cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v9az9x
title: Occurrence Download

description: A dataset containing 11956 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)"
 ]
 }
 },
 "TaxonKey is Piptatherum P.Beauv."
 ]
}

 The dataset includes 11956 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013461-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15555615
title: Replication Package for "Cataloguing Hugging Face Models to Software Engineering Activities: Automation and Findings" - OLD

description: This replication package supports the paper "Cataloguing Hugging Face Models to Software Engineering Activities: Automation and Findings". It includes a README file and scripts with detailed instructions for replicating the study. The package also contains all relevant data, including the raw dataset, human validation annotations, and the final curated dataset.
DOI: 10.5281/zenodo.15556205
title: Replication Package for "Cataloguing Hugging Face Models to Software Engineering Activities: Automation and Findings" - OLD

description: This replication package supports the paper "Cataloguing Hugging Face Models to Software Engineering Activities: Automation and Findings". It includes a README file and scripts with detailed instructions for replicating the study. The package also contains all relevant data, including the raw dataset, human validation annotations, and the final curated dataset.
DOI: 10.15468/dl.jp5wu7
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrethrum partheniifolium Willd."
 ]
}

 The dataset includes 100 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009543-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (1-(4-methoxyphenyl)sulfonyl-4-methylbenzene)
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n/chmo0001146
title: 1H--13C heteronuclear single quantum coherence (1H-13C HSQC) (1-(4-methoxyphenyl)sulfonyl-4-methylbenzene)
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: dataset for 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n.1
title: 1-(4-methoxyphenyl)sulfonyl-4-methylbenzene
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3, and canonical SMILES descriptor[cheminf_000007]: COc1ccc(cc1)S(=O)(=O)c1ccc(cc1)C, and by the IUPAC name[cheminf_000107]: 1-(4-methoxyphenyl)sulfonyl-4-methylbenzene.
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-59478

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 104.5 (°C)
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0001146 | 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0000630 | infrared absorption spectroscopy (IR)
 
 CHMO:0002338 | electrospray ionisation time-of-flight quadrupole detection (ESI Q-TOF)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n/chmo0002338
title: electrospray ionisation time-of-flight quadrupole detection (ESI Q-TOF) (1-(4-methoxyphenyl)sulfonyl-4-methylbenzene)
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: dataset for electrospray ionisation time-of-flight quadrupole detection (ESI Q-TOF)
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (1-(4-methoxyphenyl)sulfonyl-4-methylbenzene)
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/rhzgftnggqahiq-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (1-(4-methoxyphenyl)sulfonyl-4-methylbenzene)
title: InChI=1S/C14H14O3S/c1-11-3-7-13(8-4-11)18(15,16)14-9-5-12(17-2)6-10-14/h3-10H,1-2H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.15468/dl.kbkb2y
title: Occurrence Download

description: A dataset containing 3351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Valeriana officinalis, Valeriana exaltata, Valeriana exaltata, Valeriana exaltata)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3351 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002577-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (1-methyl-4-(4-methylphenyl)sulfonylbenzene)
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (1-methyl-4-(4-methylphenyl)sulfonylbenzene)
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n/chmo0001146
title: 1H--13C heteronuclear single quantum coherence (1H-13C HSQC) (1-methyl-4-(4-methylphenyl)sulfonylbenzene)
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: dataset for 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n/chmo0002337
title: electrospray ionisation quadrupole detection (ESI Q Trap) (1-methyl-4-(4-methylphenyl)sulfonylbenzene)
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: dataset for electrospray ionisation quadrupole detection (ESI Q Trap)
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n.1
title: Di-p-tolyl sulfone
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3, and canonical SMILES descriptor[cheminf_000007]: Cc1ccc(cc1)S(=O)(=O)c1ccc(cc1)C, and by the IUPAC name[cheminf_000107]: 1-methyl-4-(4-methylphenyl)sulfonylbenzene.
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-59012

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 156.9 (°C)
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000630 | infrared absorption spectroscopy (IR)
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0002337 | electrospray ionisation quadrupole detection (ESI Q Trap)
 
