cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17749805
title: Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins

description: ProModEv (Protein Model Evaluation portal) is a platform developed for benchmarking and evaluating Artificial Intelligence (AI) and Machine Learning (ML) tools used in protein structure prediction, including AlphaFold2, AlphaFold3, and ESMFold. It features an interactive, user-friendly dashboard that offers clear visualizations of performance metrics and comparative data, facilitating seamless exploration and analysis.

The primary aim of ProModEv is to systematically assess the accuracy of these AI/ML-based methods relative to experimentally determined structures sourced from the Protein Data Bank (PDB). The portal underscores the prediction accuracy of these tools for both monomeric and oligomeric proteins, aiding researchers in identifying their strengths and limitations.
DOI: 10.5281/zenodo.17749804
title: Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins

description: ProModEv (Protein Model Evaluation portal) is a platform developed for benchmarking and evaluating Artificial Intelligence (AI) and Machine Learning (ML) tools used in protein structure prediction, including AlphaFold2, AlphaFold3, and ESMFold. It features an interactive, user-friendly dashboard that offers clear visualizations of performance metrics and comparative data, facilitating seamless exploration and analysis.

The primary aim of ProModEv is to systematically assess the accuracy of these AI/ML-based methods relative to experimentally determined structures sourced from the Protein Data Bank (PDB). The portal underscores the prediction accuracy of these tools for both monomeric and oligomeric proteins, aiding researchers in identifying their strengths and limitations.
DOI: 10.15468/dl.x5g462
title: Occurrence Download

description: A dataset containing 476 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus brutia Ten."
 ]
}

 The dataset includes 476 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003131-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3443
title: Dataset in support of the article "Nanojoule-energy-level, polarization-maintaining, dissipative-soliton mode-locked thulium fiber laser at 1876 nm"

description: This dataset supports the publication by Panuwat Srisamran et al (2025) "Nanojoule-energy-level, polarization-maintaining, dissipative-soliton mode-locked thulium fiber laser at 1876 nm" published in Optics and Laser Technology.
DOI: 10.15468/dl.g7uu34
title: Occurrence Download

description: A dataset containing 4516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Graz, Institute of Plant Sciences - Herbarium GZU",
 "Country is Croatia"
 ]
}

 The dataset includes 4516 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skcu66
title: Occurrence Download

description: A dataset containing 9165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 9165 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003129-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hz78a8
title: Occurrence Download

description: A dataset containing 5286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Steiermärkisches Landesmuseum Joanneum - Herbarium GJO",
 "Country is Croatia"
 ]
}

 The dataset includes 5286 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003134-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhhzrw
title: Occurrence Download

description: A dataset containing 4011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meise Botanic Garden Herbarium (BR)",
 "Country is Croatia"
 ]
}

 The dataset includes 4011 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/z7qzkc
title: Supplementary Dataset- Chapter 2

description: Supplementary Dataset- Chapter 2: Systematic Review and Meta-analysis of Dengue Severity Biomarkers.
Supplementary data supporting Chapter 2 of the PhD thesis and the related publication in Scientific Reports.
Word file: Contains Supplementary Tables S1–S4, Supplementary Figure S1 (A–B), and Supplementary Files S2–S3 as referenced in the publication.
Excel file: Supplementary File S1 containing the extracted dataset used for meta-analysis.
DOI: 10.15468/dl.rppgt2
title: Occurrence Download

description: A dataset containing 44177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Nocardioides Prauser, 1976"
 ]
}

 The dataset includes 44177 records from 480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003132-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15525737
title: PM25 concentration in Europe on 26th May 2025

description: PM25 concentration in the European territory. The dataset has been created using the OpenAQ dataset through Python
DOI: 10.5281/zenodo.15525739
title: PM25 concentration in Europe on 26th May 2025

description: PM25 concentration in the European territory. The dataset has been created using the OpenAQ dataset through Python
DOI: 10.6084/m9.figshare.28768169
title: Identification of Biomarkers to Distinguish Between Korean and Russian Snow Crabs Using Omics-Related Techniques, Fatty Acid Profiling, and Multivariate Statistical Analysis

description: The nutritional composition of snow crabs (<i>Chionoecetes opilio</i>) varies substantially by geographic origin. This study aimed to determine differences in the fatty acid profiles of Russian and Korean snow crabs and to identify origin-based biomarkers. Fatty acid analysis and multivariate statistical analysis were performed to identify distinguishing compounds. Significant differences (<i>p</i> &lt; 0.05) were found in docosahexaenoic acid (DHA) and eicosapentaenoic acid (EPA), with cut-off values set at 18.90% and 33.55% of total fatty acids, respectively. A statistical model was developed and validated to distinguish geographic origin, providing a reliable tool for food origin verification and supporting regulatory efforts and consumer confidence.
DOI: 10.6084/m9.figshare.28768169.v1
title: Identification of Biomarkers to Distinguish Between Korean and Russian Snow Crabs Using Omics-Related Techniques, Fatty Acid Profiling, and Multivariate Statistical Analysis

