cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34970/630662
title: Longitudinal overview images of posterior trunks

description: Digital camera photographs of the posterior trunk of patients at risk for melanoma, taken at UPMC Hillman Cancer Center as part of the 96-099 image/tissue banking protocol.

Images from "Development and narrow validation of computer vision approach to facilitate assessment of change in pigmented cutaneous lesions," corresponding author John M Kirkwood.
DOI: 10.34970/560760
title: Repeated Dermoscopic Images of Melanocytic Lesions

description: Dataset from a prospective, observational clinical cohort study to assess the consistency of two commercially available convolutional neural networks (CNNs) in classifying melanoma risk of five sequentially acquired dermoscopic images of melanocytic lesions on the torso. 117 repeat image series of 116 melanocytic lesions from 66 patients were included. Biopsies were performed in cases of suspected melanoma or two consecutive elevated CNN risk scores. Expert consensus including 1-year follow-up images (where available) confirmed benign dignity of lesions without histological assessment.    

Goessinger EV, Cerminara SE, Mueller AM, et al. Consistency of convolutional neural networks in dermoscopic melanoma recognition: A prospective real-world study about the pitfalls of augmented intelligence. J Eur Acad Dermatol Venereol. 2024;38(5):945-953. doi:10.1111/jdv.19777
DOI: 10.34970/401946
title: Consumer AI apps

description: A small study evaluated the accuracy of smartphone and web-based dermatology apps offering AI diagnostics using an independent test set of clinical images.       

Sun MD, Kentley J, Mehta P, Dusza S, Halpern AC, Rotemberg V. Accuracy of commercially available smartphone applications for the detection of melanoma. Br J Dermatol. 2022;186(4):744-746. doi:10.1111/bjd.20903
DOI: 10.34970/576276
title: PROVe-AI

description: We conducted a prospective, observational clinical validation study to assess the diagnostic accuracy of the AI algorithm (ADAE) in predicting melanoma from dermoscopy skin lesion images. Patients who had consented for a skin biopsy to exclude melanoma were eligible. All lesions underwent biopsy.
DOI: 10.34970/108631
title: Melanocytic lesions used for dermoscopic feature annotations

description: 248 dermoscopic images of melanocytic lesions (nevi and melanomas). The images were selected for exemplars of specific features, were contributed by 21 dermoscopy experts from around the world, and are comprised of 113 nevi and 133 melanomas (plus 1 AIMP and 1 dermatofibroma).
DOI: 10.15468/dl.d85mfx
title: Occurrence Download

description: A dataset containing 9302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is CAN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Asio flammeus",
 "Year 2000-2026"
 ]
}

 The dataset includes 9302 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004471-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdw6vp
title: Occurrence Download

description: A dataset containing 43865392 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.11_1"
 ]
 }
 ]
}

 The dataset includes 43865392 records from 932 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004399-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18749625
title: Stage-dependent transcriptional regulation of ICOS across metabolic liver disease progression and hepatocellular carcinoma (Figures and Supplementary data)
DOI: 10.5281/zenodo.18749626
title: Stage-dependent transcriptional regulation of ICOS across metabolic liver disease progression and hepatocellular carcinoma (Figures and Supplementary data)
DOI: 10.5281/zenodo.15367093
title: Adapting Clinical Chemistry Plasma as a Source for Liquid Biopsies

description: This dataset contains outputs from several analyses performed on plasma cell-free DNA samples, including viral read statistics, CpG methylation calls, genome-wide copy number profiles, and fragment length frequencies. These files are processed results from different computational workflows and support downstream exploratory and visualization tasks.
DOI: 10.5281/zenodo.18716750
title: Adapting Clinical Chemistry Plasma as a Source for Liquid Biopsies

description: This dataset contains outputs from several analyses performed on plasma cell-free DNA samples, including viral read statistics, CpG methylation calls, genome-wide copy number profiles, and fragment length frequencies. These files are processed results from different computational workflows and support downstream exploratory and visualization tasks.
DOI: 10.48511/2qk4sbqc
title: VOW 04 - Castlegar (13th Ave)

description: This dataset is part of the Living Lakes Canada Upper Columbia Basin Groundwater Monitoring Program, and contains a groundwater monitoring record for LLC VOW 04 - Castlegar (13th Ave). Additional information can be found in accompanying reports in the Groundwater Program Reports and Resources dataset.
DOI: 10.15468/dl.8pwyg5
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "StateProvince is Tamaulipas",
 "TaxonKey is Oxyrhynchus"
 ]
}

