cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17029/6402c0da-1cda-4c8a-aa7e-6ec66a5c5e22
title: Supporting information/dataset for 'Accelerated volume loss in glacier ablation zones of NE Greenland, Little Ice Age to present'.

description: Supporting information:
Text on datasets and methods and uncertainty
Figures S1 to S7
Tables S1 to S4 

Additional data sets:
Data Set S1 (-ds01.zip) - Glacier outlines. ArcGIS shapefiles and raster grids, respectively, UTM 27N projection.
Data Set S2 (-ds02.zip) - Glacier elevation change maps. ArcGIS shapefiles and raster grids, respectively, UTM 27N projection.

Due to publisher's restrictions access embargoed until 04/08/19.
DOI: 10.17029/e93fa7e2-ffd2-4e19-8e7e-d43e036ff54c
title: Dataset for 'Vasicek and Blume Betas: Back to the Future'.

description: UK FTSE share price data and calculation spreadsheets forming the basis for the evaluation of a number of CAPM Betas. 
The data are embargoed until 30/06/20.
DOI: 10.17029/63fbcf5f-1845-42ff-a0db-ea954c859b63
title: Dataset for 'Erasmus+ KA2 3DTeLC Project' data: Drone imagery and Digital Surface Model (DSM) of coastal landslide between Chale and Blackgang, southern Isle of Wight.

description: High resolution colour visible imagery and Digital Surface Model (DSM) generated from a fixed wing drone survey for the coastal landslide between Chale and Blackgang, southern Isle of Wight, UK. The survey was undertaken as part of an Erasmus+ Key Action 2 funded project 2017-1-UK01-KA203-036719. 3DTeLC: Bringing the 3D-world into the classroom:a new approach to Teaching, Learning and Communicating the science of geohazards in terrestrial and marine environments. 

Note (1) the files will download rather than open in a browser window, (2) the data files are large and the download may take several minutes.
DOI: 10.17029/7ee8cde8-1e0c-4418-8337-2a4f668620c6
title: Dataset for 'Semi-continuous anaerobic digestion of the marine micro-algal species I. galbana and D. salina grown under low and high sulphate conditions'.

description: Complete dataset for the work entitled - "Semi-continuous anaerobic digestion of the marine micro-algal species I. galbana and D. salina grown under low and high sulphate conditions".

The format of the data is an Excel file.

All work was undertaken at the University of Southampton Environment Labs unless otherwise stated. Details of the analysis undertaken are defined within the Algal Research paper as named above.

Work was carried out under an EPSRC PhD grant, EU FP7 ALL-GAS project (268208) and the EU FP7 ECOFUEL project (246772).
DOI: 10.17029/ab028ca1-4a53-41c2-848b-a1562397b1c8
title: Dataset: Erasmus+ KA2 3DTeLC project data: Drone imagery and Digital Surface Model (DSM) for the Black Ven coastal landslide, Lyme Regis, Dorset, southern UK.

description: High resolution colour visible imagery and Digital Surface Model (DSM) generated from a fixed wing drone survey for the Black Ven coastal landslide between Lyme Regis and Charmouth, Dorset, UK. The survey was undertaken as part of an Erasmus+ Key Action 2 funded project 2017-1-UK01-KA203-036719. 3DTeLC: Bringing the 3D-world into the classroom:a new approach to Teaching, Learning and Communicating the science of geohazards in terrestrial and marine environments. 

Note (1) the files will download rather than open in a browser window, (2) the data files are large and the download may take several minutes. 
Each dataset comprises three separate files (1) .tif image file that contains the image or topographic data (2) .tfw coordinate file and (3) .prj geographic projection file. All files should be downloaded together and placed in the same folder.
DOI: 10.17029/fe258d4e-45a5-42bf-b173-a4e586a062a7
title: Dataset for 'Revisiting the twin deficits hypothesis: a quantile cointegration analysis over the period 1791-2013'.

description: Annual data set consisting of US trade and budget balances covering the time period from 1791 until 2013.
DOI: 10.17029/8c8cb8fd-7e78-499a-b697-1b26874111d2
title: Dataset for Complex kame belt morphology, stratigraphy and architecture

description: Ground-penetrating radar datasets.
DOI: 10.17029/c0229261-e0df-4f3a-a94e-9092f2fa1615
title: Dataset for 'Child Safeguarding Practices in Light of the Deserving/Undeserving Paradigm '.

description: Dataset 1: Children’s Case Files from the Children’s Society’s (formerly known as the Waifs and Strays Society) children’s case files from 1881- to 1918 highlighting the perception of custodians, doctors and professionals, as well as children and parents. 

