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

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.197 4.365161, 101.126534 4.359591, 101.057807 4.343019, 100.992512 4.315853, 100.932261 4.278763, 100.878536 4.232664, 100.832663 4.178693, 100.795769 4.11818, 100.768762 4.052615, 100.752305 3.983615, 100.7468 3.912879, 100.75238 3.842148, 100.768904 3.773165, 100.795965 3.707627, 100.832893 3.647147, 100.878778 3.593212, 100.93249 3.54715, 100.992708 3.510093, 101.057949 3.482954, 101.126609 3.466398, 101.197 3.460834, 101.267391 3.466398, 101.336051 3.482954, 101.401292 3.510093, 101.46151 3.54715, 101.515222 3.593212, 101.561107 3.647147, 101.598035 3.707627, 101.625096 3.773165, 101.64162 3.842148, 101.6472 3.912879, 101.641695 3.983615, 101.625238 4.052615, 101.598231 4.11818, 101.561337 4.178693, 101.515464 4.232664, 101.461739 4.278763, 101.401488 4.315853, 101.336193 4.343019, 101.267466 4.359591, 101.197 4.365161))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 63 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001423-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myjbdg
title: Occurrence Download

description: A dataset containing 12320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Tragelaphus scriptus",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 12320 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001424-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18321255
title: Thalia geniculata L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18321254
title: Thalia geniculata L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.3dr2g7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.051 0.627184, 101.980733 0.621617, 101.912196 0.605052, 101.847078 0.577897, 101.786982 0.540822, 101.733387 0.494738, 101.687614 0.440782, 101.65079 0.380282, 101.62382 0.314727, 101.607368 0.245731, 101.60184 0.174995, 101.607372 0.104258, 101.623826 0.035264, 101.650798 -0.03029, 101.687625 -0.09078899999999999, 101.733398 -0.144744, 101.786992 -0.190826, 101.847087 -0.2279, 101.912203 -0.255053, 101.980736 -0.271618, 102.051 -0.277185, 102.121264 -0.271618, 102.189797 -0.255053, 102.254913 -0.2279, 102.315008 -0.190826, 102.368602 -0.144744, 102.414375 -0.09078899999999999, 102.451202 -0.03029, 102.478174 0.035264, 102.494628 0.104258, 102.50016 0.174995, 102.494632 0.245731, 102.47818 0.314727, 102.45121 0.380282, 102.414386 0.440782, 102.368613 0.494738, 102.315018 0.540822, 102.254922 0.577897, 102.189804 0.605052, 102.121267 0.621617, 102.051 0.627184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001425-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18321183
title: Data and code to replicate the main figures for article "Medical research responds better to disease burden and health shocks, yet global disparities persist"

description: Data and code to replicate the main figures for article "Medical research responds better to disease burden and health shocks, yet global disparities persist"
DOI: 10.5281/zenodo.18321182
title: Data and code to replicate the main figures for article "Medical research responds better to disease burden and health shocks, yet global disparities persist"

description: Data and code to replicate the main figures for article "Medical research responds better to disease burden and health shocks, yet global disparities persist"
DOI: 10.15468/dl.av63br
title: Occurrence Download

description: A dataset containing 929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Barringtonia acutangula"
 ]
}

 The dataset includes 929 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001427-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18321266
title: Vilfa adusta Trin. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18321267
title: Vilfa adusta Trin. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.vtn2t6
title: Occurrence Download

description: A dataset containing 37861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Asparagus asparagoides"
 ]
}

 The dataset includes 37861 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001426-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2vxg8
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Vicugna pacos",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 462 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001428-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ysbsn
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "TaxonKey is Austroscolia"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001429-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18320256
title: Supplementary Material for: Quantitative Evaluation and Domain Adaptation of Vision–Language Models for Mixed-Reality Interpretation of Indoor Environmental Computational Fluid Dynamics Visualizations

description: This dataset contains the supplymentary materials for the manuscripts submitted to MDPI Technologies

1. Data Folder

This data folder contains the following subfolders:



create_dataset : Scripts used for creating dataset are included here.

dataset : The dataset constructed in this research is included here. 

Images :  MR and colorbar images used in the dataset and background images for MR images are included here.

inference : Scripts for inference are included in this folder.

qwen2.5-vl-7B-temperature-airflow_final : VLMs fine-tuned on the dataset (epoch-5 , epoch-10) are included here.

results : Inference results of each model (the baseline model, epoch-5, epoch-10) are included here.

temperature_csv : Temperature data at a specified cross-section from the CFD analysis results used to create the dataset is included here.

train : Scripts for fine-tuning are included in this folder.