 The dataset includes 18 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004473-260221153910048/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/14936244
title: Dataset Objects Launched into Outer Space UNOOSA
DOI: 10.15468/dl.sm4639
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "StateProvince is Tamaulipas",
 "TaxonKey is Pachyrhizus erosus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004475-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e191681
title: Accounting for Limited Commitment between Spouses when Estimating Labor-Supply Elasticities
title: Archival Version

description: The Frisch elasticity of labor supply can be estimated by regressing hours worked on<br>the hourly wage rate, controlling for consumption of the individual worker. However,<br>most household panel surveys contain consumption information only at the household<br>level. We show that proxying individual consumption by household consumption biases<br>estimated Frisch elasticities downward as limited commitment in the household induces<br>individual consumption to behave differently from household consumption. We develop<br>an improved estimation approach that eliminates this bias by exploiting information on<br>the composition of household consumption to infer its distribution. Using PSID data, we<br>estimate Frisch elasticities of about 0.65 for men and 0.8 for women.<br><br>
DOI: 10.3886/e191681v1
title: Accounting for Limited Commitment between Spouses when Estimating Labor-Supply Elasticities
title: Version 1

description: The Frisch elasticity of labor supply can be estimated by regressing hours worked on<br>the hourly wage rate, controlling for consumption of the individual worker. However,<br>most household panel surveys contain consumption information only at the household<br>level. We show that proxying individual consumption by household consumption biases<br>estimated Frisch elasticities downward as limited commitment in the household induces<br>individual consumption to behave differently from household consumption. We develop<br>an improved estimation approach that eliminates this bias by exploiting information on<br>the composition of household consumption to infer its distribution. Using PSID data, we<br>estimate Frisch elasticities of about 0.65 for men and 0.8 for women.<br><br>
DOI: 10.15468/dl.kpzsx5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicerorhinus sumatrensis",
 "Year 1990-2011"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004477-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwydnb
title: Occurrence Download

description: A dataset containing 5692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Falco peregrinus"
 ]
}

 The dataset includes 5692 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004476-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/2zqtb2
title: Vulnerability and conservation and restoration priority area maps for 78 native tree species in Kenya

description: Vulnerability and conservation and restoration priority area maps for 78 native tree species in Kenya
&lt;br&gt;
&lt;br&gt; 
Methodology:Species distribution models were used to estimate the spatial distribution of the species and the exposure to climate change. Openly accessible spatial datasets were used to estimate the exposure to current threats (overexploitation, overgrazing, fire and habitat conversion). A trait-based sensitivity score was used to estimate the species-specific sensitivity to each of the threats. Vulnerability was calculated as the product of exposure and sensitivity.
DOI: 10.15468/dl.msw9kn
title: Occurrence Download

description: A dataset containing 434173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.12004 37.51866,-121.62079 37.51866,-121.62079 38.11918,-123.12004 38.11918,-123.12004 37.51866))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus brachyrhynchos",
 "Year 2005-2026"
 ]
}

 The dataset includes 434173 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004457-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdvtaa
title: Occurrence Download

description: A dataset containing 4365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "PublishingOrg is 19456090-b49a-11d8-abeb-b8a03c50a862",
 "TaxonKey is Elasmobranchii"
 ]
}