Dataset 2 consists of semi-structured interviews with care leavers, which cannot be shared for reasons of confidentiality. Please contact Wendy Sims-Schouten (wendy.sims-schouten@port.ac.uk).
DOI: 10.17029/3762c4bf-3176-4906-b6a6-ec17979e012a
title: Dataset for 'Predicting consumers’ cheating behavior. The role of mental representation of goods and psychological ownership'.

description: Data files for Pre-test and Studies 1, 2 and 3.
DOI: 10.17029/86cb3171-f0c7-45b7-bb39-4958a6663e40
title: Dataset: 'Working Equid Welfare Mexico Data'

description: The data are under temporary embargo until the article has been published.

The dataset contains raw data generated from equid welfare assessments and owner questionnaires corresponding to the paper ‘Comparison of Working Equid Welfare Across Three Regions of Mexico’. Each variable is labelled and data are provided for 120 participants
DOI: 10.17029/b5320d45-e55f-47e9-8e81-8b76a6876f1e
title: Dataset for 'Visual exploration in adults: Habituation, mere exposure or optimal-level of arousal?'

description: Data file and associated images.
DOI: 10.17029/67a596c7-2666-48a6-a525-49a39da5ac56
title: Dataset for 'Using retracted journal articles in psychology to understand research misconduct in the social sciences: what is to be done?'.

description: Database of Articles Retracted from Psychology Journals: 1998 - 2017. This article presents a dataset of 160 articles that were retracted from prominent scholarly journals in psychology and formed the empirical basis of a paper in Research Policy titled “Using Retracted Journal Articles to Understand Research Misconduct in Psychology.” The database was collected following a search for words with the stem root “retract*” in articles listed in the PsycINFO and SCImago databases of journals in psychology.
DOI: 10.17029/b23d318f-b6d4-4cb3-ade4-3e5d90e7182a
title: Dataset for 'Credit risk and the business cycle: what do we know?'.

description: Stata datafile for 'Credit risk and the business cycle: what do we know?'.
DOI: 10.17029/0414a771-06a4-4df3-b694-72f4907ab426
title: Dataset for 'When to leave carrots for sticks: on the evolution of sanctioning institutions in open communities'.

description: Experimental dataset (subjects table).
DOI: 10.17029/93ad8f18-76ed-41c2-843e-07eb32eb8317
title: Dataset for 'Money or morality: fairness ideals in unstructured bargaining'.

description: Offers: contracts table data
Subjects: subjects table data
Additional Survey: validation survey described in the appendix
DOI: 10.17029/229aea53-db05-4381-a8f3-d335d5fb2790
title: Dataset for 'Responsibility and limited liability in decision making for others: an experimental consideration'.

description: Experimental dataset (subjects table).
DOI: 10.17029/7e7adb43-ef25-4e99-ab56-77dca1d9107c
title: Dataset for 'The Democratic Republic of Congo armed conflict (1998 – 2004): assessing excess mortality based on factual and counterfactual scenarios'.

description: D R Congo 1984 census projected using Cohort Component Projection Techniques under a variety of scenarios.
DOI: 10.17029/8a78de49-93ff-4c64-9bd3-40579de8d014
title: Supplementary data for 'A Baltic heritage in Scotland: basement terrane transfer during the Grenvillian orogeny'.

description: Supplementary data content:
1. Rock descriptions
2. Sample preparation and grain imaging
3. Split stream zircon U-Pb and Lu-Hf measurement
4. Results
5. References

Supplementary Figure 1. (.tif images)
Supplementary Table 1. Zircon U-Pb geochronology from Scottish inliers
Supplementary Table 2. LA-ICPMS Hf isotope analyses
DOI: 10.17029/f0e65394-e4e8-4a40-b1b9-fcba0fe429e5
title: Dataset for 'Effect of damping on performance of magnetostrictive vibration energy harvester'.

