cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30763082.v3
title: Training Dataset for DrLungker

description: <b>Article Title:</b> <i>DrLungker: A Deep Ensemble Learning Framework for Predicting Anti-Lung Cancer Compound Activity and Validating Multitarget Potency through WaterMap, DFT, MD Simulations, and MM-GBSA Analysis</i><br><b>Published in:</b> <i>Advanced Theory and Simulations</i><br><b>Manuscript DOI:</b> https://doi.org/10.1002/adts.202501550<br><b>More Information:</b> GitHub Repository<b>Description</b>This dataset (<code>DrLungker_Dataset.csv</code>) contains the fully curated molecular data used to train the <b>DrLungker deep ensemble learning framework</b> for predicting anti-lung cancer compound activity.<b>Sources:</b> PubChem and ChEMBL lung cancer bioassays<b>Processing:</b> Structure standardization, duplicate removal, descriptor generation using AlvaDesc and QikProp, and rigorous quality filtering<b>Contents:</b> 26,396 unique compounds, each encoded with 5,883 molecular descriptors<b>Usage:</b> Training the hybrid <b>ResNet–FNN–LSTM ensemble</b> using Averaging, Majority Voting, and Stacking techniquesThis dataset ensures <b>full reproducibility</b> of the DrLungker model and can be used for benchmarking, validation, and downstream computational drug-discovery applications.
DOI: 10.7910/dvn/igsmyy
title: Replication Data for "Glycine reverses behavioral deficits in a mouse model for psychosis with 4 copies of the Gldc gene, published in Pharmacological Research & Perspectives 2025:e70202, https://doi.org/10.1002/prp2.70202.

description: This dataset contains the original data of the behavioral experiments described in the cited publication.
DOI: 10.5281/zenodo.17716159
title: Data from: An autoinhibitory feedback mechanism preserves intestinal stem cell maintenance and fate commitment

description: This dataset contains the Seurat objects necessary to recreate all figures from the publication. 

The files included are as follows:



Ctrl_NotchKO_integrated_scent: The primary integrated Seurat object containing Control and Notch KO samples. It includes the final high-resolution cell type annotations.

RNAi_experiments_integrated: The integrated Seurat object containing all RNAi perturbation experiments (Control, Notch RNAi, CphUp and NotchRNAi+CphRNAi). It includes the final high-resolution cell type annotations.

Ctrl_NotchKO_progenitors_integrated_meld: A subset of the Control/Notch KO dataset restricted specifically to progenitor populations (ISCs, EBs, and EEPs). It contains MELD likelihood scores used to quantify the probability of cells belonging to the perturbed condition.

seuratKO_slingshot_object_integrated: A Seurat object containing trajectory inference results generated using Slingshot and Condiments. It includes specific dimensional reductions and lineage curves used to visualize the lineages.

differential_expression_results.zip: Contains the differential gene expression results using either the pseudobulk with edgeR approach or Seurat FindMarkers function with test.use=“MAST“ .

gene_sets.rds: contains the gene sets that were used to run GSEA and ORA.

plotSmoothers_data.rds: Pre-computed smoothed expression data extracted from the tradeSeq GAM model for all genes. Contains fitted expression values along pseudotime trajectories for each lineage and condition, used to visualize gene expression dynamics along differentiation trajectories without re-computing the smoothers each time.

tradeSeq_fit_condiments_strict.rds: A fitted tradeSeq generalized additive model (GAM) object for trajectory-based differential expression analysis. The model was fit with 6 knots on the Slingshot trajectory data, incorporating condition information (Control vs Notch KO) to enable testing for differential gene expression along pseudotime between conditions.

