herbarium Fund of the Institute of Botany, Plant Physiology and Genetics at the Tajikistan National Academy of Sciences.
DOI: 10.5281/zenodo.10794283
title: The GNSS velocity solution of the Chengdu-Chongqing economic area (CCEA)
DOI: 10.15468/dl.m5pnuz
title: Occurrence Download

description: A dataset containing 54532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((11.82515 41.30547,13.1486 41.30547,13.1486 42.45451,11.82515 42.45451,11.82515 41.30547))"
 ]
}

 The dataset includes 54532 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020567-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scc4tk
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-4999.0",
 "TaxonKey is Apodemus peninsulae (Thomas, 1907)"
 ]
}

 The dataset includes 473 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020575-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5utkgk
title: Occurrence Download

description: A dataset containing 54162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Tragopogon dubius Scop.)"
 ]
}

 The dataset includes 54162 records from 902 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020565-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87znhu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia kituloensis Masinde & F.Albers"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133193-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfrs4y
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypnale zara (Gray, 1849)"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276386-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dekqsc
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "InstitutionCode is inaturalist",
 "MediaType is Image",
 "TaxonKey is Lysimachia monellii (L.) U.Manns & Anderb."
 ]
}

 The dataset includes 321 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069211-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tneyp4
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropanax productus H.L.Li"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015795-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.