cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28715507
title: A Systematic Literature Review of Undergraduate Data Science Education Research

description: The presence of data science has been profound in the scientific community in almost every discipline. An important part of the data science education expansion has been at the undergraduate level. We conducted a systematic literature review to (a) portray current evidence and knowledge gaps in self-proclaimed undergraduate data science education research and (b) inform policymakers and the data science education community about what educators may encounter when searching for literature using the general keyword “data science education.” While open-access publications that target a broader audience of data science educators and include multiple examples of data science programs and courses are a strength, substantial knowledge gaps remain. The undergraduate data science literature that we identified often lacks empirical data, research questions, and reproducibility. Certain disciplines are less visible. We recommend that we should (a) cherish data science as an interdisciplinary field; (b) adopt a consistent set of keywords/terminology to ensure data science education literature is easily identifiable; (c) prioritize investments in empirical studies.
DOI: 10.6084/m9.figshare.28715507.v1
title: A Systematic Literature Review of Undergraduate Data Science Education Research

description: The presence of data science has been profound in the scientific community in almost every discipline. An important part of the data science education expansion has been at the undergraduate level. We conducted a systematic literature review to (a) portray current evidence and knowledge gaps in self-proclaimed undergraduate data science education research and (b) inform policymakers and the data science education community about what educators may encounter when searching for literature using the general keyword “data science education.” While open-access publications that target a broader audience of data science educators and include multiple examples of data science programs and courses are a strength, substantial knowledge gaps remain. The undergraduate data science literature that we identified often lacks empirical data, research questions, and reproducibility. Certain disciplines are less visible. We recommend that we should (a) cherish data science as an interdisciplinary field; (b) adopt a consistent set of keywords/terminology to ensure data science education literature is easily identifiable; (c) prioritize investments in empirical studies.
DOI: 10.6084/m9.figshare.29438235
title: Integrating Statistical Writing in an Applied Regression Course Using Small-Scale Writing Projects

description: Effective communication skills, both written and oral, are considered core skills for statisticians. This article presents five small-scale writing projects that were developed for an applied regression course, including the specific writing skills emphasized in each project and what each project entails. We also present and discuss results from surveys on changes in writing attitudes throughout the course and student feedback on the projects. The results indicate improved attitudes toward writing and a positive experience for students. Recommendations for incorporating the writing projects based on our observations of implementing them and potential changes are also provided. Materials for all projects are available in the online supplemental materials.
DOI: 10.6084/m9.figshare.29438235.v2
title: Integrating Statistical Writing in an Applied Regression Course Using Small-Scale Writing Projects

description: Effective communication skills, both written and oral, are considered core skills for statisticians. This article presents five small-scale writing projects that were developed for an applied regression course, including the specific writing skills emphasized in each project and what each project entails. We also present and discuss results from surveys on changes in writing attitudes throughout the course and student feedback on the projects. The results indicate improved attitudes toward writing and a positive experience for students. Recommendations for incorporating the writing projects based on our observations of implementing them and potential changes are also provided. Materials for all projects are available in the online supplemental materials.
DOI: 10.6084/m9.figshare.29438235.v1
title: Integrating statistical writing in an applied regression course using small-scale writing projects

description: Effective communication skills, both written and oral, are considered core skills for statisticians. This article presents five small-scale writing projects that were developed for an applied regression course, including the specific writing skills emphasized in each project and what each project entails. We also present and discuss results from surveys on changes in writing attitudes throughout the course and student feedback on the projects. The results indicate improved attitudes toward writing and a positive experience for students. Recommendations for incorporating the writing projects based on our observations of implementing them and potential changes are also provided. Materials for all projects are available in the online supplemental materials.
DOI: 10.17632/wtn2phppdk
title: Pemphigoid gestationis is associated with an increased risk for adverse pregnancy outcomes: A large-scale, propensity-matched retrospective cohort study - Supplemental Material

