cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16813785
title: Linking drought characteristics and community functional traits to explain multidimensional forest stability

description: 1. Increasing frequency and intensity of drought events under global climate change pose critical threats to forest ecosystem stability. Yet, the multidimensional nature of stability including resistance, recovery and temporal invariability and its ecological drivers remain poorly understood, particularly in mature, structurally complex forests. 

2. Here, we integrate trait-based approaches with tree-ring reconstructions across temperate forests in northeastern China to investigate how functional composition and functional diversity influence different dimensions of forest community stability under varying drought regimes. Using a dataset of 234 drought events from 2001 to 2022, we quantified community biomass dynamics and four stability metrics.

3. We found significant linear or nonlinear relationships among stability dimensions, highlighting the strong interdependencies between resistance, recovery, resilience, and temporal invariability. Functional composition, especially traits associated with conservative strategies (high wood density), enhanced resistance, resilience and long-term stability, while acquisitive traits (high specific leaf area) promoted more rapid recovery and resilience. However, the benefits of acquisitive traits diminished with increasing drought intensity. Functional diversity improved resistance during prolonged drought periods, but negatively affected recovery, indicating context-dependent effects of trait complementarity.

4. Our study confirms the important role of adopting a multidimensional framework that integrates drought characteristics with community functional traits provides a robust basis for predicting forest responses to climate extremes and guiding management strategies to sustain ecosystem functioning.
DOI: 10.3535/j76-m47-qnj
title: Parvamussium retiolum Dijkstra, 1995

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kcc-xlh-lte
title: Boschitestella eloiseae Moolenbeek, 1994

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aha-81z-8qw
title: Filopaludina tricostata (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rbn-ha3-ekm
title: Propeamussium steindachneri (Sturany, 1899)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ljv-qtg-750
title: Epitonium clathrus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s8l-g9t-cb5
title: Fulvia hungerfordi (G. B. Sowerby III, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/crpfdjb4z4
title: Original Image Dataset – Close-up Images of Martian Analogue Rocks

description: This dataset contains original images of Martian analogue rocks, which were analysed in the publication “Close-up Imaging of Oxia Planum Analogue Samples Under Different Illumination Conditions: Preparing for the ExoMars Rover Mission” by Ligeza et al., 2025 (https://doi.org/10.3389/fspas.2025.1530408).
The purpose of this dataset is to make the original high-resolution images publicly available for further analysis, e.g., image processing or image analysis.

It consists of the following documents:

• A – Image Acquisition Procedure: Explains the process for replicating the image dataset with the same or similar analogue rocks. It includes the steps to recreate the analogue lighting conditions on Mars, representing midday, morning/evening, and diffused light (e.g., during the dust storm season), as well as the image acquisition parameters used for the CLUPI analogue camera (Canon EOS M50).
• B – Samples Summary: Contains image IDs and specifications.

It also includes folders with the images, grouped as follows:
1. Clastic sedimentary rocks
2. Rocks with Fe-Mg phyllosilicates
3. Igneous rocks
4. Evaporites, carbonates, and morphological biosignatures
5. Rocks with various morphological features

For additional information, please contact:
gabriela.ligeza@unibas.ch or nikolaus.kuhn@unibas.ch
DOI: 10.3535/kny-0lw-fy8
title: Cochlicopa lubricella (Porro, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aw7-ccx-fap
title: Crassadoma gigantea (J. E. Gray, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jtm-a6z-zt3
title: Ampullaceana balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vyc664
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003758-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/crpfdjb4z4.1
title: Original Image Dataset – Close-up Images of Martian Analogue Rocks

description: This dataset contains original images of Martian analogue rocks, which were analysed in the publication “Close-up Imaging of Oxia Planum Analogue Samples Under Different Illumination Conditions: Preparing for the ExoMars Rover Mission” by Ligeza et al., 2025 (https://doi.org/10.3389/fspas.2025.1530408).
The purpose of this dataset is to make the original high-resolution images publicly available for further analysis, e.g., image processing or image analysis.

It consists of the following documents:

• A – Image Acquisition Procedure: Explains the process for replicating the image dataset with the same or similar analogue rocks. It includes the steps to recreate the analogue lighting conditions on Mars, representing midday, morning/evening, and diffused light (e.g., during the dust storm season), as well as the image acquisition parameters used for the CLUPI analogue camera (Canon EOS M50).
• B – Samples Summary: Contains image IDs and specifications.

