cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14288/1.0421951
title: Data for: Coexistence or conflict: black bear habitat use along an urban-wildland gradient

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p class="MsoNormal"&gt;The urban-wildland interface is expanding and increasing the risk of human-wildlife conflict. Some wildlife species adapt to or avoid living near people, while others select for anthropogenic resources and are thus more prone to conflict. To promote human-wildlife coexistence, wildlife and land managers need to understand how conflict relates to habitat and resource use in the urban-wildland interface. We investigated black bear (&lt;em&gt;Ursus americanus&lt;/em&gt;) habitat use across a gradient of human disturbance in a North American hotspot of human-black bear conflict. We used camera traps to monitor bear activity from July 2018 to July 2019, and compared bear habitat use to environmental and anthropogenic variables and spatiotemporal probabilities of conflict. Bears predominantly used areas of high vegetation productivity, avoided higher human densities, and increased their nocturnality near people. Still, bears used more high-conflict areas in summer and autumn, specifically rural lands with ripe crops. Our results suggest that bears are generally modifying their behaviours in the urban-wildland interface through spatial and temporal avoidance of humans, which may facilitate coexistence. However, conflict still occurs, especially in autumn when hyperphagia and peak crop availability attract bears to abundant rural food resources. To improve conflict mitigation practices, we recommend targeting seasonal rural attractants such as with pre-emptive fruit picking, bear-proof compost containment, and other forms of behavioural deterrence. By combining camera-trap monitoring of a large carnivore along an anthropogenic gradient with conflict mapping, we provide a framework for evidence-based improvements in human-wildlife coexistence.&lt;/p&gt;
DOI: 10.14288/1.0422915
title: Decoupling of height growth and drought or pest resistance tradeoffs is revealed through multiple common-garden experiments of lodgepole pine

description: We selected five lodgepole pine populations, representing a total of 224 maternal half-sib families, grown in four progeny test sites (&gt; 35 yrs) located along various climatic gradients in central Alberta, Canada. Across the four progeny test sites, we chose a total of 1,490 trees for phenotyping. Height growth (m) was measured at age 35-yr with a clinometer. Carbon isotope ratio (δ13C, in ‰) analysis was performed at Alberta Innovates in Victoria, using outside slabs cut and ground from the 5 mm increment cores taken from the north side of each tree at approximately breast height (1.3 m) at age 35. Samples were analyzed using an established method on a MAT253 Mass Spectrometer with Conflo IV interface and a Fisons NA1500 EA. We assessed the severity of WGR infection in the test sites by a qualitative scoring system with discrete categories ranging from no gall symptoms to deceased (four tiers) for all trees sampled at age 36-yr. We also investigated these trees’ suitability to MPB. Host tree suitability to the beetles was evaluated by quantifying defense chemicals (mainly monoterpenes) using a Gas Chromatography/Flame Ionization Detector based on cambial tissues collected by a hole punch when trees were actively growing, coinciding with MPB flight in western Canada. Then, chemical profiling was performed to test against MPB performance based on laboratory bioassays. A cutoff of four categories was used to classify trees with different MPB suitability levels. In addition, we performed dendrochronological analysis to calculate drought resistance indices based on changes in tree-ring width before and after drought event.
DOI: 10.14288/1.0421949
title: Global squamate presence-absence matrix

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;This dataset contains a global presence-absence matrix for 10,215 species of terrestrial squamates (lizards and snakes), constructed from the GARD 1.5 species range shapefiles&lt;span style="font-family:Calibri , sans-serif;"&gt;&lt;span style="font-size:14.6667px;"&gt;.&lt;/span&gt;&lt;/span&gt; Suitable for global diversity analyses using the R package LetsR. It consists of a list including three elements (1) a presence-absence matrix for all 96x96 km global terrestrial grid cells (48800 grid cells have at least one species), (2) a raster summarizing global richness patterns, and (3) a list of species.&lt;/p&gt;
DOI: 10.15468/dl.wg24af
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-94.05537 9.97164,-63.94463 9.97164,-63.94463 22.02836,-94.05537 22.02836,-94.05537 9.97164))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Icterus leucopteryx (Wagler, 1827)",
 "Year 2015-2025"
 ]
}

 The dataset includes 318 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013017-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15524329
title: Automated decision-making in public administration

description: This file includes metadata of the list of published articles used in a literature analysis (manuscript currently under peer-review). It includes article author names, article title, the complete reference, and the initial codes assigned by the manuscript authors.
DOI: 10.15468/dl.za4a67
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Philippines, Malaysia, Viet Nam, Thailand, Indonesia)",
 "TaxonKey is Musa ×paradisiaca L."
 ]
}

