cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48580/d4g4.v98
title: Catalogue of the type specimens of Polycestinae (Coleoptera: Buprestidae) from research collections of the Zoological Institute, Russian Academy of Sciences
DOI: 10.48580/d4g5.v7
title: True Fruit Flies (Diptera, Tephritidae) of the Afrotropical Region
DOI: 10.48580/d4g5.v8
title: True Fruit Flies (Diptera, Tephritidae) of the Afrotropical Region
DOI: 10.48580/d4g8.v148
title: IOC World Bird List, v
DOI: 10.48580/d4g8.v150
title: IOC World Bird List, v
DOI: 10.48580/d4g9.v103
title: ZooBank
DOI: 10.48580/d4g9.v98
title: ZooBank
DOI: 10.48580/d4gc.v9
title: The Plant List with literature
DOI: 10.48580/d4gc.v12
title: The Plant List with literature
DOI: 10.15468/dl.rtbk6m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleome atropurpurea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005992-260208012135463/datasets/export for details.
DOI: 10.48580/d4gd.v71
title: Catalogue of Afrotropical Bees
DOI: 10.48580/d4gd.v75
title: Catalogue of Afrotropical Bees
DOI: 10.48580/d4gf.v189
title: Dyntaxa. Svensk taxonomisk databas
DOI: 10.48580/d4gf.v190
title: Dyntaxa. Svensk taxonomisk databas
DOI: 10.6084/m9.figshare.28417451
title: Data from:<b> </b><b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> </b><b>reference assembly for characterizing understudied biodiversity hotspots</b>

description: This dataset contains the data underlying the manuscript <b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> reference assembly for characterizing understudied biodiversity hotspots</b>Jesse Erens, Christopher Heine, Stefan Lötters, Henrik Krehenwinkel, Andrew J. Crawford, Luis Alberto Rueda-Solano, Amadeus Plewnia<br>--- The .fastq files contain the demultiplexed raw reads from all samples (eDNA and single-specimen samples) as basecalled with Dorado 0.9.0 and demultiplexed using MiniBar (Krehenwinkel et al. 2019, doi: 10.1093/gigascience/giz006).--- Read count tables show the number of reads assigned to each taxon, with columns corresponding to each individual sampling site (first number), field replicate (second number) and RPA replicate (third number), following the site acronyms as outlined in the Supplementary Material of the manuscript. Processing of reads as described in the original manuscript (based on Plewnia et al. 2025, doi: 10.1111/2041-210X.70069).
DOI: 10.48580/d4gg.v90
title: Cichorieae Systematics Portal
DOI: 10.6084/m9.figshare.28417451.v2
title: Raw demultiplexed sequence reads for <b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> reference assembly for characterizing understudied biodiversity hotspots</b>

description: This dataset contains the demultiplexed raw reads, basecalled with Dorado 0.9.0 from all samples underlying <b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> reference assembly for characterizing understudied biodiversity hotspots. </b>Processing of reads followed Plewnia et al. (2025, Methods in Ecology & Evolution) and the paper to which this data is supplemental. Column names in read tables follow the site-acronyms as outlined in the Supplementary Material.
DOI: 10.6084/m9.figshare.28417451.v3
title: Data from:<b> </b><b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> </b><b>reference assembly for characterizing understudied biodiversity hotspots</b>