tradeSeq_condition_test_res_strict.rds: Results from the tradeSeq conditionTest function, containing statistical test results for genes differentially expressed between Control and Notch KO conditions along each of the four lineages. Includes p-values and adjusted p-values (FDR) for identifying genes with condition-specific expression dynamics during differentiation.
DOI: 10.60507/fk2/cbejqk/kewmxm
title: Terracotta_figurine_pygmy_4983_1925_models.zip
DOI: 10.60507/fk2/cbejqk/xzwuvc
title: Terracotta_figurine_pygmy_4983_1925_images.zip
DOI: 10.60507/fk2/cbejqk/s5wzg9
title: GÜNZEL_Terracotta_figurine_pygmy_4983_1925_readme.txt
DOI: 10.60507/fk2/cbejqk
title: Terracotta figurine of a pygmy in the Museum Alte Kulturen Tübingen (Inv. 4983 1925)

description: Terracotta figurine of a pygmy in the Museum Alte Kulturen (University of Tübingen, Inv. 4983 1925). Date: 1st quarter of the 1st century BC
description: Agisoft Metashape, 2.0.1
description: Blender, 4.0
description: SubstanceDesigner, 15.0.3
description: SubstancePainter, 11.1.0
DOI: 10.7910/dvn/cspuhh
title: Replication Data for "Rebel Presence and Border Demarcation: How Domestic Conflict Shapes International Boundary Policy"

description: Replication Data for "Rebel Presence and Border Demarcation: How Domestic Conflict Shapes International Boundary Policy"
DOI: 10.17026/ar/my9axz
title: PAN-00134525 - arrowhead (stone)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00134525&lt;/p&gt;
description: Modified: 2025-08-27T11:39:23+02:00
DOI: 10.15468/dl.pu6gaf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Astragalus lehmannianus"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022411-251120083545085/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.30763067
title: <b>Thalamic Dynamics Orchestrates the Recovery of Tonic Alertness during Nocturnal Sleep Inertia</b>

description: This is the data of the manuscript entitled as "<b>Thalamic Dynamics Orchestrates the Recovery of Tonic Alertness during Nocturnal Sleep Inertia.</b>" In this study, we reported the task-specific attributes of neurophysiological dynamics during SI. Our results highlighted the dynamic changes in CON activities following PVT engagement during SI, particularly in the thalamus activities, which mediated the relationship between sleep history and observed alertness level. The decreased CON and thalamus activities could be the core neural substrates of the impaired tonic alertness during SI.
DOI: 10.6084/m9.figshare.30763067.v1
title: <b>Thalamic Dynamics Orchestrates the Recovery of Tonic Alertness during Nocturnal Sleep Inertia</b>

description: This is the data of the manuscript entitled as "<b>Thalamic Dynamics Orchestrates the Recovery of Tonic Alertness during Nocturnal Sleep Inertia.</b>" In this study, we reported the task-specific attributes of neurophysiological dynamics during SI. Our results highlighted the dynamic changes in CON activities following PVT engagement during SI, particularly in the thalamus activities, which mediated the relationship between sleep history and observed alertness level. The decreased CON and thalamus activities could be the core neural substrates of the impaired tonic alertness during SI.
DOI: 10.7910/dvn/twmt3i
title: FBI-Style Nonverbal Behavior Knowledge Graph Dataset

description: This dataset compiles a five-level granular lossless knowledge graph and corresponding hierarchical mind map based on Joe Navarro's classic work What Every BODY is Saying, aiming to reconstruct the FBI-style system for interpreting body language and nonverbal behavior in a structured manner. what_every_body_5level_kg_strict.csv records content, page numbers, keywords, and unique node identifiers for elements like text and images across a four-tier structure—“book–chapter–paragraph–sentence/element”—enabling high-precision decomposition and traceability of original knowledge. Navarro_5Level_Mindmap.csv abstracts the book's core concepts into a five-level node system covering key dimensions such as behavioral zones, signal types, and emotion/intent inference, enabling direct use for visual mind mapping and downstream modeling. Researchers can leverage this dataset for nonverbal communication studies, FBI behavioral analysis modeling, AI “mind-reading” algorithm training, and knowledge graph inference experiments. It can also be combined with vector embeddings, graph neural networks, and other methods to construct computable behavioral cue interpretation frameworks and multimodal cognitive models.
DOI: 10.15468/dl.3ve6qd
title: Occurrence Download