description: Supplemental Material
DOI: 10.17632/wtn2phppdk.2
title: Pemphigoid gestationis is associated with an increased risk for adverse pregnancy outcomes: A large-scale, propensity-matched retrospective cohort study - Supplemental Material

description: Supplemental Material
DOI: 10.3886/e244554
title: Estimating Market Power in the Swiss Petrol Retailing Industry – A New Empirical Industrial Organisation Approach

description: Several competition authorities have accused petrol retailers of engaging in collusive conduct, which results in alleged “excessive” prices as well as simultaneous price setting across
filling stations. However, petrol retailers must exert a substantial amount of market power
if they are to dampen competition. Therefore, we propose a method within the spirit of
the New-Empirical-Industrial-Organisation, which allows estimating market power held by
petrol retailers in terms of a conduct parameter. Based on data for Switzerland, our empirical results suggest a low level of market power held by Swiss petrol retailers.
DOI: 10.3886/e244554v1
title: Estimating Market Power in the Swiss Petrol Retailing Industry – A New Empirical Industrial Organisation Approach

description: Several competition authorities have accused petrol retailers of engaging in collusive conduct, which results in alleged “excessive” prices as well as simultaneous price setting across
filling stations. However, petrol retailers must exert a substantial amount of market power
if they are to dampen competition. Therefore, we propose a method within the spirit of
the New-Empirical-Industrial-Organisation, which allows estimating market power held by
petrol retailers in terms of a conduct parameter. Based on data for Switzerland, our empirical results suggest a low level of market power held by Swiss petrol retailers.
DOI: 10.15468/dl.745mzp
title: Occurrence Download

description: A dataset containing 2495203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hydroprogne caspia"
 ]
}

 The dataset includes 2495203 records from 680 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004769-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by4eyx
title: Occurrence Download