All scripts in these subfolder must be run from the parent directory.

2. License

Creative Commons Attribution 4.0 International (CC-BY 4.0)

3. Funding

This research was funded by JSPS KAKENHI, grant number 23K11724.
DOI: 10.15468/dl.644kuw
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.49 4.373161, 102.419534 4.367591, 102.350805 4.351019, 102.28551 4.323853, 102.225258 4.286763, 102.171533 4.240664, 102.125659 4.186693, 102.088765 4.126179, 102.061758 4.060615, 102.045301 3.991615, 102.039796 3.920879, 102.045376 3.850148, 102.0619 3.781165, 102.088961 3.715627, 102.125889 3.655146, 102.171775 3.601212, 102.225488 3.55515, 102.285706 3.518093, 102.350948 3.490954, 102.419608 3.474398, 102.49 3.468834, 102.560392 3.474398, 102.629052 3.490954, 102.694294 3.518093, 102.754512 3.55515, 102.808225 3.601212, 102.854111 3.655146, 102.891039 3.715627, 102.9181 3.781165, 102.934624 3.850148, 102.940204 3.920879, 102.934699 3.991615, 102.918242 4.060615, 102.891235 4.126179, 102.854341 4.186693, 102.808467 4.240664, 102.754742 4.286763, 102.69449 4.323853, 102.629195 4.351019, 102.560466 4.367591, 102.49 4.373161))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001430-260120142942310/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.31076188
title: <b>Beyond Backlash: How Gender Quotas Empower Women and Shape Workplace Attitudes in Japanese Hiring</b>

description: This study examines the impact of gender quotas on individual job application decisions and occupational choices in Japan and how these effects vary across individual characteristics. A choice-based conjoint experiment involving 1,167 participants examined job preferences across positions with and without gender quotas and across different job types. The findings indicate that gender quotas significantly increased women’s likelihood of applying, with the strongest effects observed among high-performing employed women, while not discouraging applications from comparably qualified men. Quotas support women in making occupational choices that better reflect their preferences and, are, in turn, associated with higher expected productivity and well-being. Supplementary exploratory analyses indicated that support for gender quotas varies systematically with individual personality traits, gender role beliefs, and prior experiences. Importantly, resistance to quotas among men in Japan was limited, especially among those who recognized past gender advantages. Our findings provide practical insights for understanding inclusive recruitment and diversity policy in non-Western contexts such as Japan.
DOI: 10.6084/m9.figshare.31076188.v1
title: <b>Beyond Backlash: How Gender Quotas Empower Women and Shape Workplace Attitudes in Japanese Hiring</b>

description: This study examines the impact of gender quotas on individual job application decisions and occupational choices in Japan and how these effects vary across individual characteristics. A choice-based conjoint experiment involving 1,167 participants examined job preferences across positions with and without gender quotas and across different job types. The findings indicate that gender quotas significantly increased women’s likelihood of applying, with the strongest effects observed among high-performing employed women, while not discouraging applications from comparably qualified men. Quotas support women in making occupational choices that better reflect their preferences and, are, in turn, associated with higher expected productivity and well-being. Supplementary exploratory analyses indicated that support for gender quotas varies systematically with individual personality traits, gender role beliefs, and prior experiences. Importantly, resistance to quotas among men in Japan was limited, especially among those who recognized past gender advantages. Our findings provide practical insights for understanding inclusive recruitment and diversity policy in non-Western contexts such as Japan.
DOI: 10.5281/zenodo.18321277
title: Tridens Roem. & Schult. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18321278
title: Tridens Roem. & Schult. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.cd2vuw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((111.632 0.630184, 111.561733 0.624617, 111.493196 0.608052, 111.428078 0.580897, 111.367982 0.543822, 111.314387 0.497738, 111.268614 0.443782, 111.23179 0.383281, 111.20482 0.317726, 111.188368 0.248731, 111.18284 0.177994, 111.188372 0.107258, 111.204826 0.038264, 111.231798 -0.02729, 111.268625 -0.08778900000000001, 111.314398 -0.141744, 111.367992 -0.187826, 111.428087 -0.2249, 111.493203 -0.252053, 111.561736 -0.268618, 111.632 -0.274185, 111.702264 -0.268618, 111.770797 -0.252053, 111.835913 -0.2249, 111.896008 -0.187826, 111.949602 -0.141744, 111.995375 -0.08778900000000001, 112.032202 -0.02729, 112.059174 0.038264, 112.075628 0.107258, 112.08116 0.177994, 112.075632 0.248731, 112.05918 0.317726, 112.03221 0.383281, 111.995386 0.443782, 111.949613 0.497738, 111.896018 0.543822, 111.835922 0.580897, 111.770804 0.608052, 111.702267 0.624617, 111.632 0.630184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001431-260120142942310/datasets/export for details.
DOI: 10.15468/dl.kt6dks
title: Occurrence Download