 The dataset includes 4365 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004479-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcvvrv
title: Occurrence Download

description: A dataset containing 1023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Centrolene charapita, Clibanornis erythrocephalus, Cyanocorax mystacalis, Sarkidiornis sylvicola, Trogon mesurus, Alouatta palliata, Brotogeris pyrrhoptera, Penelope barbata, Pyrrhura albipectus, Sarkidiornis melanotos, Sarkidiornis melanotus, Wetmorethraupis sterrhopteron, Lycalopex sechurae, Pecari tajacu, Puma concolor, Tamandua mexicana, Tremarctos ornatus, Celtis loxensis, Handroanthus billbergii, Handroanthus chrysanthus, Loxopterygium huasango, Crocodylus acutus)",
 "Year 2025-2026"
 ]
}

 The dataset includes 1023 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004480-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18749067
title: EIS data for freezing and warming a field cucumber.
DOI: 10.5281/zenodo.18749066
title: EIS data for freezing and warming a field cucumber.
DOI: 10.15468/b34y92
title: Amphibia and Reptilia (Luomus)

description: Amphibians and reptiles in the collection of MZH (Zoological Museum, Finnish Museum of Natural History Luomus), c 3000 samples (lots) in total.
DOI: 10.15468/dl.s23ncw
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Caryodendron orinocense [GBIF Backbone Taxonomy])",
 "Year is 2024",
 "StateProvince is one of (Guaviare)"
 ]
 }
 ]
}

 The dataset includes 267 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004483-260221153910048/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/14936278
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.7910/dvn/aftfcr
title: High-Frequency Monitoring Indicators (Diet Quality Guatemala)

description: Since 2024, the diet quality monitoring system in Guatemala has generated data from more than 400 participants across the central, eastern, and western regions of the country, through the use of the MEMO chatbot and the administration of the DQQ survey via WhatsApp.
&lt;br&gt;
&lt;br&gt; 
Methodology:
1. The diet quality monitoring process was implemented in close coordination with local partners, who played a key role in facilitating initial contact with participants and establishing trust at the community level. Through these partners, participants were invited to take part in the monitoring activities and were connected to the survey process.&lt;br&gt; 
2. Data collection was conducted using the Diet Quality Questionnaire (DQQ), administered on a biweekly basis via WhatsApp through the MEMO chatbot. At the beginning of each survey round, participants were presented with an informed consent form and voluntarily agreed to participate. This was followed by a short section collecting basic sociodemographic information, and subsequently the DQQ questions. To reduce access barriers, mobile data top-ups were provided to participants who required internet connectivity to complete the survey.&lt;br&gt; 
3. Participants who initiated but did not complete the survey received automated reminder messages to encourage completion and improve response rates. In total, 14 survey rounds were conducted in 2024, followed by an additional 7 rounds in 2025, with an average interval of approximately 15 days between rounds.&lt;br&gt; 
4. After each survey round, data were cleaned and validated to ensure consistency and quality. The analysis of diet quality indicators was conducted using Python, enabling automated calculation of key metrics. Consolidated results were shared with participants at the end of each survey campaign cycle, in December 2024 and December 2025, strengthening feedback loops and participant engagement.
DOI: 10.15468/dl.nvux3z
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Toxoplasma gondii"
 ]
}

 The dataset includes 907 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004484-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18010179
title: PAGG-Net: Physically Aligned High-Resolution Concrete Crack Dataset

description: This dataset contains high-resolution concrete surface images with pixel-wise crackannotations and four derived multi-scale tile databases used to train and evaluate PAGG-Net (Physically Aligned Glance–Gaze Network). Each original image (4224×5632 pixels) ispaired with a binary crack mask, and is tiled into strictly aligned multi-scale patchesat physical scales 1×, 2×, 4×, 8×, and 16×. The databases include detailed CSV mappingsand MD5 hashes for reproducibility, and preserve an image-level train/val/test split.The data support research on crack segmentation, multi-scale fusion, tiled inference,and automated infrastructure inspection.
DOI: 10.5281/zenodo.18010178
title: PAGG-Net: Physically Aligned High-Resolution Concrete Crack Dataset