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-40000.0",
 "Country is Spain",
 "TaxonKey is Myocastor coypus"
 ]
}

 The dataset includes 541 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022413-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2ttf6
title: Occurrence Download

description: A dataset containing 6309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((150.286 -9.863955000000001, 150.214689 -9.869512, 150.145126 -9.886049, 150.079018 -9.91316, 150.017989 -9.950179, 149.963536 -9.996198, 149.917 -10.050087, 149.879528 -10.110523, 149.852044 -10.176021, 149.835232 -10.244972, 149.829512 -10.315678, 149.835031 -10.386399, 149.851662 -10.455394, 149.879001 -10.520962, 149.916381 -10.581487, 149.962885 -10.635474, 150.017369 -10.68159, 150.078491 -10.718697, 150.144743 -10.745878, 150.214487 -10.76246, 150.286 -10.768033, 150.357513 -10.76246, 150.427257 -10.745878, 150.493509 -10.718697, 150.554631 -10.68159, 150.609115 -10.635474, 150.655619 -10.581487, 150.692999 -10.520962, 150.720338 -10.455394, 150.736969 -10.386399, 150.742488 -10.315678, 150.736768 -10.244972, 150.719956 -10.176021, 150.692472 -10.110523, 150.655 -10.050087, 150.608464 -9.996198, 150.554011 -9.950179, 150.492982 -9.91316, 150.426874 -9.886049, 150.357311 -9.869512, 150.286 -9.863955000000001))",
 "ClassKey is Aves",
 "Year is greater than or equal to 2015"
 ]
}

 The dataset includes 6309 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022412-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4eksah
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ZAF.4_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus"
 ]
}

 The dataset includes 100 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022414-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/jb49c7
title: PAN-00180209 - terra sigillata plate type Drag. 18/31 and 31

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180209&lt;/p&gt;
description: Modified: 2025-09-30T10:44:34+02:00
DOI: 10.15468/dl.5dyqkh
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((24.59589541781576 46.89279033544034,28.583657702475627 46.89279033544034,28.583657702475627 50.880552620100204,24.59589541781576 50.880552620100204,24.59589541781576 46.89279033544034))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus monedula"
 ]
}

 The dataset includes 64 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21223/p3/rq9ow6
title: Dataset for: Selected Phytophthora infestans isolates from Guatemala and Honduras

description: This database contains information on a carefully selected set of 237 Phytophthora infestans isolates from Guatemala and Honduras, along with 6 isolates used as clonal lineage references. These isolates were collected in FTA and the DNA was analyzed at CIP studying their phenotypic traits (such as mating type), and genotypic characteristics (including mtDNA, and SSR alleles) of the isolates. Understanding the structure of the P. infestans population is crucial for managing the disease effectively. This understanding aids in comprehending the diversity and distribution of the pathogen, as well as its correlation with potato production in Guatemala and Honduras. Furthermore, it serves as a foundational element in monitoring changes within P. infestans populations and assessing the associated risks for potato cultivation, especially under the influence of global warming.
DOI: 10.6084/m9.figshare.28053969
title: Decoding clinical trial jargon: helping people understand the efficacy end points used in cancer trials

description: People living with cancer should have access to clear and comprehensible
treatment information to empower informed decision-making. With the increasing
adoption of open access publishing and plain-language summaries, clinical trial
findings in journals are becoming more accessible. However, this will only help
patients if they are equipped with the relevant knowledge and understanding to
make sense of these findings. This podcast highlights the need to support this
aspect of health literacy by bringing together the perspectives of a patient, a
patient advocate and a medical oncologist. It is accompanied by two visual,
plain-language guides designed to help general audiences understand the key
efficacy end points that are commonly used in trials of solid tumor
treatments. A PDF version of this infographic is available as supplemental material. A PDF version of this infographic is available as supplemental material.
DOI: 10.6084/m9.figshare.28053969.v2
title: Decoding clinical trial jargon: helping people understand the efficacy end points used in cancer trials