description: This dataset contains the data underlying the manuscript <b>A field-deployable eDNA metabarcoding workflow including </b><b><i>de novo</i></b><b> reference assembly for characterizing understudied biodiversity hotspots</b>Jesse Erens, Christopher Heine, Stefan Lötters, Henrik Krehenwinkel, Andrew J. Crawford, Luis Alberto Rueda-Solano, Amadeus Plewnia<br>--- The .fastq files contain the demultiplexed raw reads from all samples (eDNA and single-specimen samples) as basecalled with Dorado 0.9.0 and demultiplexed using MiniBar (Krehenwinkel et al. 2019, doi: 10.1093/gigascience/giz006).--- Read count tables show the number of reads assigned to each taxon, with columns corresponding to each individual sampling site (first number), field replicate (second number) and RPA replicate (third number), following the site acronyms as outlined in the Supplementary Material of the manuscript. Processing of reads as described in the original manuscript (based on Plewnia et al. 2025, doi: 10.1111/2041-210X.70069).
DOI: 10.48580/d4gg.v91
title: Cichorieae Systematics Portal
DOI: 10.48580/d4gj.v22
title: Endemic species in Taiwan
DOI: 10.48580/d4gj.v23
title: Endemic species in Taiwan
DOI: 10.48580/d4gl.v84
title: Carabodes cephalotes
DOI: 10.48580/d4gl.v86
title: Carabodes cephalotes
DOI: 10.48580/d4gm.v10
title: Danish Mycological Society - Checklist of Fungi
DOI: 10.48580/d4gm.v11
title: Danish Mycological Society - Checklist of Fungi
DOI: 10.18112/openneuro.ds006131.v2.0.0
title: PAFIN: PennLINC AFfective INstability
DOI: 10.48580/d4gn.v12
title: Catalogue of Tenebrionidae (Coleoptera) of North America
DOI: 10.48580/d4gn.v14
title: Catalogue of Tenebrionidae (Coleoptera) of North America
DOI: 10.48580/d4hj.v13
title: Species Fungorum Plus
DOI: 10.48580/d4hj.v14
title: Species Fungorum Plus
DOI: 10.48580/d4hw.v3
title: EEA sharks
DOI: 10.48580/d4hw.v4
title: EEA sharks
DOI: 10.48580/d4hx.v1
title: EEA habitats_IV
DOI: 10.48580/d4hy.v1
title: EEA mseal
DOI: 10.48580/d4hy.v2
title: EEA mseal
DOI: 10.48580/d4hz.v2
title: EEA gbustard
DOI: 10.48580/d4hz.v3
title: EEA gbustard
DOI: 10.48580/d4j2.v1
title: EEA spa_III
DOI: 10.48580/d4j2.v2
title: EEA spa_III
DOI: 10.48580/d4j3.v2
title: EEA bonn_II
DOI: 10.48580/d4j3.v3
title: EEA bonn_II
DOI: 10.48580/d4j4.v2
title: EEA redlist
DOI: 10.48580/d4j4.v3
title: EEA redlist
DOI: 10.48580/d4j5.v2
title: EEA bern_II
DOI: 10.48580/d4j5.v3
title: EEA bern_II
DOI: 10.48580/d4j6.v2
title: EEA accobams
DOI: 10.48580/d4j6.v3
title: EEA accobams
DOI: 10.15468/dl.u5gwnn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phallobrycon synarmacanthus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005994-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d4j7.v2
title: EEA aewa
DOI: 10.48580/d4j7.v3
title: EEA aewa
DOI: 10.15468/dl.syv3zy
title: Occurrence Download

description: A dataset containing 1074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus tricolor",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1074 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005995-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d4j8.v2
title: EEA cites_II
DOI: 10.48580/d4j8.v3
title: EEA cites_II
DOI: 10.48580/d4j9.v2
title: EEA spa_II
DOI: 10.48580/d4j9.v3
title: EEA spa_II
DOI: 10.48580/d4jb.v2
title: EEA ascobans
DOI: 10.48580/d4jb.v3
title: EEA ascobans
DOI: 10.5281/zenodo.18053684
title: Panchamahabhuta Genomics: Tridosha Disease Prediction Model

description: Trained Random Forest model for predicting disease category from protein Tridosha composition. Achieves 91.2% accuracy across 13 disease categories using 68,573 ClinVar pathogenic variants. Includes protein Prakriti database and feature encoders. Part of the Panchamahabhuta Genomics framework described in Pande et al. (2025).
DOI: 10.5281/zenodo.18053685
title: Panchamahabhuta Genomics: Tridosha Disease Prediction Model

description: Trained Random Forest model for predicting disease category from protein Tridosha composition. Achieves 91.2% accuracy across 13 disease categories using 68,573 ClinVar pathogenic variants. Includes protein Prakriti database and feature encoders. Part of the Panchamahabhuta Genomics framework described in Pande et al. (2025).
DOI: 10.48580/d4jc.v2
title: EEA ospar
DOI: 10.48580/d4jc.v3
title: EEA ospar
DOI: 10.5281/zenodo.18599243
title: ILASHISH MUFTASINING TUZILISHI

description: Ushbu maqolada transport vositalari va turli mexanik uzatmalar tizimida muhim ahamiyat kasb etuvchi ilashish muftasining (sцепление, clutch) tuzilishi, ishlash prinsipi, asosiy elementlari hamda konstruktiv xususiyatlari ilmiy-texnik jihatdan tahlil qilinadi. Ilashish muftasining dvigatel va transmissiya o‘rtasidagi moment uzatishdagi roli, yuklamalarni yumshatish, uzatmalar qutisini himoyalash hamda harakatni silliq boshlashdagi vazifalari yoritiladi. Shuningdek, bir diskli, ikki diskli va ko‘p diskli muftalar, quruq va moyli muftalar konstruksiyasi taqqoslab o‘rganiladi. Maqolada muftaning asosiy detallarining tuzilishi, ularning materiali, ishlash sharoiti hamda ekspluatatsion talablari haqida ham batafsil ma’lumot beriladi.
DOI: 10.5281/zenodo.18599244
title: ILASHISH MUFTASINING TUZILISHI