It also includes folders with the images, grouped as follows:
1. Clastic sedimentary rocks
2. Rocks with Fe-Mg phyllosilicates
3. Igneous rocks
4. Evaporites, carbonates, and morphological biosignatures
5. Rocks with various morphological features

For additional information, please contact:
gabriela.ligeza@unibas.ch or nikolaus.kuhn@unibas.ch
DOI: 10.3535/8cc-zka-zdr
title: Annachlamys striatula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c20-2s0-82s
title: Mimachlamys sanguinea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d4x-c63-mey
title: Acroloxus lacustris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2j6-rp3-179
title: Zonitoides nitidus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/323-era-t2x
title: Physella acuta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k8e-3st-dtw
title: Parvamussium pauciliratum (E. A. Smith, 1903)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8z-w84-arv
title: Perpolita hammonis (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/req-zp0-a09
title: Gyraulus albus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8x2-val-0xa
title: Pecten novaezelandiae Reeve, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9d3-nkw-063
title: Spisula subtruncata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0j7-0bp-4ky
title: Opisthostoma obtusum van Benthem Jutting, 1952

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/93g-wwl-90c
title: Delectopecten musorstomi Poutiers, 1981

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0c4-cvl-314
title: Cristigibba rhodomphala (Tapparone Canefri, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n4g-a0t-qz3
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/17a-164-lze
title: Flexopecten glaber (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2a9-eah-ahw
title: Alvania stocki Moolenbeek & Rolán, 1988

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyl-jnz-w69
title: Pseudamussium peslutrae (Linnaeus, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8z3-x63-yy7
title: Galba truncatula (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.eepgmt
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spermophilus alashanicus Büchner, 1888)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015479-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w99q4r
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Marmota himalayana (Hodgson, 1841))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 84 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015477-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3v5nz
title: Occurrence Download

description: A dataset containing 43113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mustela nivalis Linnaeus, 1766)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43113 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149709-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25380/iastate.7218602
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Datasets

description: This folder contains the datasets used to build Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) and the 17 tissue-specific mRNA isoform level functional networks. README file contains descriptions for each of the files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which have important diverse roles such as regulation of gene expression, human heritable diseases, and response to environmental stresses. However, very little has been done to assign functions at the mRNA isoform level. Functional networks, where the interactions are quantified by their probability of being involved in the same biological process are typically generated at the gene level. We use a diverse array of tissue-specific RNA-seq datasets and sequence information to train random forest models for predicting the functional networks following a leave-one-tissue-out strategy. Since there is no mRNA isoform-level gold standard, we use single isoform genes co-annotated to Gene Ontology biological process annotations, Kyoto Encyclopedia of Genes and Genomes pathways, BioCyc pathways and protein-protein interactions as functionally related (positive pair). To generate the non-functional pairs (negative pair), we use the Gene Ontology annotations tagged with “NOT” qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) in addition to an organism level reference functional network for mouse. We validate our predictions by comparing its performance with previous methods, randomized positive and negative class labels, updated Gene Ontology annotations, and by literature evidence.<br><b>Version 2:</b> improvements were made to the framework resulting in better performance and new datasets.<br>
DOI: 10.25380/iastate.7218857.v1
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Scripts

description: This folder contains all the scripts used to build Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION). The README file describes the purpose of every script. The scripts are documented in detail within the actual files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which
have important diverse roles such as regulation of gene expression, human
heritable diseases, and response to environmental stresses. However, very
little has been done to assign functions at the mRNA isoform level. Functional
networks, where the interactions are quantified by their probability of being
involved in the same biological process are typically generated at the gene
level. We use a diverse array of tissue-specific RNA-seq datasets and sequence
information to train random forest models for predicting the functional
networks following a leave-one-tissue-out strategy. Since there is no mRNA
isoform-level gold standard, we use single isoform genes co-annotated to Gene
Ontology biological process annotations, Kyoto Encyclopedia of Genes and
Genomes pathways, BioCyc pathways and protein-protein interactions as
functionally related (positive pair). To generate the non-functional pairs
(negative pair), we use the Gene Ontology annotations tagged with “NOT”
qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks
(TENSION) in addition to an organism level reference functional network for
mouse. We validate our predictions by comparing its performance with previous
methods, randomized positive and negative class labels, updated Gene Ontology
annotations, and by literature evidence.<br>
DOI: 10.25380/iastate.7218866
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Predictions