description: Supporting Matlab M file - Code for modelling of Energy Harvester

Access is currently subject to embargo (09/07/23).
For more information please contact the corresponding author, Mojtaba Ghodsi.
DOI: 10.17029/818c8061-9f7f-454d-8a9e-5d31d6a6426b
title: Dataset for 'Calculating the relative importance of condition attributes based on the characteristics of decision rules and attribute reducts: application to crowdfunding'

description: Dataset relative to Lendwithcare crowdfunding platform that have been used in the principal case study. 
Dataset relative to the creditworthiness of a set of European countries and in the additional case study.
DOI: 10.17029/98c91472-98f8-4668-b5d8-d1a24627891c
title: Supplementary material for 'Guidelines and resources for prescribing load using velocity based training'

description: Supplementary files:
SM1_VBT_Load_Spreadsheet.xlsx
SM2_ILVP_Squat.xlsx
DOI: 10.17029/122918f6-183b-4d87-87c1-c91aa8588ab0
title: Dataset for 'Exploring the effects of age, gender and school setting on children’s creative thinking skills'

description: Dataset including:
Raw Data
Data for analyses
Originality scores
Flexibility scores
DOI: 10.17029/c301ae13-7a51-4812-98d4-54fde11634b6
title: Dataset for 'Stronger together? Tourists’ behavioral responses to joint brand advertising'.

description: Pilot and article datasets.
DOI: 10.17029/ec558b07-f64f-4e1c-ba05-51b6b4e8e640
title: Dataset for 'When is entrepreneurial orientation beneficial for new product performance? The roles of ambidexterity and market turbulence'.

description: fsQCA dataset sample of 88 small and medium-sized firms.
DOI: 10.17029/e858da45-60d9-43d6-bab2-d25d48880ed7
title: Dataset for '‘It’s become fashionable’: practitioner perspectives on football hooliganism involving young people'.

description: Supporting audio transcripts/notes and questionnaire responses.
DOI: 10.17029/527cc2ac-6fa0-4ba6-a8b5-4396361b6630
title: Dataset for 'Customers’ willingness to disclose personal information throughout the customer purchase journey in retailing: the role of perceived warmth'.

description: Datasets for studies 1, 2 & 4 and supporting material (Appendix A).

Study 3 data is not publicly available as it includes disaggregated data.
DOI: 10.17029/aeb82915-1978-4c79-879b-b86dc860cf37
title: Dataset for 'The effects of caffeine on olfactory function and mood: an exploratory study'.

description: Caffeine and odour function dataset and support files.
DOI: 10.17029/3e7a640a-6f69-462e-9651-cb5f0869ffae
title: Dataset for 'How can environmental cues prime empathetic responses? The role of biomotion'.

description: Data and video files used in the study.
DOI: 10.17029/c35f2047-23a6-4e3d-9e69-7c0e4a60a871
title: Supplementary data for 'Modeling acquired resistance to the second-generation androgen receptor antagonist enzalutamide in the TRAMP model of prostate cancer'.

description: This copy of the Supplementary Material is subject to the same embargo as the post-print and will be available here from 06/02/21.

Content:
Model parameterization
Vehicle and enzalutamide:
-In vitro experiments
Figures SMM1 & SMM2
-In vivo experiments (under skin)
Figures SMM3 & SMM4

Mathematical model for combo therapies: enzalutamide-everolimus or
enzalutamide-cabazitaxel
Everolimus:
-From in vitro experiments
Figures SMM5 & SMM6
-In vivo experiments (under skin)
Figure SMM7

Cabazitaxel:
-In vitro experiments
Figures SMM8 & SMM9
-In vivo experiments (under skin)
Figure SMM10

Sensitivity Analysis
DOI: 10.17029/720effb5-516a-4cd8-977d-800d09ccdc29
title: Dataset for 'Children’s evaluations of a therapy dog and biomimetic robot: influences of animistic beliefs and social interaction'.

description: The dataset contains Pre- and Post-Interaction questionnaire data, including: demographics, BAM, TASc, and PAN-Hscale items for TD and TR, enjoyment questions & short answer written responses, comparison between the TDs, emotion word selection, and observational behaviour data (child initiations, TD/TR initiations, social interaction, and specific actions).
DOI: 10.17029/2964f6ad-190f-4a74-b775-fcfd783f0ff1
title: Dataset: 'Perceived authenticity of online-only brands (OOBs)'

description: The present study examines the dimensions that are meaningful to define the perceived authenticity of OOBs (i.e. retail brands that trade exclusively online) from a consumer’s perspective.
DOI: 10.17029/7ee54eb4-7887-43df-a3aa-28a70cb180c8
title: Dataset for 'Does travel desire influence COVID-19 vaccination intentions?'

description: Online survey data.
DOI: 10.17029/41d9a490-4bd9-476f-98e1-5bb3db9e1951
title: Dataset for 'Would you like to add a gratuity? When explicit requests hamper tipping.'

description: Please contact the corresponding author, Shynar Dyussembayeva, for more information on the dataset.
DOI: 10.17029/3e34741f-212a-4bc3-9534-6b45ac0fde1a
title: Supplementary material for 'Quantify the effect of China’s emission trading scheme on low-carbon eco-efficiency: Evidence from China’s 283 cities'.

description: Supplentary material - Appendices A-E.