description: A dataset containing 1189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Uracanthella rufa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1189 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004797-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hue8vt
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "GadmGid is one of (ESP.2_1, ESP.2.2_1, ESP.2.3_1, ESP.2.1_1)",
 "Geometry POLYGON((-2.07113 41.09753,-1.9758 41.10573,-1.84576 41.05046,-1.69342 40.93173,-1.68315 40.85054,-1.61312 40.79567,-1.61629 40.64257,-1.69906 40.64353,-1.74686 40.61703,-1.76051 40.51808,-1.86824 40.4291,-1.85767 40.35693,-1.78768 40.32018,-1.7888 40.25713,-1.75403 40.22973,-1.68352 40.22895,-1.55617 40.13734,-1.50903 40.14575,-1.50962 40.11873,-1.46331 40.0911,-1.29914 40.08881,-1.19434 40.06019,-1.23043 40.02471,-1.23159 39.97969,-1.19765 39.93412,-1.16304 39.91556,-0.97568 39.92144,-0.97779 39.84941,-0.92074 39.80336,-0.85098 39.79307,-0.75615 39.83632,-0.73071 39.89889,-0.77601 39.94481,-0.69232 39.99723,-0.57432 40.02184,-0.49814 40.18237,-0.3321 40.2237,-0.28154 40.3126,-0.22165 40.33819,-0.21869 40.41018,-0.2415 40.42874,-0.20506 40.45489,-0.20319 40.49988,-0.23559 40.57272,-0.23262 40.64471,-0.1728 40.66127,-0.17051 40.71526,0.06725 40.64062,0.10152 40.66851,0.20749 40.68013,0.34469 40.80046,0.31701 40.8989,0.3623 40.95399,0.36086 40.98998,0.34682 41.0437,0.28555 41.08731,0.44717 41.2171,0.4563 41.28935,0.43138 41.31582,0.4412 41.37008,0.4166 41.38754,0.41445 41.44153,0.46159 41.4606,0.51865 41.53389,0.49087 41.63236,0.41819 41.64876,0.40511 41.67548,0.45169 41.71255,0.49973 41.71361,0.53369 41.76838,0.59346 41.77865,0.67502 41.85238,0.67175 41.94238,0.73042 41.98858,0.78511 42.15175,0.77175 42.18752,0.83945 42.3329,0.78587 42.47597,0.82078 42.52166,0.82889 42.63889,0.67862 42.744,0.32542 42.71828,0.32349 42.76326,0.23723 42.77922,0.06673 42.76597,0.0558 42.73868,0 42.71922,0 42.6922,-0.04573 42.69339,-0.15176 42.77712,-0.15052 42.80411,-0.19979 42.79632,-0.2711 42.84306,-0.35667 42.84507,-0.38264 42.80965,-0.43189 42.80176,-0.51633 42.83064,-0.52999 42.79492,-0.55442 42.79544,-0.66099 42.88772,-0.72217 42.88895,-0.71985 42.95194,-0.74369 42.97042,-0.86716 42.94577,-0.91858 42.87468,-0.9207 42.81169,-0.99607 42.75,-1.05714 42.75105,-1.10763 42.69786,-1.18084 42.69905,-1.24338 42.64599,-1.24414 42.61899,-1.30557 42.6019,-1.35573 42.5486,-1.35738 42.48559,-1.40695 42.45027,-1.42159 42.35141,-1.45866 42.32489,-1.4602 42.26187,-1.48487 42.24419,-1.46413 42.09982,-1.40503 42.04497,-1.44303 41.97344,-1.55182 41.96586,-1.61117 42.01163,-1.69568 42.01262,-1.71929 42.0399,-1.81559 42.05895,-1.87601 42.05956,-1.91272 42.03289,-1.92722 41.88892,-1.89184 41.84355,-1.91729 41.76274,-1.86966 41.73526,-1.87013 41.70824,-1.95513 41.655,-2.05146 41.63782,-2.06451 41.56587,-2.04079 41.54766,-2.04172 41.48462,-2.13742 41.49439,-2.23484 41.35996,-2.21331 41.16165,-2.07113 41.09753),(-0.73855 40.01615,-0.7387 40.01167,-0.73853 40.01678,-0.73855 40.01615))"
 ]
 },
 "EventDate 2025-12-23-2026-01-22"
 ]
}

 The dataset includes 286 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004780-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qahk73
title: Occurrence Download

description: A dataset containing 7197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "Geometry POLYGON((-7.81836 44.77949,-8.8395 44.76337,-11.39031 38.64093,-9.49945 36.79019,-6.17637 35.87905,-5.94815 35.84984,-4.57882 36.18987,-1.09565 36.47012,0.45248 38.67007,0.93294 39.82757,3.01491 40.84485,4.24274 42.00562,-7.81836 44.77949))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected, Country derived from coordinates, Continent derived from coordinates, Recorded date invalid, The scientific name ID was not found in the checklist, The taxon ID was not found in the checklist, Modified date invalid, Identified date invalid, References URI invalid)",
 "IucnRedListCategory is LC",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "TaxonKey is Juniperus thurifera"
 ]
}

 The dataset includes 7197 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004800-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsb9pa
title: Occurrence Download

description: A dataset containing 56513648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 56513648 records from 717 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004768-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqvj3j
title: Occurrence Download

description: A dataset containing 278597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Spain)",
 "TaxonKey is Circaetus gallicus"
 ]
}

 The dataset includes 278597 records from 1388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004778-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14615099
title: Data for A Rich Conformational Palette Underlies Human CaV2.1-Channel Availability
DOI: 10.5281/zenodo.14615100
title: Data for A Rich Conformational Palette Underlies Human CaV2.1-Channel Availability
DOI: 10.15468/dl.x468eh
title: Occurrence Download

description: A dataset containing 102081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is India Biodiversity Portal publication grade dataset"
 ]
}

