cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30490520
title: Fairness in Machine Learning: A Review for Statisticians

description: With the widespread application of machine learning algorithms in daily life, it is crucial to mitigate the risk of these algorithms producing socially undesirable outcomes that may disproportionately disadvantage certain groups or individuals based on demographic characteristics such as gender, race, or disabilities. In recent years, machine learning fairness has gained increasing attention from both researchers and the public. This article provides a comprehensive overview of fairness-enhancing mechanisms designed to mitigate such risks, along with the fairness criteria they aim to achieve. We organize these fairness-enhancing mechanisms into three categories—pre-processing, in-processing, and post-processing—corresponding to different stages of the machine learning lifecycle and varying levels of access to the underlying algorithm. The discussion focuses on fairness in binary classification models using numerical tabular data, which serve as a foundation for addressing fairness in more complex algorithms. Additionally, we present experimental results that offer a comparative evaluation of representative fairness-enhancing approaches.
DOI: 10.6084/m9.figshare.30490520.v1
title: Fairness in Machine Learning: A Review for Statisticians

description: With the widespread application of machine learning algorithms in daily life, it is crucial to mitigate the risk of these algorithms producing socially undesirable outcomes that may disproportionately disadvantage certain groups or individuals based on demographic characteristics such as gender, race, or disabilities. In recent years, machine learning fairness has gained increasing attention from both researchers and the public. This article provides a comprehensive overview of fairness-enhancing mechanisms designed to mitigate such risks, along with the fairness criteria they aim to achieve. We organize these fairness-enhancing mechanisms into three categories—pre-processing, in-processing, and post-processing—corresponding to different stages of the machine learning lifecycle and varying levels of access to the underlying algorithm. The discussion focuses on fairness in binary classification models using numerical tabular data, which serve as a foundation for addressing fairness in more complex algorithms. Additionally, we present experimental results that offer a comparative evaluation of representative fairness-enhancing approaches.
DOI: 10.15468/dl.8t9974
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibidia duodecimguttata (Poda, 1761)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 82 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188204-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7bdwm
title: Occurrence Download

description: A dataset containing 2268 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plantas Vasculares de Chile – Herbario VALPL - Universidad de Playa Ancha"
 ]
}

 The dataset includes 2268 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122219-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgky8w
title: Occurrence Download

description: A dataset containing 20241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 20241 records from 657 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066098-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnm88b
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Chronicle of Nature - Phenology of Birds of Visimsky Nature Biosphere Reserve"
 ]
}

 The dataset includes 305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122230-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kps5hc
title: Occurrence Download

description: A dataset containing 1280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celtis sinensis Pers.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1280 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136388-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnp6pz
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amakusanthura geminsula (Kensley, 1982)"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112351-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48bnrt
title: Occurrence Download

description: A dataset containing 989372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Morus alba L., Moringa oleifera Lam., Morinda citrifolia L., Morella cerifera (L.) Small, Montia fontana L., Montanoa hibiscifolia (Benth.) K.Koch, Monotropa hypopitys L., Monarda punctata L., Monarda fistulosa L., Momordica charantia L., Mollugo verticillata L., Miscanthus sinensis Andersson, Miscanthus floridulus (Labill.) Warb. ex K.Schum. & Lauterb., Mirabilis jalapa L., Minuartia viscosa (Schreb.) Schinz & Thell., Minuartia verna (L.) Hiern, Minuartia stricta (Sw.) Hiern, Minuartia sedoides (L.) Hiern, Minuartia rubra (Scop.) McNeill, Minuartia cherlerioides (Sieber) Bech., Minuartia austriaca (Jacq.) Hayek, Erythranthe Spach, Mimosa pudica L., Mimosa pigra L., Miconia calvescens DC., Mentha aquatica L.)"
 ]
}

 The dataset includes 989372 records from 2587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188182-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wrezp
title: Occurrence Download

description: A dataset containing 733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla sterneri T.Gregor & Karlsson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 733 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416444-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26zwnx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Polypodium vulgare L."
 ]
}

 The dataset includes 0 records from 624 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0309846-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.874mby
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachys intermedia Aiton",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287991-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6exs48
title: Occurrence Download

description: A dataset containing 1185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psathyrostachys juncea (Fisch.) Nevski",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1185 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292936-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2r37r
title: Occurrence Download

description: A dataset containing 1172649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-34.10156 -60.60422,-23.55469 -23.27364,-30.58594 11.83295,-71.36719 44.06233,-155.74219 42.00686,-110.03906 -55.39907,-95.27344 -64.7891,-34.10156 -60.60422))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Leguminosae",
 "TaxonKey is Fabaceae"
 ]
 }
 ]
}