 CHMO:0001146 | 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/weaycyaivoiumg-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (1-methyl-4-(4-methylphenyl)sulfonylbenzene)
title: InChI=1S/C14H14O2S/c1-11-3-7-13(8-4-11)17(15,16)14-9-5-12(2)6-10-14/h3-10H,1-2H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.15468/dl.gqtv3m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((113.033 -1.431819, 112.962715 -1.437385, 112.89416 -1.453945, 112.829021 -1.481093, 112.768901 -1.518159, 112.715282 -1.564233, 112.669481 -1.618179, 112.632628 -1.67867, 112.605629 -1.744217, 112.589152 -1.813207, 112.583601 -1.883942, 112.589116 -1.954679, 112.605561 -2.023677, 112.632534 -2.089237, 112.669371 -2.149744, 112.715166 -2.203708, 112.768791 -2.249799, 112.828927 -2.286881, 112.894091 -2.314041, 112.962679 -2.33061, 113.033 -2.336179, 113.103321 -2.33061, 113.171909 -2.314041, 113.237073 -2.286881, 113.297209 -2.249799, 113.350834 -2.203708, 113.396629 -2.149744, 113.433466 -2.089237, 113.460439 -2.023677, 113.476884 -1.954679, 113.482399 -1.883942, 113.476848 -1.813207, 113.460371 -1.744217, 113.433372 -1.67867, 113.396519 -1.618179, 113.350718 -1.564233, 113.297099 -1.518159, 113.236979 -1.481093, 113.17184 -1.453945, 113.103285 -1.437385, 113.033 -1.431819))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002578-260119153935675/datasets/export for details.
DOI: 10.15468/dl.474a6t
title: Occurrence Download

description: A dataset containing 10752 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is DEU.1.13.4_1"
 ]
}

 The dataset includes 10752 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006959-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqwhd6
title: Occurrence Download

description: A dataset containing 3058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Halenia elliptica D.Don"
 ]
}

 The dataset includes 3058 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006961-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngnptf
title: Occurrence Download

description: A dataset containing 561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "Geometry POLYGON((87.77678 -9.89949,137.22322 -9.89949,137.22322 9.89949,87.77678 9.89949,87.77678 -9.89949))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Shorea parvifolia Dyer"
 ]
}

 The dataset includes 561 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006962-250525065834625/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/11997194
title: Junior Eurovision DataSet 2024 to 2002
DOI: 10.15468/dl.rnyuun
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strombocactus disciformis (DC.) Britton & Rose"
 ]
}

 The dataset includes 219 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011674-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz8auy
title: Occurrence Download

description: A dataset containing 422794 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archaea"
 ]
}

 The dataset includes 422794 records from 770 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011663-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbzeqs
title: Occurrence Download

description: A dataset containing 44650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx rufus (Schreber, 1777)"
 ]
}

 The dataset includes 44650 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000961-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lj2qrl
title: Replication data for: Ill health and distraction at work: costs and drivers for productivity loss

description: Replication data for: Ill health and distraction at work: costs and drivers for productivity loss
DOI: 10.7910/dvn/nwfacj
title: Kausalprozesse auf mehreren Ebenen: Ein Plädoyer für vertikale Integration in der Bürgerkriegsforschung

description: Replication data for Weidmann, Nils B. (2009) Kausalprozesse auf mehreren Ebenen: Ein Plädoyer für vertikale Integration in der Bürgerkriegsforschung [Causal Processes at Multiple Levels: A Plea for Vertical Integration in Civil War Research]. Politische Vierteljahresschrift [German Political Science Quarterly] 43 (2009).
DOI: 10.7910/dvn/ugjcuw
title: Replication Data for: Estimating the Economic Cost of Setting up a Nuclear Power Plant at Rooppur in Bangladesh

description: This is the data file used in the article for calculating the Levelized Cost of Electricity (LCOE) which is under review for the paper entitled Estimating the Economic Cost of Setting up a Nuclear Power Plant at Rooppur in Bangladesh in Environment Science and Pollution Research
DOI: 10.15468/dl.9dadcp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Chlorocebus sabaeus (Linnaeus, 1766))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015383-250525065834625/datasets/export for details.
DOI: 10.7910/dvn/nwt7dp
title: Wright Files I-Z Edited; Docketed Case: 83-1427
DOI: 10.7910/dvn/ulnvgq
title: Wright Files I-Z Edited; Docketed Case: 83-2121
DOI: 10.7910/dvn/unare2
title: Wright Casebook Edited; Docketed Case: 83-1787
DOI: 10.6084/m9.figshare.30667016
title: ---