 The dataset includes 102081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001199-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4js2y8
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.2_1",
 "Geometry POLYGON((79.56663 56.61472,78.19661 52.0211,82.70963 48.51545,88.31062 51.13462,87.54502 55.44617,79.56663 56.61472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea obovata Ledeb."
 ]
}

 The dataset includes 125 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001206-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4ksen
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron pulchroides Chun & W.P.Fang"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001208-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zryhc
title: Occurrence Download

description: A dataset containing 4215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate reprojected, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Coordinate rounded, Continent derived from coordinates, Country derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyps bengalensis (Gmelin, 1788)",
 "Year 1970-2015"
 ]
}

 The dataset includes 4215 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001209-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6g2petf/r104ja
title: Moore-et-al_MI_1220_COVID_19_Vaccines_and_EMS_121520-1_710662_7.pdf
DOI: 10.5064/f6g2petf/3h9jyy
title: Moore-et-al_MI_0721_MDHHS - COVID-19 cases connected with Faster Horses Festival_ attendees who are not fully vaccinated urged to ge.pdf
DOI: 10.5064/f6g2petf/vllurj
title: Moore-et-al_MI_0821_Coronavirus - Upcoming COVID-19 Vaccine Community Clinics.pdf
DOI: 10.5064/f6g2petf/uivngl
title: Moore-et-al_MT_0421_RadioScriptWebsiteDonut.pdf
DOI: 10.5064/f6g2petf/nlbdjc
title: Moore-et-al_MT_0121_COVID19VaccineReportsGuide.pdf
DOI: 10.5064/f6g2petf/cyjxxw
title: Moore-et-al_MO_0321_COVID-19 State Team Member Resources.pdf
DOI: 10.5064/f6g2petf/ozp4fg
title: Moore-et-al_MI_0921_Coronavirus - Can someone spread the virus without being sick_.pdf
DOI: 10.5064/f6g2petf/aqzkff
title: Moore-et-al_MT_0521_HANUD2021-14.pdf
DOI: 10.5064/f6g2petf/0qctld
title: Moore-et-al_MI_0621_AFC_HFA_FAQ_Final_685300_7.pdf
DOI: 10.15468/dl.6ae9rv
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Type Collections of Magnoliopsida at Herbarium Bogoriense",
 "Geometry POLYGON((-128.35983 15.7914,-59.38922 15.7914,-59.38922 50.12,-128.35983 50.12,-128.35983 15.7914))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008752-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6g2petf/lcz5yz
title: Moore-et-al_MI_0421_20210413_Data_and_modeling_update_vSHARE_722188_7.pdf
DOI: 10.5064/f6g2petf/mzfrrg
title: Moore-et-al_MI_0221_Accessible_-_HCP_Combined_Draft_698759_7.pdf
DOI: 10.5064/f6g2petf/czwa1d
title: Moore-et-al_MO_0921_draft-vaccine-incentive-program-contract.pdf
DOI: 10.5064/f6g2petf/dopund
title: Moore-et-al_MI_0121_COVID_vaccine_expansion_infographic_712402_7.pdf
DOI: 10.5064/f6g2petf/zpswzm
title: Moore-et-al_MS_0721_COVID-19_Community_Vaccination_Program.pdf
DOI: 10.5064/f6g2petf/hfdivd
title: Moore-et-al_MO_0521_Coronavirus_COVID-19 Resources.pdf
DOI: 10.5064/f6g2petf/pcfq5w
title: Moore-et-al_MI_0921_Coronavirus - How does COVID-19 spread_.pdf
DOI: 10.5064/f6g2petf/doihzi
title: Moore-et-al_MO_0121_fyi-fridays-january-15-2021.pdf
DOI: 10.15468/dl.ta5wc4
title: Occurrence Download