description: People living with cancer should have access to clear and comprehensible
treatment information to empower informed decision-making. With the increasing
adoption of open access publishing and plain-language summaries, clinical trial
findings in journals are becoming more accessible. However, this will only help
patients if they are equipped with the relevant knowledge and understanding to
make sense of these findings. This podcast highlights the need to support this
aspect of health literacy by bringing together the perspectives of a patient, a
patient advocate and a medical oncologist. It is accompanied by two visual,
plain-language guides designed to help general audiences understand the key
efficacy end points that are commonly used in trials of solid tumor
treatments. A PDF version of this infographic is available as supplemental material. A PDF version of this infographic is available as supplemental material.
DOI: 10.6084/m9.figshare.28053969.v1
title: Decoding clinical trial jargon: helping people understand the efficacy end points used in cancer trials

description: People living with cancer should have access to clear and comprehensible treatment information to empower informed decision-making. With the increasing adoption of open access publishing and plain-language summaries, clinical trial findings in journals are becoming more accessible. However, this will only help patients if they are equipped with the relevant knowledge and understanding to make sense of these findings. This podcast highlights the need to support this aspect of health literacy by bringing together the perspectives of a patient, a patient advocate and a medical oncologist. It is accompanied by two visual, plain-language guides designed to help general audiences understand the key efficacy end points that are commonly used in trials of solid tumor treatments. A PDF version of this infographic is available as supplemental material. A PDF version of this infographic is available as supplemental material.
DOI: 10.6084/m9.figshare.30285328.v2
title: Determining the threshold value of surface runoff of South Koel River basin, Eastern India

description: The present study is an attempt to understand the surface runoff threshold phenomena of the South Koel River basin. The hydrological response unit-specific outputs of the Soil and Water Assessment Tool hydrological model for forest cover, agricultural land, and urban built-up area were used as input datasets for the study. Then, a one-way analysis of covariance model was used to capture the runoff sensitivity to changes in the aforementioned three land use and land cover classes. The results show that the threshold value of forested land, beyond which surface runoff begins to change significantly, is 1.35 km<sup>2</sup>. Similarly, the threshold value for agricultural land size is found to be 1.30 km<sup>2</sup>. In contrast, the built-up area exhibited insensitivity to alterations in surface runoff due to its limited coverage and scattered distribution. The findings can be applied for the formulation of effective strategies in water resource management.
DOI: 10.6084/m9.figshare.30285328
title: Determining the threshold value of surface runoff of South Koel River basin, Eastern India

description: The present study is an attempt to understand the surface runoff threshold phenomena of the South Koel River basin. The hydrological response unit-specific outputs of the Soil and Water Assessment Tool hydrological model for forest cover, agricultural land, and urban built-up area were used as input datasets for the study. Then, a one-way analysis of covariance model was used to capture the runoff sensitivity to changes in the aforementioned three land use and land cover classes. The results show that the threshold value of forested land, beyond which surface runoff begins to change significantly, is 1.35 km<sup>2</sup>. Similarly, the threshold value for agricultural land size is found to be 1.30 km<sup>2</sup>. In contrast, the built-up area exhibited insensitivity to alterations in surface runoff due to its limited coverage and scattered distribution. The findings can be applied for the formulation of effective strategies in water resource management.
DOI: 10.6084/m9.figshare.30285328.v1
title: Determining the threshold value of surface runoff of South Koel River basin, eastern India

description: The present study is an attempt to understand the surface runoff threshold phenomena of the South Koel River basin. The hydrological response unit specific outputs of the Soil and Water Assessment Tool hydrological model for forest cover, agricultural land, and urban built-up area were used as input datasets for the study. Then, the one-way Analysis of Covariance model was used to capture the runoff sensitivity to changes in aforementioned three land use and land cover classes. The results show that the threshold value of forested land, beyond which surface runoff begins to change significantly, is determined to be 1.35 km<sup>2</sup>. Similarly, the threshold value for agricultural land size is found to be 1.30 km<sup>2</sup>. In contrast, the built-up area exhibited insensitivity to alterations in surface runoff due to its limited coverage and scattered distribution. The findings can be applied for the formulation of effective strategies in water resource management.
DOI: 10.5281/zenodo.17483475
title: Dataset-2

description: Subset of the literature derived dataset curated by Devi et al.
DOI: 10.5281/zenodo.17483476
title: Dataset-2

description: Subset of the literature derived dataset curated by Devi et al.
DOI: 10.17026/ar/ewdnsu
title: PAN-00167437 - iron nail general