description: The nutritional composition of snow crabs (<i>Chionoecetes opilio</i>) varies substantially by geographic origin. This study aimed to determine differences in the fatty acid profiles of Russian and Korean snow crabs and to identify origin-based biomarkers. Fatty acid analysis and multivariate statistical analysis were performed to identify distinguishing compounds. Significant differences (<i>p</i> &lt; 0.05) were found in docosahexaenoic acid (DHA) and eicosapentaenoic acid (EPA), with cut-off values set at 18.90% and 33.55% of total fatty acids, respectively. A statistical model was developed and validated to distinguish geographic origin, providing a reliable tool for food origin verification and supporting regulatory efforts and consumer confidence.
DOI: 10.5281/zenodo.15525710
title: PM10 Concentration in Japan

description: A brief project to extract PM 10 concentration from Japan. Data set has been created using the OpenAQ data through a python script
DOI: 10.5281/zenodo.15525711
title: PM10 Concentration in Japan

description: A brief project to extract PM 10 concentration from Japan. Data set has been created using the OpenAQ data through a python script
DOI: 10.6084/m9.figshare.29153969
title: · <i>The Century Equation of Centrifugal Pumps: Euler’s Model Has Reached Its Limit!</i> Item

description: · <i>This paper proposes a major reformulation of Euler’s classical head equation for centrifugal pumps by integrating a synthetic head formula that reflects both the hydraulic limits and design insights. The proposed model reconstructs the H–Q curve as a superposition of two quadratic states, corresponding to Q = 0 and Q = Qₐₓ, with the final expression: H = Hₐₓ</i><i>⋅</i><i>(1 − Q/Qₐₓ)². This unifies empirical data and mechanistic understanding into a comprehensive equation that addresses legacy constraints and modern performance needs.</i><br>
DOI: 10.6084/m9.figshare.29153969.v1
title: · <i>The Century Equation of Centrifugal Pumps: Euler’s Model Has Reached Its Limit!</i> Item

description: · <i>This paper proposes a major reformulation of Euler’s classical head equation for centrifugal pumps by integrating a synthetic head formula that reflects both the hydraulic limits and design insights. The proposed model reconstructs the H–Q curve as a superposition of two quadratic states, corresponding to Q = 0 and Q = Qₐₓ, with the final expression: H = Hₐₓ</i><i>⋅</i><i>(1 − Q/Qₐₓ)². This unifies empirical data and mechanistic understanding into a comprehensive equation that addresses legacy constraints and modern performance needs.</i><br>
DOI: 10.5525/gla.researchdata.1978
title: Phenotypic plasticity as a route to population shifts via tipping points
DOI: 10.15468/dl.e5p3d2
title: Occurrence Download

description: A dataset containing 446010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alyssum turkestanicum Regel & Schmalh., Odontarrhena fragillima (Bald.) Španiel, Al-Shehbaz, D.A.German & Marhold, Alyssum granatense Boiss. & Reut., Odontarrhena masmenaea (Boiss.) Španiel, Al-Shehbaz, D.A.German & Marhold, Meniocus meniocoides (Boiss.) Hadač & Chrtek, Alyssum montanum L., Alyssum mouradicum Boiss. & Balansa, Odontarrhena alpestris (L.) Ledeb., Odontarrhena muralis (Waldst. & Kit.) Endl., Alyssum fastigiatum Heywood, Alyssum wulfenianum Bernh. ex Willd., Odontarrhena peltarioidea (Boiss.) Španiel, Al-Shehbaz, D.A.German & Marhold, Physaria purpurea (A.Gray) O'Kane & Al-Shehbaz, Alyssum sphacioticum Boiss. & Heldr., Hormathophylla spinosa (L.) P.Küpfer, Alyssum stapfii Vierh., Alyssum strictum Willd., Alyssum strigosum Banks & Sol., Amaranthus albus L., Amaranthus blitoides S.Watson, Amaranthus blitum L., Amaranthus crispus (Lesp. & Thévenau) N.Terracc., Amaranthus cruentus L., Amaranthus graecizans L., Amaranthus hybridus L., Amaranthus hypochondriacus L., Amaranthus powellii S.Watson, Amaranthus retroflexus L., Ambrosia artemisiifolia L., Ambrosia maritima L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 446010 records from 2351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003137-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2frtcx
title: Occurrence Download

description: A dataset containing 38212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amazona aestiva (Linnaeus, 1758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 38212 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013931-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rw9er3
title: Occurrence Download

description: A dataset containing 3649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euplectus karstenii (Reichenbach, 1816))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3649 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068042-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtmpw8
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ateles chamek (Humboldt, 1812))"
 ]
}