description: A dataset containing 3004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 3004 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008754-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6g2petf/iqjczo
title: Moore-et-al_MO_0121_Governor Parson Announces Launch of New COVID-19 Vaccination Dashboard _ Governor Michael L. Parson.pdf
DOI: 10.5064/f6g2petf/y6btna
title: Moore-et-al_MI_0921_Coronavirus - Do the COVID-19 tests ever produce false negatives_.pdf
DOI: 10.5064/f6g2petf/cshuub
title: Moore-et-al_MO_0121_Covid Vaccine _ Phase-1B.pdf
DOI: 10.5064/f6g2petf/auqes3
title: Moore-et-al_MI_0821_COVID-19_Guidance_for_Operating_Schools_Safely_728838_7.pdf
DOI: 10.5064/f6g2petf/j0bgsj
title: Moore-et-al_MI_0421_School_Setting_Outbreak_Mitigation_Measures_040921_721848_7.pdf
DOI: 10.5064/f6g2petf/v5e2qt
title: Moore-et-al_MI_1220_2020_MDHHS_COVIDVaccine_Infograph_3.0_710373_7.pdf
DOI: 10.5064/f6g2petf/kkwpde
title: Moore-et-al_MI_0421_MDHHS - Michigan moving forward with administration of Johnson & Johnson vaccine based on FDA and CDC guidance f.pdf
DOI: 10.5064/f6g2petf/qygfji
title: Moore-et-al_MO_0621_News Releases_Health & Senior Services_02.pdf
DOI: 10.5064/f6g2petf/lbmsdc
title: Moore-et-al_MS_0321_1549.pdf
DOI: 10.5064/f6g2petf/mzgme0
title: Moore-et-al_MI_0521_Coronavirus - June 1, 2021 Gatherings and Face Mask Order.pdf
DOI: 10.5064/f6g2petf/rotk7f
title: Moore-et-al_MI_0921_Coronavirus - Can my employer require me to bring a doctor's note (or negative test result) to return to work af.pdf
DOI: 10.5064/f6g2petf/rbongs
title: Moore-et-al_MO_0121_COVID-19 Vaccine Information - Rural Spotlight.pdf
DOI: 10.5064/f6g2petf/d0cwfe
title: Moore-et-al_MO_0721_hotspot-advisory-20210723.pdf
DOI: 10.5064/f6g2petf/wihggv
title: Moore-et-al_MI_0221_Coronavirus - Michigan residents have multiple options for vaccine sign-up.pdf
DOI: 10.5064/f6g2petf/osqxll
title: Moore-et-al_MI_0121_Coronavirus - State updates MI COVID-19 Safer Dining Program for restaurants to help protect customers and worke.pdf
DOI: 10.5064/f6g2petf/8zeoxs
title: Moore-et-al_MI_0621_20210615_Data_and_modeling_update_vSHARE_728023_7.pdf
DOI: 10.5064/f6g2petf/yahcpa
title: Moore-et-al_MI_0321_Coronavirus - 22 awardees announced in state's community outreach COVID-19 vaccine pilot program, Program aims t.pdf
DOI: 10.5064/f6g2petf/evsahb
title: Moore-et-al_MO_0521_News Releases_Health & Senior Services_04.pdf
DOI: 10.5064/f6g2petf/hxykxa
title: Moore-et-al_MI_0621_Coronavirus - FAQs for the June 1, 2021 Gatherings and Face Mask Order.pdf
DOI: 10.5064/f6g2petf/nqgfbf
title: Moore-et-al_MO_0121_Covid Vaccine _ Phase-2.pdf
DOI: 10.5064/f6g2petf/irak6b
title: Moore-et-al_MI_1220_Whitmer - Governor Whitmer Announces Bipartisan Protect Michigan Commission to Educate Michiganders on COVID-19 .pdf
DOI: 10.5064/f6g2petf/5lambt
title: Moore-et-al_MI_0221_Coronavirus - MDHHS announces new program starting March 1 to help enhance state's vaccine equity strategy_ Heal.pdf