cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/ktpwry
title: PDB: 5X8M, Durvalumab in complex with Programmed death-ligand 1, random seed 3 (PD-L1) (311.5K, 38.5°C, 500 ns)

description: Molecular Dynamics Simulations (500 nanoseconds) of Durvalumab in complex with Programmed death-ligand 1 at 311.5K (38.5°C). Includes PDB files obtained every 50 ns.
DOI: 10.7910/dvn/5k1gne
title: A11_20452.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/dbc0a1dd-932c-4d64-820f-d5432db9ed04'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/dbc0a1dd-932c-4d64-820f-d5432db9ed04
DOI: 10.7910/dvn/bq2nhr
title: A90_3727b.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a989c01f-dfd5-4433-3491-6fcfa3efe249'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a989c01f-dfd5-4433-3491-6fcfa3efe249
DOI: 10.15468/dl.qc8vx9
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena flandersi Timberlake, 1937"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002149-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt6xfs
title: Occurrence Download

description: A dataset containing 110220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leymus Hochst."
 ]
}

 The dataset includes 110220 records from 731 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002137-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kgrngmzxcj
title: Index of Healthy Eating and Emotional Eating in Relation to Psychological Inflexibility in Dance Students

description: Objective: To determine the various components of emotional eating and the healthy eating index as a function of psychological inflexibility in dance students.
Methods: This was a cross-sectional study using non-probabilistic sampling. One hundred fourteen dance students enrolled in conservatories or dance schools participated in the study. Evaluations were conducted using the Acceptance and Action Questionnaire, the Healthy Eating Index for the Spanish population, and the Eating and Appraisal Due to Emotions and Stress Questionnaire. Data were collected in person and online format.
Results: No differences in psychological inflexibility were observed between men and women. While women showed greater utilization of food to regulate emotions, they did not differ from men in scores on the healthy eating index. Students with high psychological inflexibility reported greater utilization of food as a regulator of emotions. No differences were found in healthy eating according to psychological inflexibility.
Conclusions and Implications: It is recommended to transform dance conservatories into healthy spaces by promoting habits that facilitate students' well-being. Faculties can help in the pursuit of excellence by aligning performance goals with research findings and improving holistic care.
DOI: 10.6084/m9.figshare.15172545.v1
title: Dataset of Smoking Habits and the Influence of War on Cigarette and Shisha Smoking in Syria 2019.xlsx

description: Data set of a paper entitled "Smoking Habits and the Influence of War on Cigarette and Shisha Smoking in Syria" of Syrians smoking in early 2019 in war-torn Syria.
DOI: 10.6084/m9.figshare.1589772.v1
title: Measuring the societal impact of open science

description: Talk given at 2AM conference 2015. Our preliminary results on the connection between altmetrics and open access publications show a significant difference between altmetric indicators based on number of mentions of open access publications in their content. Open access articles receive more attention on Facebook and (especially) on Twitter compared to articles that are behind paywalls. The opposite appears to be the case for Mendeley readers and (to some extent) for Wikipedia posts, as open access articles are not used as much as those that are behind paywalls in these contexts. The preliminary results are based on an analysis of how almost 4 million altmetric events are spread between articles in open access journals (as listed by DOAJ) and other journals.
DOI: 10.6084/m9.figshare.24556828.v1
title: Numeric data for<i> E. coli </i>growth curve

description: Growth of the derivertives of <i>Escherichia coli</i><i> </i>strain W3110 hemB with <i>hemB</i> deletion (referred to as strain ∆B) harboring the plasmids for expression of <i>hemB</i><i> </i>or its mutated gene with single amino acid substitution, namely the strains ∆B_B, ∆B_B'[K13L], ∆B_B'[E87K], ∆B_B'[G131R], ∆B_B'[G268T], and ∆B_B'[A269M] (inset: specific growth rates of each strain). Growth was evaluated by measuring the optical density at 660 nm (OD<sub>660</sub>).
DOI: 10.17632/7znhfjxdbt
title: Data for: Is the Remedy Worse Than the Disease? The Impact of Teacher Remediation on Teacher and Student Performance in Chile

description: Replication files for "Is the Remedy Worse than the Disease? The Impact of Teacher Remediation on Teacher and Student Performance in Chile"
DOI: 10.17632/wpkb3syx8t
title: Data for: Subacute clinical features after arthroscopy surgical reconstruction of complete anterior cruciate ligament rupture: A case-control study

description: Data
DOI: 10.6084/m9.figshare.17702459.v1
title: Grüter et al. (2022) PLOS ONE "Expected global suitability..."