The file is currently under embargo (01/01/50) under the related article's copyright restrictions are known.
DOI: 10.17029/a263277e-c8bf-490d-9263-c93bd1ce943a
title: Dataset for 'How Colour Influences Taste Perception in Adult Picky Eaters'.

description: Dataset for above article.
DOI: 10.5281/zenodo.18351564
title: Similarity-based Portfolio Construction for Black-box Optimization - Reproducibility

description: # Reproducibility files for 'Similarity-based Portfolio Construction for Black-box Optimization'

 

All files required for reproducing the results shown in the paper can be found in 'reproducibility.zip'. 

 

# Reproducibility instructions

 

Follow these steps to generate plots and tables:

 

1. **Prepare the environment:**

    - Make sure you have all necessary dependencies installed.

    - If a `requirements.txt` file is present, install the required packages by running:

      ```bash

      pip install -r requirements.txt

      ```

 

2. **Generate initial data:**

    - Run the following script to generate the initial data:

      ```bash

      python run_algos_many_affine.py

      ```

 

3. **Compute ELA features:**

    - Calculate Exploratory Landscape Analysis (ELA) features by executing:

      ```bash

      python compute_ela.py

      ```

 

4. **Process features and cosine similarity:**

    - Open and run the notebook `process_features_cosine_sim.ipynb` to process the features and compute cosine similarity.

 

5. **Compute SBP (Surrogate Benchmark Problems):**

    - Run the following commands to compute SBP for different dimensions:

      ```bash

      python compute_SBP.py --dim=2 --k=10 --reps=50

      python compute_SBP.py --dim=5 --k=10 --reps=50

      python compute_SBP.py --dim=10 --k=10 --reps=50

      ```

 

6. **Run experiments:**

    - Start the experiments for different configurations by running:

      ```bash

      python run_experiments.py --dim=2 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=5 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=10 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=2 --sbs=modcma --feat_type=perf --tops=20

      python run_experiments.py --dim=5 --sbs=modcma --feat_type=perf --tops=20

      python run_experiments.py --dim=10 --sbs=modcma --feat_type=perf --tops=20

      ```

 

7. **Generate plots and tables:**

    - Use the notebook `process_plots_tables.ipynb` to generate the final plots and tables.
DOI: 10.5281/zenodo.18351563
title: Similarity-based Portfolio Construction for Black-box Optimization - Reproducibility

description: # Reproducibility files for 'Similarity-based Portfolio Construction for Black-box Optimization'

 

All files required for reproducing the results shown in the paper can be found in 'reproducibility.zip'. 

 

# Reproducibility instructions

 

Follow these steps to generate plots and tables:

 

1. **Prepare the environment:**

    - Make sure you have all necessary dependencies installed.

    - If a `requirements.txt` file is present, install the required packages by running:

      ```bash

      pip install -r requirements.txt

      ```

 

2. **Generate initial data:**

    - Run the following script to generate the initial data:

      ```bash

      python run_algos_many_affine.py

      ```

 

3. **Compute ELA features:**

    - Calculate Exploratory Landscape Analysis (ELA) features by executing:

      ```bash

      python compute_ela.py

      ```

 

4. **Process features and cosine similarity:**

    - Open and run the notebook `process_features_cosine_sim.ipynb` to process the features and compute cosine similarity.

 

5. **Compute SBP (Surrogate Benchmark Problems):**

    - Run the following commands to compute SBP for different dimensions:

      ```bash

      python compute_SBP.py --dim=2 --k=10 --reps=50

      python compute_SBP.py --dim=5 --k=10 --reps=50

      python compute_SBP.py --dim=10 --k=10 --reps=50

      ```

 

6. **Run experiments:**

    - Start the experiments for different configurations by running:

      ```bash

      python run_experiments.py --dim=2 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=5 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=10 --sbs=modcma --feat_type=ela --tops=20

      python run_experiments.py --dim=2 --sbs=modcma --feat_type=perf --tops=20

      python run_experiments.py --dim=5 --sbs=modcma --feat_type=perf --tops=20

      python run_experiments.py --dim=10 --sbs=modcma --feat_type=perf --tops=20

      ```

 