description: This dataset contains high-resolution concrete surface images with pixel-wise crackannotations and four derived multi-scale tile databases used to train and evaluate PAGG-Net (Physically Aligned Glance–Gaze Network). Each original image (4224×5632 pixels) ispaired with a binary crack mask, and is tiled into strictly aligned multi-scale patchesat physical scales 1×, 2×, 4×, 8×, and 16×. The databases include detailed CSV mappingsand MD5 hashes for reproducibility, and preserve an image-level train/val/test split.The data support research on crack segmentation, multi-scale fusion, tiled inference,and automated infrastructure inspection.
DOI: 10.15468/dl.c8cm4a
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "StateProvince is Tamaulipas",
 "TaxonKey is Painteria"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004486-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kqr2n
title: Occurrence Download

description: A dataset containing 592088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Sprattus sprattus"
 ]
}

 The dataset includes 592088 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004429-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18749337
title: Hawai`i Cnidarian Reference Library 20260301

description: This project aimed to increase capacity for early detection of and response to marine invasive species thereby protecting reefs of the Hawaiian archipelago.  Our objective, to build an eDNA reference library of known native and invasive Cnidaria present in Hawai’i (and adjacent Pacific island chains), fills gaps in the existing NCBI database of genetic barcodes necessary to develop effective monitoring tools.  A more complete molecular reference library allows for eDNA detection from regular water sampling which is the most efficient technique for addressing thousands of miles of coastline across nearshore depth gradients.
description: Table 1. Cnidarian voucher specimens included in the reference barcode database. Taxon column shows the lowest taxonomic rank able to be determined by experts examining specimens. BPBM ID and ToBo ID are used to identify the unique specimens in each respective collection. Extraction method refers to the DNA extraction kit used, where plant = Omega BioTek EZNA Plant DNA DS Kit; salt out = DNA extraction by Salting-out based on Sunnucks & Hales (1996); tissue = Omega BioTek EZNA Tissue DNA Kit. An “X” indicates a consensus sequence was successfully built at the respective locus where: COII-igr-COI: COII8068F, COIOCTR (~1000bp); mtMutS: ND42599F, MUT3458R (~870bp); 28s: 28SPor100F, 28SLSU300R (297-328bp); COI: mlCOIintF, jgHCO2198 (313bp); 28s ANTH: Anth-28S-eDNA-F, Anth-28S-eDNA-R (~400bp).
DOI: 10.5281/zenodo.18749338
title: Hawai`i Cnidarian Reference Library 20260301

description: This project aimed to increase capacity for early detection of and response to marine invasive species thereby protecting reefs of the Hawaiian archipelago.  Our objective, to build an eDNA reference library of known native and invasive Cnidaria present in Hawai’i (and adjacent Pacific island chains), fills gaps in the existing NCBI database of genetic barcodes necessary to develop effective monitoring tools.  A more complete molecular reference library allows for eDNA detection from regular water sampling which is the most efficient technique for addressing thousands of miles of coastline across nearshore depth gradients.
description: Table 1. Cnidarian voucher specimens included in the reference barcode database. Taxon column shows the lowest taxonomic rank able to be determined by experts examining specimens. BPBM ID and ToBo ID are used to identify the unique specimens in each respective collection. Extraction method refers to the DNA extraction kit used, where plant = Omega BioTek EZNA Plant DNA DS Kit; salt out = DNA extraction by Salting-out based on Sunnucks & Hales (1996); tissue = Omega BioTek EZNA Tissue DNA Kit. An “X” indicates a consensus sequence was successfully built at the respective locus where: COII-igr-COI: COII8068F, COIOCTR (~1000bp); mtMutS: ND42599F, MUT3458R (~870bp); 28s: 28SPor100F, 28SLSU300R (297-328bp); COI: mlCOIintF, jgHCO2198 (313bp); 28s ANTH: Anth-28S-eDNA-F, Anth-28S-eDNA-R (~400bp).
DOI: 10.15468/dl.9byrj7
title: Occurrence Download

description: A dataset containing 69300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aratinga pertinax",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69300 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004448-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.