description: This Figshare data repository contains all resulting data described in the PLOS ONE publication Grüter et al. (2022) "Expected global suitability of coffee, cashew and avocado due to climate change", where the methodological details (modelling approach) are explained.The raster datasets represent global maps with a resolution of 30 arc seconds (Geographic Coordinate System: WGS 1984) resulting from the suitability modelling of coffee, cashew and avocado. Per crop, four raster maps (.tif raster format) are available:The crops' overall current suitability (crop_current.tif), the current climate suitability (crop_climate.tif) based on climate parameters only, the current land and soil suitability (crop_soil.tif) based on land and soil parameters only and the suitability change by 2050 due to climate change according to RCP4.5.For the former three maps (crop_current.tif, crop_climate.tif, crop_soil.tif), each raster cell contains a value between 1 to 4 which represent decreasing crop suitability (1: S1 very suitable; 2: S2 moderately suitable; 3: S3 marginally suitable; 4: N unsuitable).For the latter maps (crop_change.tif), each raster cell contains a value between -3 and +3, which represent the change in suitability class (e.g. -1 is a decrease in suitability by 1 suitability class).<br>List of available raster maps:Coffee_current.tifCoffee_climate.tifCoffee_soil.tifCoffee_change.tifCashew_current.tifCashew_climate.tifCashew_soil.tifCashew_change.tifAvocado_current.tifAvocado_climate.tifAvocado_soil.tifAvocado_change.tif
DOI: 10.6084/m9.figshare.21929694.v1
title: China city-level total water withdrawal inventory

description: China city-level total water withdrawal inventory
DOI: 10.6084/m9.figshare.28890269.v1
title: <b>Data for 'Carbon dynamics under loss and restoration scenarios in the world’s largest seagrass meadow' (Moritsch et al. 2025)</b>

description: This dataset details sediment organic carbon accumulation from two scenarios of seagrass gain and loss (2020 - 2120) in The Bahamas using the InVEST Coastal Blue Carbon Model. Low, mean, and high estimates for autochthonous and total net carbon accumulation (or loss) are presented for the years 2070 and 2120.See corresponding publication: Moritsch et al. 2025. Carbon dynamics under loss and restoration scenarios in the world’s largest seagrass meadow. Scientific Reports. <i>In review.</i>
DOI: 10.6084/m9.figshare.5663467.v1
title: Projections of Catphan phantom (CBCT)

description: CBCT projections and angles (with moving blocker) for Catphan phantom.File names are the geometry size.
DOI: 10.6084/m9.figshare.6411002.v1
title: Database with raw data (CSV file).

description: <br>Survival after open versus endovascular repair of abdominal aortic aneurysm. Polish population analysis. (in press)<br>
DOI: 10.17632/rrdc4xsk2h
title: Phylogenomics identifies a new major subgroup of apicomplexans, Marosporida class. nov., with extreme apicoplast genome reduction

description: - Nuclear and Plastid multi-protein matrices for phylogenomics analyses - Apicoplast genomes of Rhytidocystis sp1 and sp2, Siedleckia nematoides, and Eleutheroschizon dubosqi - Transcriptome & WGS assemblies
DOI: 10.6084/m9.figshare.27225450.v1
title: <b>Siderite and Ferric Oxyhydroxides Imply Interlinked Carbon, Iron, & Halogen Cycles on Mars</b>

description: An experimental study to study siderite alteration in Mars-relevant fluids
DOI: 10.6084/m9.figshare.5123794.v1
title: Supplementary Material for: Cerebrospinal Fluid β-Amyloid Turnover in the Mouse, Dog, Monkey and Human Evaluated by Systematic Quantitative Analyses