description: ----
DOI: 10.6084/m9.figshare.30667016.v2
title: ---

description: ----
DOI: 10.6084/m9.figshare.30667016.v1
title: Deposited data for the manuscript by Poulis P., Robecchi G., Kurochkina A., Felletti M. and Rodnina M. V

description: Deposited data for the manuscript by Poulis P., Robecchi G., Kurochkina A., Felletti M. and Rodnina M. V
DOI: 10.13140/rg.2.2.20990.65609
title: A study of Large Language Models and their use to spread Dying languages as a resource for disparate communities. Code available to test
DOI: 10.15468/dl.6n6sus
title: Occurrence Download

description: A dataset containing 4125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Odocoileus virginianus"
 ]
}

 The dataset includes 4125 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30670331
title: Environmental metadata for 16S amplicon sequences

description: Environmental metadata for amplicon sequences, as submitted to the SRA
DOI: 10.6084/m9.figshare.30670331.v1
title: Environmental metadata for 16S amplicon sequences

description: Environmental metadata for amplicon sequences, as submitted to the SRA
DOI: 10.15468/dl.agcxm9
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendryphiella",
 "HasCoordinate is true"
 ]
}

 The dataset includes 220 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001094-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tjq6t
title: Occurrence Download

description: A dataset containing 5601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella arenarum"
 ]
}

 The dataset includes 5601 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17664346
title: VYD2311 Escape Constellation Surveillance in 42,598 SARS-CoV-2 Spike Sequences from 2025
title: VYD2311 (Pemivibart) Escape Constellation Surveillance in 42,598 SARS-CoV-2 Spike Sequences from 2025: Clade Stratification and XFG Arm Vulnerability

description: This dataset contains the results of a surveillance scan of 42,598 SARS-CoV-2 spike protein sequences from 2025 for the presence of 1 to 5 mutations in the VYD2311 (Pemivibart) escape constellation: R346T, S371F, K444T, N460K, and F486P.

The analysis includes counts of sequences with each combination level (1/5 through 5/5) and the full sequence of the single genome identified with the complete 5-mutation haplotype.

Data generated by TahirHB@Hotmail.Com
description: This 2nd version of the dataset extends the initial surveillance of VYD2311 (Pemivibart) escape mutations in 42,598 SARS-CoV-2 spike sequences from 2025 by stratifying sequences according to their WHO clade assignment and highlighting the role of the XFG arm in therapeutic failure.

 

The analysis confirms that the KP.3 lineage dominates all tiers of escape, accounting for >95% of sequences carrying 3/5, 4/5, or 5/5 of the key escape mutations (R346T, S371F, K444T, N460K, F486P).

Notably, the single genome identified with the complete 5-mutation haplotype belongs to KP.3, indicating that extreme escape evolves within this highly fit background.

 

A novel “XFG-loss” category (defined by K444T/N460K/F486P) appears in lower tiers but is rare, suggesting that full evasion of the XFG arm requires additional context.

 

These findings underscore that Pemivibart’s efficacy in 2025 is severely compromised due to the global dominance of KP.3, which inherently carries multiple mutations that destabilize the XFG epitope.

Public health agencies should consider updating treatment guidelines, and manufacturers should prioritize next-generation mAbs targeting conserved, mutation-resistant sites.

Data generated by TahirHB@Hotmail.Com
DOI: 10.15468/dl.6bwfvz
title: Occurrence Download

description: A dataset containing 4073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-74.50285 40.44823,-71.40814 40.44823,-71.40814 42.33128,-74.50285 42.33128,-74.50285 40.44823))",
 "HasGeospatialIssue is false",
 "TaxonKey is Odocoileus virginianus",
 "Year 2024-2025"
 ]
}

 The dataset includes 4073 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001096-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93p25m
title: Occurrence Download

description: A dataset containing 2370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronaea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2370 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001097-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjc2q6
title: Occurrence Download

description: A dataset containing 2292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chuquiraga jussieui"
 ]
}

 The dataset includes 2292 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.