description: A dataset containing 1449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CAN.11.65_1, CAN.10_1, CAN.7_1, CAN.4_1, CAN.5_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lythrum salicaria"
 ]
}

 The dataset includes 1449 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001432-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezx5kh
title: Occurrence Download

description: A dataset containing 972917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Sus scrofa",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 972917 records from 2576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001399-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckgmzn
title: Occurrence Download

description: A dataset containing 19586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lactuca sativa L."
 ]
}

 The dataset includes 19586 records from 373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009691-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15274382
title: CIM azimuthal anisotropic Vs models
DOI: 10.5281/zenodo.15274383
title: CIM azimuthal anisotropic Vs models
DOI: 10.15468/dl.wd63jm
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carcharhinus amblyrhynchos (Bleeker, 1856)"
 ]
}

 The dataset's 5 records were derived from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012839-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110812410
title: Attic Black-Figure Body Fragment, BMC P.861

description: [Text or Publication Number Note:] BMC P.861 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Body Fragment ❧ [Physical Object Note:] 2 x 2 3/4 x 1/4 in. (5.1 x 7 x 0.6 cm)
DOI: 10.25549/inscriptifact-ouc110812322
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.25549/inscriptifact-ouc110812274
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.25549/inscriptifact-ouc110812227
title: Corinthian Body Sherd with Panther and Rosettes, BMC P.821

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.821 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 2 3/16 x 1 13/16 x 1/8 in. (5.6 x 4.6 x 0.3 cm)
DOI: 10.25549/inscriptifact-ouc110812292
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.25549/inscriptifact-ouc110812259
title: Corinthian Kotyle/Skyphos (Cup) Rim Sherd with Sphinx, BMC P.826

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.826 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Kotyle/Skyphos (Cup) Rim Sherd ❧ [Physical Object Note:] 2 7/16 in. x 2 1/8 in. x 1/8 in. (6.23 cm x 5.43 cm x 0.3 cm) ❧ [Physical Object Note:] Skyphoi
DOI: 10.25549/inscriptifact-ouc110812288
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.25549/inscriptifact-ouc110812355
title: North Ionian Late Wild Goat Style Oinochoe (?) (Jug) or Amphora (?) (Storage Vessel) Fragment, BMC P.859

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.859 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Wild Goat Style Oinochoe (?) (Jug) or Amphora (?) (Storage Vessel) Fragment ❧ [Physical Object Note:] 2 3/16 in. x 3 1/8 in. x 3/16 in. (5.5 cm x 8 cm x 0.5 cm) ❧ [Physical Object Note:] Sherds
DOI: 10.15468/dl.jxarbe
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Araceae [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL.30.27_2)",
 "StateProvince is one of (Tolima)"
 ]
 }
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002324-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17593683
title: Occurrence points of Faba bean, Field pea and Orobanche crenata
DOI: 10.5281/zenodo.17593684
title: Occurrence points of Faba bean, Field pea and Orobanche crenata
DOI: 10.5281/zenodo.17650937
title: Adoption of Robotic Process Automation Technology by Students to Support Academic Project and Research Efficiency

description: In this paper, we carried out a systematic literature review on students’ acquisition of Robotic Process Automation (RPA) in higher education. Kitchenham’s criteria and PRISMA framework were employed to review studies published between 2021 and 2025. The results indicate that adoptions are influenced by technological, individual, contextual, social and pedagogical influences. RPA promotes efficiency, accuracy, and productivity with automation of routine academic work along with it enables project-based learning and research. But there are obstacles including poor digital literacy, underfunded institutional support, and absent ethical and privacy guidelines. The review identifies opportunities and challenges, and provides recommendations for preparedness of institutions, appropriate training and governance frameworks. In general, RPA has great potential to change the academic routine and promote better educational outcomes if systematically incorporated in higher education.