description: <b><i>Background:</i></b> Reducing brain β-amyloid (Aβ) via inhibition of β-secretase, or inhibition/modulation of γ-secretase, has been widely pursued as a potential disease-modifying treatment for Alzheimer's disease. Compounds that act through these mechanisms have been screened and characterized with Aβ lowering in the brain and/or cerebrospinal fluid (CSF) as the primary pharmacological end point. Interpretation and translation of the pharmacokinetic (PK)/pharmacodynamic (PD) relationship for these compounds is complicated by the relatively slow Aβ turnover process in these compartments. <b><i>Objective:</i></b> To understand Aβ turnover kinetics in preclinical species and humans. <b><i>Methods:</i></b> We collected CSF Aβ dynamic data after β- or γ-secretase inhibitor treatment from in-house experiments and the public domain, and analyzed the data using PK/PD modeling to obtain CSF Aβ turnover rates (k<sub>out</sub>) in the mouse, dog, monkey and human. <b><i>Results:</i></b> The k<sub>out</sub> for CSF Aβ40 follows allometry (k<sub>out</sub> = 0.395 × body weight<sup>-0.351</sup>). The k<sub>out</sub> for CSF Aβ40 is approximately 2-fold higher than the turnover of CSF in rodents, but in higher species, the two are comparable. <b><i>Conclusion:</i></b> The turnover of CSF Aβ40 was systematically examined, for the first time, in multiple species through quantitative modeling of multiple data sets. Our result suggests that the clearance mechanisms for CSF Aβ in rodents may be different from those in the higher species. The understanding of Aβ turnover has considerable implications for the discovery and development of Aβ-lowering therapeutics, as illustrated from the perspectives of preclinical PK/PD characterization and preclinical-to-clinical translation.
DOI: 10.6084/m9.figshare.21224915.v1
title: Violence in Mexico 2015-2021

description: This database contains data from the Executive Secretariat of the National Public Security System. Includes data by state, from 2015 to 2022 by month on different types of violence: homicide, femicide, total crimes against life and bodily integrity, among others. In the Excel sheet, legend is the explanation of the other sheets, by variable. The division of the years is in the sheets 2015-2021, the data are divided by years, and in the final sheet there are the data for the time series.
DOI: 10.17632/2bmx6235k7
title: The insertion sites of 12 DNA TEs in K562 cells

description: We recovered the insertion sites of SB100X, piggyBac and 10 novel DNA TEs from various families, in K562 cells.
DOI: 10.17632/p748yjtrc5
title: Artificial Intelligence & IoT-based Irrigation Publication Dataset (2006-2025)

description: This dataset concerns IoT-based Irrigation that utilizes Artificial Intelligence. Datasets exported from Scopus and the Web of Science (WoS) are used for various research and analytical purposes (e.g., Bibliographic Mapping and Visualization) in AI and IoT-based irrigation.
DOI: 10.25441/arts.12582617.v1
title: Craig Burston - Lo-Res Des and His Lo-Res Des Res

description: <b>Craig Burston - Lo-Res Des</b> Lo-Res Des and His Lo-Res Des Res - an exploration of the interplay between graphic design and comix. A monochromatic typo/graphic comic universe that exists as a vehicle for an exploration into but not exclusively related to self identity through objects and personal purpose. The banality of everyday life is replaced by lucid daydreams of teleportation, time travel, weightlessness, science fantasy, metamorphosis, with only rare glimpses of, or acknowledgments of, 'normal' life. Typographically, Des exists in an 8-bit universe where both speech and sound effects are rendered in the most BASIC of faces and weights. Sound effects carry the narrative or meaning as well as the accompanying protagonist's interior monologues. In the first and second iterations, the Lo-Res Des universe was two dimensional, monochromatic and bitmapped. In his most recent incarnation, revised, remodelled and rebooted, he exists (without any awareness thus far from the character himself) in an isometric world of God's eye views and uncompromising angles. First and second iterations of Lo-Res Des first for the self-published STUNGUNPUNFUN through to its revival in The Comix Reader (issues 4-6 inc.) functioned with a linear narrative and a consistent approach to panel size and information distribution. A gridded 7 x 5 grid system had a singular self contained story arc resulting in a conceptual punchline or payoff in the final line. Each episode was conceived as a clear homage to movies, genres, music, technology. The Des(irable) Res(idence) is no more than a space to imagine being outside and beyond. Sanctuary versus escape. Most recently, episodes are self-contained within a single panel format. The visual pun coexists as a bitmapped paean to humanist ideas. Each episode is allegorical; the desire for meaning, belonging or purpose. Albrecht Dürer and Nintendo Modes of distribution are key and impact upon design decisions. Lo-Res Des of the now is drawn to be viewed on screen as well as in print, exploiting detail; zoom in zoom out. It’s most recent print iteration was for Comic Street Journal (UK), distributed in key comics stores at irregular intervals and available as an on-line PDF free shot. https://www.dropbox.com/sh/9ch1nto8gvqezoz/AAB2Wb9l80GKOwwEyRQh6PIAa?dl=0 Production and conception methodology: Lo-Res Des is digital. It is not pre-drawn nor scripted in advance. A theme with reference points is mentally noted. Before production, a focal point is internalised; the creative class’ obsession with Brutalism, selfies, nostalgia, object function. Oftentimes, curious combinations of themes collide whilst production is in progress. Drawing, writing and thinking functions in real time, detail added or stripped back. Iterations are saved but paper never used. Lo-Res Des and his Low Res Des Res exists within a wider body of personal research, writing and practice that focuses upon formative visual memory, its impact and function upon the creative process. Craig Burston June 2020 (for UAL CoRH + IGNCC 2020) @skipratmedia
DOI: 10.6084/m9.figshare.13048373.v1
title: hashimoto data share.xlsx