 The dataset includes 224 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049570-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gcfb8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pennellia microsperma (Rollins) R.A.Price, C.D.Bailey & Al-Shehbaz"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068064-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaq6vx
title: Occurrence Download

description: A dataset containing 3464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Prionops retzii",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3464 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081643-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7s9y4
title: Occurrence Download

description: A dataset containing 11856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Entolasia marginata (R.Br.) Hughes)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11856 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068043-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32kvr5
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megalagrion nigrohamatum nigrolineatum (Perkins, 1899)"
 ]
}

 The dataset includes 257 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013951-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry936j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((18.331109 40.371052,18.331636 40.370611,18.331964 40.370218,18.332392 40.370019,18.332451 40.369757,18.333076 40.369084,18.334107 40.36823,18.334266 40.367998,18.334462 40.367689,18.335439 40.367133,18.336315 40.366549,18.337538 40.366046,18.338271 40.365803,18.338582 40.365631,18.339374 40.365127,18.340802 40.364717,18.34205 40.364396,18.342588 40.364132,18.343402 40.363443,18.344169 40.362758,18.345108 40.362278,18.345837 40.361669,18.346826 40.360856,18.348013 40.3601,18.349517 40.359208,18.351064 40.358275,18.351327 40.358107,18.35255 40.357605,18.353011 40.357127,18.353601 40.356896,18.354629 40.356372,18.354851 40.356244,18.354821 40.356027,18.355132 40.355855,18.355438 40.355647,18.355513 40.355494,18.355494 40.35502,18.355601 40.354754,18.356081 40.354422,18.356208 40.354302,18.356305 40.353964,18.356461 40.353365,18.357332 40.352745,18.359512 40.351211,18.360573 40.350575,18.360974 40.350359,18.361165 40.350014,18.36173 40.349601,18.363186 40.348713,18.364098 40.348382,18.364478 40.348021,18.364784 40.347813,18.365109 40.347054,18.365965 40.346325,18.366156 40.345979,18.36639 40.345594,18.369162 40.343499,18.369525 40.343359,18.370063 40.343095,18.370241 40.342312,18.370693 40.341432,18.371171 40.340404,18.371975 40.339642,18.372477 40.339125,18.373358 40.338576,18.373828 40.338172,18.374014 40.33779,18.374295 40.337401,18.374459 40.337204,18.367738 40.335702,18.36645 40.33676,18.365599 40.337526,18.360532 40.341017,18.360184 40.341265,18.359805 40.341296,18.356776 40.340518,18.356046 40.340431,18.350214 40.344277,18.349935 40.344336,18.348182 40.343783,18.346927 40.343373,18.346606 40.343472,18.342458 40.346009,18.342459 40.346016,18.337519 40.349049,18.337217 40.350319,18.336308 40.351016,18.335961 40.35196,18.332449 40.352539,18.331949 40.352726,18.331634 40.353025,18.331119 40.354333,18.330814 40.355933,18.330549 40.356431,18.327182 40.359086,18.326966 40.35925,18.326734 40.361027,18.326493 40.361707,18.325517 40.363984,18.323692 40.365671,18.32347 40.365799,18.321713 40.368323,18.320305 40.370599,18.318833 40.3731,18.318502 40.375545,18.318047 40.376059,18.317591 40.376572,18.319287 40.377057,18.319752 40.37592,18.320392 40.375355,18.322308 40.37432,18.324344 40.373458,18.326975 40.372401,18.328408 40.372028,18.329246 40.37185,18.329572 40.371787,18.33011 40.371523,18.331109 40.371052)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027046-230530130749713/datasets/export for details.
DOI: 10.15468/dl.c4dtjq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes necae Archila"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006938-230530130749713/datasets/export for details.
DOI: 10.15468/dl.e8bmmh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemidactylus malcolmsmithi (Constable, 1949))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027964-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4e2u4q
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Réseau Loup - Lynx ONCFS - Lynx 1988 présence Régulière Mailles 10km Réseau Loup-Lynx ONCFS"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013954-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2bp4f
title: Occurrence Download

description: A dataset containing 751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Prionops scopifrons",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 751 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081649-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmc55p
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lampropeltis ruthveni Blanchard, 1920)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027965-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ny4s3f
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Belloa schultzii (Wedd.) Cabrera"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049577-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y8hxk
title: Occurrence Download

description: A dataset containing 7225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.29661 19.52609,-97.94554 19.52609,-97.94554 19.69886,-98.29661 19.69886,-98.29661 19.52609))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7225 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013913-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6suxts
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Prionops rufiventris",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 111 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081650-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33w974
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristolochia acontophylla Pfeifer"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049576-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.