 The dataset includes 1172649 records from 639 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264953-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zc2h8
title: Occurrence Download

description: A dataset containing 20852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blysmus compressus (L.) Panz. ex Link",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20852 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289514-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.724dz5
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gypsophila pallasii Ikonn.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416015-210914110416597/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.26069566
title: Supplementary material for the paper "<b>Laser powder bed fusion of NiTiFe shape memery alloys by in-situ alloying: microstructural evolution and generation of strain glass</b>"

description: In this study, ternary NiTiFe shape memory alloys with different volume energy density were fabricated by laser powder bed fusion technique via mixed pre-alloy NiTi powder and 3 wt. % pure Fe powder. The exceptionally low porosity of 0.03591% was attained at a volume energy density of 229.17 J/mm<sup>3</sup>. The relationship between the processing parameter and forming quality associated with the Marangoni effect was analyzed. Grain morphology evolution was impacted by solute redistribution during solidification and heterogeneous nucleation of Fe atoms. Additionally, this work had devised a novel approach to synergistically induce strain glass in NiTiFe alloy through the integration of dislocations and precipitates resulting in stable quasi-linear superelasticity with narrow hysteresis. Our work demonstrates the feasibility of synthesizing ternary NiTi-based shape memory alloys via additive manufacturing and offers a new-fangled insight for developing novel strained glass alloys.
DOI: 10.6084/m9.figshare.26069566.v1
title: Supplementary material for the paper "<b>Laser powder bed fusion of NiTiFe shape memery alloys by in-situ alloying: microstructural evolution and generation of strain glass</b>"

description: In this study, ternary NiTiFe shape memory alloys with different volume energy density were fabricated by laser powder bed fusion technique via mixed pre-alloy NiTi powder and 3 wt. % pure Fe powder. The exceptionally low porosity of 0.03591% was attained at a volume energy density of 229.17 J/mm<sup>3</sup>. The relationship between the processing parameter and forming quality associated with the Marangoni effect was analyzed. Grain morphology evolution was impacted by solute redistribution during solidification and heterogeneous nucleation of Fe atoms. Additionally, this work had devised a novel approach to synergistically induce strain glass in NiTiFe alloy through the integration of dislocations and precipitates resulting in stable quasi-linear superelasticity with narrow hysteresis. Our work demonstrates the feasibility of synthesizing ternary NiTi-based shape memory alloys via additive manufacturing and offers a new-fangled insight for developing novel strained glass alloys.
DOI: 10.15468/dl.786u5g
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus pseudargenteus H.E.Weber",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 156 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290418-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zax76
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca laxa Host",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297290-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.793qc2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Knautia gussonei Szabó",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301330-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sfu36
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erica manipuliflora Salisb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 309 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259675-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k8q96
title: Occurrence Download

description: A dataset containing 15914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydalis intermedia (L.) Mérat",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15914 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294316-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m6z-8mq-wqs
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mmh-ygm-kxk
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mb1-3py-8bc
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/q86-xhk-qqj
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.21233/9eq2-9b18
title: Tesequite Canyon vertebrate fauna dataset

description: Raw data for the Tesequite Canyon vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3535/chn-sf9-2zj
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yb6-pt8-q17
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.4gmv7w
title: Occurrence Download

description: A dataset containing 39 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 countrycode countrycode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, countrycode, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, countrycode, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, countrycode, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, countrycode, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, countrycode, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, countrycode, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'DE'
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 5384742 OR occurrence.acceptedtaxonkey = 5384742 OR occurrence.kingdomkey = 5384742 OR occurrence.phylumkey = 5384742 OR occurrence.classkey = 5384742 OR occurrence.orderkey = 5384742 OR occurrence.familykey = 5384742 OR occurrence.genuskey = 5384742 OR occurrence.specieskey = 5384742)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 39 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110376-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/kc9-d5x-ykc
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pef-a42-346
title: Dichodon viscidum (M. Bieb.) Holub

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5yk-8kt-0dl
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fwh-p7y-lc8
title: Dichodon viscidum (M. Bieb.) Holub

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/01l-f62-4x5
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h4y-69d-nl0
title: Cerastium tenoreanum Ser.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.291738
title: KELLIA_nb_1965_06818

description: Référence : nb_1965_06818<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : Enceinte extérieure (QR_219); QR_219<br />Type : photographie<br />
DOI: 10.3535/p1t-yq8-zve
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cnh-wm7-9jf
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hfp-9eg-pkp
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9ad-xkk-ztv
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.291739
title: KELLIA_nb_1965_06819

description: Référence : nb_1965_06819<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : Enceinte extérieure (QR_219); QR_219<br />Type : photographie<br />
DOI: 10.3535/75h-m8n-gm9
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/96j-1nl-dl9
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fqq-fvz-m46
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fse-5ge-7ck
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.291740
title: KELLIA_nb_1965_06820

description: Référence : nb_1965_06820<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_219; Tour de garde (QR_219)<br />Type : photographie<br />
DOI: 10.3535/lza-zgd-9yv
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xv7-f48-s02
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.291741
title: KELLIA_nb_1965_06821

description: Référence : nb_1965_06821<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : Enceinte extérieure (QR_219); QR_219<br />Type : photographie<br />
DOI: 10.3535/gzd-0zz-mfx
title: Cerastium brachypetalum subsp. roeseri (Boiss. & Heldr.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.