description: This dataset contains categorizations, readability scores calculated using readable.com, PEMAT scores by two independent raters, and compatibility with established clinical practice guidelines (by two independent raters) for Hashimoto's Thyroiditis online patient resources. All data was publically accessible from Google Search.
DOI: 10.6084/m9.figshare.27929955.v1
title: COMMSBIO-24-4345A.xlsx

description: data related to the paper COMMSBIO-24-4345A
DOI: 10.17632/5xr4hdkzj2
title: Genome and transcriptome analyses provide insight into the fatty acid biosynthesis of Schizochytrium limacinum SR21-supplementary information

description: Genome and transcriptome analyses provide insight into the fatty acid biosynthesis of Schizochytrium limacinum SR21-supplementary information
DOI: 10.6084/m9.figshare.17021879.v3
title: Promoting Eco-friendly Fashion among Youth Generation in Developing Countries: Mixed-methods study on The Roles of Price Value Image, Customer Fulfillment, and Pro-environmental Behavior

description: Raising environmental awareness and product development are two separate and costly investments that many small and medium-sized fashion businesses cannot afford to achieve sustainability. Therefore, there is a need to decide which factors more significantly impact consumer loyalty and purchase intention toward eco-friendly fashion. Thus, the study employs a mixed-methods approach to research how customers' perception about product-service quality and their environmental awareness and pro-environmental behavior impact purchase intention and customer loyalty toward eco-friendly fashion products among Vietnamese Gen Z's. Most interviewees acknowledged that their primary source of knowledge for eco-friendly fashion was social media. The qualitative results further show that the knowledge and attitude toward eco-friendly fashion practices are insufficient to convince young customers to afford eco-friendly fashion products. The quantitative results show that while customer-related factors play a more significant role in stimulating purchase intention, only product-service quality factors impact loyalty. Hence, the study suggests that businesses should prioritize improving service and product quality rather than funding green marketing when targeting the Vietnamese Gen Z. Government should prioritize financial and technological support for fashion firms to develop high-quality eco-friendly fashion to ensure the availability of products in the market.
DOI: 10.6084/m9.figshare.25334914.v1
title: The source of Gravity

description: Revealing the source of gravity
DOI: 10.6084/m9.figshare.28595600.v1
title: Neglected pollinator interaction with plants is linked to flower color, biogeographic affiliation and visitation timing

description: This dataset presents detailed field observations of plant-pollinator interactions in the Kashmir University Botanical Garden (KUBG) from February to October 2024. The study recorded interactions between 104 plant species from 49 families and 20 distinct pollinator species across various habitats (open and shady) and life forms (herbs, shrubs, and trees). Key pollinators documented include honeybees, ants, houseflies, and bumblebees, with a range of 18 to 83 plant species visited by each pollinator group. The dataset provides valuable insights into pollinator diversity and plant-pollinator relationships within the region.
DOI: 10.6084/m9.figshare.26764231.v1
title: LLMs for Narrative Discourse