7. **Generate plots and tables:**

    - Use the notebook `process_plots_tables.ipynb` to generate the final plots and tables.
DOI: 10.6084/m9.figshare.31238842
title: <b>Gaps and barriers preventing sustained delivery of HPV vaccination in Kano, Kaduna, and Lagos states: an exploratory qualitative study</b>

description: <b>Background:</b> To lessen the burden of cervical cancer, Nigeria introduced the HPV vaccine to its national immunization program, but the program has faced operational and contextual problems during its early rollout. This study explored the systemic and community-level barriers affecting HPV vaccine delivery across selected Nigerian states.<b>Method:</b> This exploratory qualitative study employed key informant interviews with policymakers, immunization officers, government agencies, community-based organizations, and implementing partners across three states: Kaduna, Kano, and Lagos, from April 2025 to October 2025. Data were thematically analyzed using NVivo, with emphasis on identifying factors influencing the sustainability of HPV vaccination. The analysis focused on key domains such as policy implementation, financing, service delivery, supply chain systems, human resources, data management, and demand generation.<b>Result</b>: The study found that HPV vaccine implementation is hindered by limited state-level policy adaptation, reliance on donor funding, human resource shortages, supply chain weaknesses, data management gaps, and strong socio-cultural resistance driven by misinformation. These interconnected barriers reduce vaccine acceptance and disrupt service delivery.<b>Conclusion:</b> The HPV vaccination program in Nigeria is constrained by systemic weaknesses and socio-cultural resistance. Addressing these challenges requires stronger state-level policy adaptation, sustainable financing, improved supply chain and data systems, and targeted community engagement to enhance acceptance and ensure effective service delivery.
DOI: 10.6084/m9.figshare.31238842.v1
title: <b>Gaps and barriers preventing sustained delivery of HPV vaccination in Kano, Kaduna, and Lagos states: an exploratory qualitative study</b>

description: <b>Background:</b> To lessen the burden of cervical cancer, Nigeria introduced the HPV vaccine to its national immunization program, but the program has faced operational and contextual problems during its early rollout. This study explored the systemic and community-level barriers affecting HPV vaccine delivery across selected Nigerian states.<b>Method:</b> This exploratory qualitative study employed key informant interviews with policymakers, immunization officers, government agencies, community-based organizations, and implementing partners across three states: Kaduna, Kano, and Lagos, from April 2025 to October 2025. Data were thematically analyzed using NVivo, with emphasis on identifying factors influencing the sustainability of HPV vaccination. The analysis focused on key domains such as policy implementation, financing, service delivery, supply chain systems, human resources, data management, and demand generation.<b>Result</b>: The study found that HPV vaccine implementation is hindered by limited state-level policy adaptation, reliance on donor funding, human resource shortages, supply chain weaknesses, data management gaps, and strong socio-cultural resistance driven by misinformation. These interconnected barriers reduce vaccine acceptance and disrupt service delivery.<b>Conclusion:</b> The HPV vaccination program in Nigeria is constrained by systemic weaknesses and socio-cultural resistance. Addressing these challenges requires stronger state-level policy adaptation, sustainable financing, improved supply chain and data systems, and targeted community engagement to enhance acceptance and ensure effective service delivery.
DOI: 10.6084/m9.figshare.29012525
title: Hidden in tepals: a new <i>Crocus</i> L. Species from southwestern Türkiye

description: It is easy to neglect less salient characteristics of a species if said species has a single unique characteristic among its close relatives. The coloration of the throat of <i>Crocus</i> is rightly considered to be systematically important, although a new species from southwestern Turkey shows that it may sometimes be misleading. With its unique coloration the new species described in this paper at first glance looks similar to its close relative, <i>C. mathewii</i>, because of the flower color pattern. Although the habitat of the new species is easily accessible, it has been overlooked because of this feature, whereas it is distinguished by its slenderer habit, narrower tepals and lower width to length ratio, shorter corm tunic neck and longer style branches. This paper describes a new species from southwestern Türkiye, which shows that a once unique character may be more common. Therefore, it is important to use comprehensive characters and include a sufficient number of individuals when describing new species. This study provides a detailed description, leaf anatomy, both photographic and illustrated composition, chromosome number and molecular phylogeny based on GBS data in support of the new species.