 The dataset includes 381 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008270-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15551915
title: Automated decision-making in public administration

description: This file includes metadata of the list of published articles used in a literature analysis (manuscript currently under peer-review). It includes article author names, article title, the complete reference, and the initial codes assigned by the manuscript authors.
DOI: 10.34740/kaggle/dsv/12004474
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.jhaxru
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmeriformes",
 "Geometry POLYGON ((40.2542 -7.2836, 40.3029 -7.1504, 35.9648 -7.1504, 35.9648 -16.1504, 40.6365 -16.1504, 41.3042 -15.0287, 41.3321 -14.414, 41.0824 -13.7539, 41.0579 -13.1811, 41.2109 -10.9003, 40.7985 -9.9904, 40.2764 -9.7003, 39.994 -8.7002, 40.4062 -7.7189, 40.2542 -7.2836))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008271-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4usbzv
title: Occurrence Download

description: A dataset containing 6907 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera tigris (Linnaeus, 1758)"
 ]
}

 The dataset includes 6907 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002591-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/36t-knv-egv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bqv-dvk-r3s
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dn9-zsr-kjf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xjf-nq4-zby
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l4h-hed-ype
title: Adelosina bicornis (Walker & Jacob, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v31-80k-r0s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h64-15w-d4d
title: Phacops

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wv-wxe-n7d
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zp3-j7e-9g5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dtg-34z-rbn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mgf-n4l-439
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qz3-t6g-mtv
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zbd-yd2-t7r
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dhd-jhr-ggh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6n-220-7js
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ag0-1gl-z92
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wzd-v30-8z4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zs-pgh-rv9
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/939-m13-em4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s9r-bgd-wyg
title: Galeorhinus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1bg-8wy-2bs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vwn-xfk-7tr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2f6-74m-3md
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lgf-lth-kz4
title: Favia De Blainville, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.2br7k8
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia pineticola",
 "Year 1000-2025"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023735-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/180-1vy-tkh
title: Phacops

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ka9-hvm-fva
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0g-2j2-a31
title: Rhinoceros Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hmd-s0w-zjz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/msa-knl-tl5
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nym-v22-2vs
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy7-665-3a7
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/62w-5x7-c42
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lp0-tda-x7v
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xa-232-jpq
title: Proetus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/783-lpr-gj6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r6h-e6a-gp6
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sb5-4ve-vdz
title: †Goniopora astraeoides (Martin, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kx5-7lp-a2m
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lzm-e50-ayp
title: †Proetidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwf-0py-bsa
title: Lopha Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50e-n1g-t50
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6cj-46y-dc3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jd3-x33-qht
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzn-w8g-6hf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vj98aa
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.41_1, USA.34_1, USA.1_1, USA.47_1, USA.11_1, USA.10_1)",
 "TaxonKey is Spilogale putorius"
 ]
}

 The dataset includes 640 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029011-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3bzdb
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Zenia insignis"
 ]
}

 The dataset includes 127 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038346-251025141854904/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.30632780.v1
title: Additional Data 1. Differentially expressed genes

description: Differentially expressed genes along the upper and lower trajectory, related to Figure S2B.
DOI: 10.15468/dl.kbjzbd
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ditylenchus dipsaci"
 ]
}

 The dataset includes 117 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038349-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17626205
title: Agarwood dataset

description: Collected agarwood pest and disease detection dataset
DOI: 10.5281/zenodo.17626206
title: Agarwood dataset

description: Collected agarwood pest and disease detection dataset
DOI: 10.15468/dl.3esxts
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucommia ulmoides",
 "Year 1980-2025"
 ]
}

 The dataset includes 312 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038350-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6unk62
title: Occurrence Download

description: A dataset containing 1836447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is f5fc4e61-b7a0-414b-ab68-b41cb23e7fdc",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1836447 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038348-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6mwyr
title: Occurrence Download

description: A dataset containing 2111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nassella hyalina"
 ]
}

 The dataset includes 2111 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038352-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc2pk6
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Palaopartula leucothoe"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038354-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13760257
title: Egypt Gold Prices | Daily Updated
DOI: 10.5281/zenodo.17534708
title: A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials

description: This study-level dataset underpins the scoping review “A Quantitative Analysis of Global Artificial Intelligence-related Medical Studies: An Urgent Call for More, and Better Randomized Controlled Trials.” It includes all 4,667 primary studies with a substantial AI component that were extracted from 218 systematic reviews of medical AI published between 2012 and 2024. Each row corresponds to one primary study and contains standardized variables describing: bibliographic information (review ID, first author, publication year), research stage along the AI development pathway (preclinical development/offline validation, early live clinical evaluation, comparative prospective evaluation/RCT), medical specialty (mapped to first-level ICD-11 categories), country/region, center type (single center, single-country multicenter, multinational multicenter), sample size, and the AI role in clinical practice (diagnostic yield/performance, clinical decision-making, care management, patient behavior/symptoms). For studies identified as randomized controlled trials, additional fields capture design characteristics (e.g., comparator type, randomization unit), primary outcome type and direction of effect, and self-reported adherence to reporting guidelines. The dataset contains no patient-level data and only includes information available from published articles. It is intended to facilitate secondary analyses of temporal trends, geographic and specialty concentration, study design features, and reporting practices in medical AI research, and to support methodological, policy, and implementation work aimed at improving the evidence base for AI in healthcare.
DOI: 10.5281/zenodo.17626228
title: Underwater images collected by a Kite surf in Le-Morne, Mauritius - 2018-03-10

description: This dataset was collected by a Kite surf in Le-Morne, Mauritius - 2018-03-10. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!