description: In this study, we explore the application of large language models (LLMs) to analyze narrative discourse within the framework established by the field of narratology. We develop a set of elementary narrative features derived from prior theoretical work that focus on core dimensions of narrative, including time, setting, and perspective. Through experiments with GPT-4 and fine-tuned open-source models like Llama3, we demonstrate the models' ability to annotate narrative passages with reasonable levels of agreement with human annotators. Leveraging a dataset of human-annotated passages spanning 18 distinct narrative and non-narrative genres, our work provides empirical support for the deictic theory of narrative communication. This theory posits that a fundamental function of storytelling is the focalization of attention on distant human experiences to facilitate social coordination. We conclude with a discussion of the possibilities for LLM-driven narrative discourse understanding.
DOI: 10.6084/m9.figshare.28874567.v1
title: Dataset for single-particle data representativeness and uncertainty study

description: Dataset for single-particle data representativeness and uncertainty study<b>.</b>
DOI: 10.17632/3mdx8tnzs6
title: HVPG-MASLD-Alcohol

description: Background and aims: Hepatic venous pressure gradient (HVPG) is a strong surrogate of severity and outcome but its relative prognostic value in metabolic dysfunction-associated steatotic liver disease (MASLD) and alcohol-associated liver disease (ALD) is yet to be clarified. We compared HVPG in MASLD with ALD and other etiologies according to cirrhosis complications.
Patients and methods: In our cirrhosis registry RH7, we identified patients with data on HVPG and scrutinized them against the etiology of advanced chronic liver disease (ACLD) (MASLD, ALD, other) and specific complications of ACLD such as variceal bleeding or ascites.
DOI: 10.17632/8sxfmrpfpv
title: Thermal Imaging Dataset for Hotspot Detection on Solar Panels: Impact of Bird Droppings on Efficiency

description: Dataset Description: 
This dataset consists of thermal images of solar panels captured using a UTi165A thermal imaging camera. It has been developed and annotated by the Tutankhamun Research School for Artificial Intelligence (TRSAI), Egypt, https://trsai.org. The primary objective is to identify and analyze hot spots on solar panels, which are often caused by external factors such as bird droppings. These hotspots can reduce panel efficiency and lead to localized overheating, making this dataset a valuable resource for maintenance and efficiency analysis.

The dataset showcases TRSAI's dedication to advancing artificial intelligence applications in sustainable energy solutions. Authored under the guidance of TRSAI, this work reflects the school’s commitment to integrating AI with real-world environmental challenges.

Camera Specifications: 
- Resolution: 160 × 120 pixels 
- Thermal Sensitivity (NETD): ≤ 50 mK 
- Spatial Resolution (IFOV): 6.1 mrad 
- Frame Rate: ≤ 9 Hz 
- Spectral Range: 8~14 µm 
- Accuracy: ±2℃ or ±2%, whichever is greater 
- Emissivity: Adjustable between 0.01 to 1.00 (default: 0.95) 

Dataset Versions: 
The dataset is divided into two versions: 

Version 1: 
- Total Images: 410 
- Training Set: 304 images (74%) 
- Validation Set: 70 images (17%) 
- Test Set: 36 images (9%) 
- Preprocessing: 
 - Auto-Orientation applied. 
 - Images resized to 640 × 640 pixels. 
 - 15% of images converted to grayscale. 
- Augmentation Techniques: 
 - Horizontal and vertical flipping. 
 - Rotation (90° clockwise, counter-clockwise, and upside down).

Version 2: 
- Total Images: 850 
- Training Set: 744 images (88%) 
- Validation Set: 70 images (8%) 
- Test Set: 36 images (4%) 
- Preprocessing: 
 - Auto-Orientation applied. 
 - Images resized to 640 × 640 pixels. 
 - Grayscale applied. 
- Augmentation Techniques: 
 - Horizontal and vertical flipping. 
 - Rotation (90° clockwise, counter-clockwise, and upside down). 
 - Brightness adjustments (-20% to +20%). 
 - Exposure adjustments (-10% to +10%). 

Objective: 
This dataset is designed to aid in the detection of thermal anomalies, particularly hot spots resulting from bird droppings. These anomalies can negatively impact the efficiency of solar panels, making it essential for maintenance teams to address such issues promptly. The dataset supports research in thermal imaging and AI-based solutions for sustainable energy management.
DOI: 10.17632/hk2x2fz45w
title: Data for: Observer Design for Topography Estimation in Atomic Force Microscopy Using Neural and ANFIS Networks

description: These are codes of our proposed method in MATLAB.
DOI: 10.6084/m9.figshare.1505340.v1
title: Permeability data_Kuang and Jiao 2014 GRL

description: permeability data from different depths and 13 different data sources