description: This folder contains the input and predictions of the random forest model used to develop the Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION). The README file describes the contents of the files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which have important diverse roles such as regulation of gene expression, human heritable diseases, and response to environmental stresses. However, very little has been done to assign functions at the mRNA isoform level. Functional networks, where the interactions are quantified by their probability of being involved in the same biological process are typically generated at the gene level. We use a diverse array of tissue-specific RNA-seq datasets and sequence information to train random forest models for predicting the functional networks following a leave-one-tissue-out strategy. Since there is no mRNA isoform-level gold standard, we use single isoform genes co-annotated to Gene Ontology biological process annotations, Kyoto Encyclopedia of Genes and Genomes pathways, BioCyc pathways and protein-protein interactions as functionally related (positive pair). To generate the non-functional pairs (negative pair), we use the Gene Ontology annotations tagged with “NOT” qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) in addition to an organism level reference functional network for mouse. We validate our predictions by comparing its performance with previous methods, randomized positive and negative class labels, updated Gene Ontology annotations, and by literature evidence.<br><b>Version 2:</b> improvements were made to the framework resulting in better performance and new datasets.
DOI: 10.15468/dl.xq2bf5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tunisia",
 "DatasetKey is CSIC-Real Jardín Botánico-Colección de Plantas Vasculares (MA)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 0363cbd4-f666-455e-8e86-0bbddcf51950",
 "TaxonKey is Arbutus unedo L."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053652-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4g7jcs
title: Occurrence Download

description: A dataset containing 1385027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.84012 36.4489,-81.21351 37.15134,-81.64319 38.32641,-82.86061 38.76049,-85.31335 36.4777,-81.84012 36.4489))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1385027 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118183-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge65hr
title: Occurrence Download

description: A dataset containing 33908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "GadmGid is CAN.9_1",
 "Month is one of (November, December, January, February, March)",
 "OccurrenceStatus is Present",
 "TaxonKey is Bubo scandiacus (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 33908 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103009-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6pr65
title: Occurrence Download

description: A dataset containing 1284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Frankliniella occidentalis (Pergande, 1895)"
 ]
}

 The dataset includes 1284 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245233-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqpa99
title: Occurrence Download

description: A dataset containing 1657355365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1657355365 records from 18426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008235-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vh5jlz
title: hou00201c00035

description: Dearing, J.H., Dr. Letter to the Commission, Braintree, Massachusetts, 1863 Oct. 15.
description: URN-3:FHCL.HOUGH:100526657
DOI: 10.7910/dvn/o9eaom
title: Prediction of Recidivism in Thefts and Burglaries Using Machine Learning

description: Abstract
Background/objectives: Theft and burglary are two crimes against property that have a great social impact. Their prevention drastically lowers victimization rates and the feeling of insecurity in the population. The objective of this investigation is to obtain an index that allows the prediction of repeat offenses by criminals in these types of crimes, in order to support decision-making with respect to preventative actions.

Methodology: In order to obtain the index, a group of machines learning was trained, with information provided by the Criminal Analysis and Investigative Focus System (CAIFS) from the Regional Public Prosecutor’s Office in Biobío, Chile. The information provided was from thefts and burglaries committed between 2012 and 2017 in the city of Concepción.

Findings/application: The results show a characterization of repeat offenders in these types of crime and a recurrence index that allows for a greater assertiveness in the prediction of recidivism than the method that is currently being used.

Keywords: Recidivism, Machine Learning, Criminal Analysis, Theft, Burglary.
DOI: 10.7910/dvn/7ojlnn
title: 1jmee

description: memoria
DOI: 10.7910/dvn/uwjycb
title: Replication Data for "Solidarity Between People of Color: Two Blockage Experiments Suggest it is Causal and Resistant to a Divisive Threat"

description: These files can be used to reproduce the results reported in the above named paper.
DOI: 10.21233/39p6-q581
title: Lake Biwa, North Basin ostracode surface sample dataset

description: Raw data for the Lake Biwa, North Basin ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/o9do3a
title: A00_12863.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/6d063ce3-cc6f-5a3a-a67e-18f8d2fcb5e6'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/6d063ce3-cc6f-5a3a-a67e-18f8d2fcb5e6
DOI: 10.7910/dvn/gudplm
title: Replication Data for: Heterogeneity in the Relationship between Automation and Industry-Level Wage Inequality

description: This is the replication data for "Heterogeneity in the Relationship between Automation and Industry-Level Wage Inequality" by Ann L. Owen and Yi Zhong