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00167437&lt;/p&gt;
description: Modified: 2025-08-11T14:17:59+02:00
DOI: 10.5281/zenodo.17791661
title: https://136bet.uk.net/

description: Recomendo o site de apostas 136bet pela segurança, bônus atraentes e excelente suporte para apostas esportivas online.  Marca:136bet Apostas  Site:https://136bet.uk.net/  Endereço:Centro digital 136bet, Lisboa  Número de telefone:+351-21-136bet  Email:suporte@https://136bet.uk.net/  Hashtag:#https://136bet.uk.net/
DOI: 10.5281/zenodo.17791662
title: https://136bet.uk.net/

description: Recomendo o site de apostas 136bet pela segurança, bônus atraentes e excelente suporte para apostas esportivas online.  Marca:136bet Apostas  Site:https://136bet.uk.net/  Endereço:Centro digital 136bet, Lisboa  Número de telefone:+351-21-136bet  Email:suporte@https://136bet.uk.net/  Hashtag:#https://136bet.uk.net/
DOI: 10.23729/fd-1b4288a2-3cdc-3451-96ee-7642750ea970
title: SAFER RACEMAT Set 2

description: Second batch of samples CT imaged in SAFER RACEMAT. Samples are various concrete cores that are related to Loviisa LILW storage. Collective preview entry at https://doi.org/10.23729/02e32287-d22e-455b-9913-4f0e2616d0a7 Preview dataset found at https://doi.org/10.23729/fd-57144945-b1ba-3964-842f-5c9ca1cc134a . To obtain data, please contact fairdata-pas@gtk.fi .
DOI: 10.7910/dvn/wskxbh
title: The Social Nature of Political (Dis)Interest: Conceptualizing and Validating Political (Dis)Interest as a Social Identity

description: Political interest is fundamental to democratic engagement. Yet, its conceptualization remains debated. In this agenda-setting study, we offer a new but important perspective by conceptualizing political (dis)interest as a social identity. We introduce two innovative measures: the Positive Political Interest Identity Scale (PPIS) and the Negative Political Interest Identity Scale (NPIS). Employing Item Response Theory, we demonstrate the construct validity of both scales in a preregistered study in the Netherlands (N=1,553). Using the same dataset, we demonstrate their predictive validity. Specifically, the PPIS and NPIS uncover substantial differences in political attitudes and behaviors both between and within individuals who identify as politically (dis)interested. Conceptualizing political (dis)interest as a social identity enriches our understanding of the concept and its implications for politically relevant attitudes and behaviors, while also informing interventions to foster political interest equally across all citizens.
DOI: 10.17028/rd.lboro.28123439
title: ShinyApps Index

description: A list of R/Shiny apps created by Lara Skelly.
DOI: 10.17028/rd.lboro.28123439.v10
title: ShinyApps Index

description: A list of R/Shiny apps created by Lara Skelly.
DOI: 10.17028/rd.lboro.28123439.v9
title: ShinyApps Index

description: A list of R/Shiny apps created by Lara Skelly.
DOI: 10.7910/dvn/zhfiiz
title: Chen happy primes generated by the Euler's polynomial n^2 + n + 41 (sequence)

description: The following dataset is a sequence of Chen happy primes generated by the Euler's polynomial n^2 + n + 41. I raise the question of whether there are infinitely many such primes.
DOI: 10.15468/dl.xtde3w
title: Occurrence Download

description: A dataset containing 64814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "StateProvince is Guangxi",
 "TaxonKey is Animalia",
 "Year 2011-2023"
 ]
}

 The dataset includes 64814 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022383-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.