description: Ushbu maqolada transport vositalari va turli mexanik uzatmalar tizimida muhim ahamiyat kasb etuvchi ilashish muftasining (sцепление, clutch) tuzilishi, ishlash prinsipi, asosiy elementlari hamda konstruktiv xususiyatlari ilmiy-texnik jihatdan tahlil qilinadi. Ilashish muftasining dvigatel va transmissiya o‘rtasidagi moment uzatishdagi roli, yuklamalarni yumshatish, uzatmalar qutisini himoyalash hamda harakatni silliq boshlashdagi vazifalari yoritiladi. Shuningdek, bir diskli, ikki diskli va ko‘p diskli muftalar, quruq va moyli muftalar konstruksiyasi taqqoslab o‘rganiladi. Maqolada muftaning asosiy detallarining tuzilishi, ularning materiali, ishlash sharoiti hamda ekspluatatsion talablari haqida ham batafsil ma’lumot beriladi.
DOI: 10.48580/d4jd.v2
title: EEA bern_III
DOI: 10.48580/d4jd.v3
title: EEA bern_III
DOI: 10.48580/d4jf.v2
title: EEA sbcurlew
DOI: 10.48580/d4jf.v3
title: EEA sbcurlew
DOI: 10.48580/d4jg.v2
title: EEA birds_GP
DOI: 10.48580/d4jg.v3
title: EEA birds_GP
DOI: 10.48580/d4jh.v2
title: EEA eu_trade_B
DOI: 10.48580/d4jh.v3
title: EEA eu_trade_B
DOI: 10.5281/zenodo.18599227
title: RESISTER POUR DURER : ENJEUX DE RESILIENCE ET DE PERENNITE DES TRES PETITES ENTREPRISES AU CAMEROUN

description: Cet article examine le rôle de la résilience dans la pérennité des très petites entreprises (TPE) au Cameroun. La question centrale de recherche est la suivante : Dans quelle mesure la résilience contribue-t-elle à la pérennité des TPE ?

L’étude repose sur une enquête menée auprès de 493 TPE situées dans les villes de Douala, Yaoundé et Bafoussam. Les données ont été collectées à l’aide d’un questionnaire, puis extraire par une analyse à composante principale (ACP) à l’aide du logiciel SPss puis le traitement des données par une régression linéaire multiple. Sur le plan théorique, la relation entre résilience et pérennité des entreprises est justifiée par les approches issues de la théorie des ressources et compétences et de la théorie de la résilience organisationnelle. Ces cadres conceptuels suggèrent que la capacité d’adaptation, la gestion des risques et l’innovation sont des facteurs clés permettant aux très petites entreprises de surmonter les chocs économiques et environnementaux, favorisant ainsi leur survie à long terme. Les résultats montrent que la résilience joue un rôle déterminant dans la durabilité des TPE. Les entreprises ayant développé des stratégies d’adaptation, une capacité à mobiliser leurs ressources et un leadership flexible sont plus à même de surmonter les crises et de se maintenir sur le marché. L’étude met ainsi en évidence l’importance d’un accompagnement stratégique pour renforcer la résilience des TPE et assurer leur pérennité.
DOI: 10.5281/zenodo.18599228
title: RESISTER POUR DURER : ENJEUX DE RESILIENCE ET DE PERENNITE DES TRES PETITES ENTREPRISES AU CAMEROUN

description: Cet article examine le rôle de la résilience dans la pérennité des très petites entreprises (TPE) au Cameroun. La question centrale de recherche est la suivante : Dans quelle mesure la résilience contribue-t-elle à la pérennité des TPE ?

L’étude repose sur une enquête menée auprès de 493 TPE situées dans les villes de Douala, Yaoundé et Bafoussam. Les données ont été collectées à l’aide d’un questionnaire, puis extraire par une analyse à composante principale (ACP) à l’aide du logiciel SPss puis le traitement des données par une régression linéaire multiple. Sur le plan théorique, la relation entre résilience et pérennité des entreprises est justifiée par les approches issues de la théorie des ressources et compétences et de la théorie de la résilience organisationnelle. Ces cadres conceptuels suggèrent que la capacité d’adaptation, la gestion des risques et l’innovation sont des facteurs clés permettant aux très petites entreprises de surmonter les chocs économiques et environnementaux, favorisant ainsi leur survie à long terme. Les résultats montrent que la résilience joue un rôle déterminant dans la durabilité des TPE. Les entreprises ayant développé des stratégies d’adaptation, une capacité à mobiliser leurs ressources et un leadership flexible sont plus à même de surmonter les crises et de se maintenir sur le marché. L’étude met ainsi en évidence l’importance d’un accompagnement stratégique pour renforcer la résilience des TPE et assurer leur pérennité.
DOI: 10.48580/d4jj.v2
title: EEA eu_trade_C
DOI: 10.48580/d4jj.v3
title: EEA eu_trade_C
DOI: 10.48580/d4jk.v2
title: EEA emerald_r6
DOI: 10.48580/d4jk.v3
title: EEA emerald_r6
DOI: 10.48580/d4jl.v2
title: EEA cites_I
DOI: 10.48580/d4jl.v3
title: EEA cites_I
DOI: 10.48580/d4jm.v1
title: EEA eu_trade_A
DOI: 10.48580/d4jm.v2
title: EEA eu_trade_A
DOI: 10.48580/d4jn.v1
title: EEA helcom,
DOI: 10.48580/d4jn.v2
title: EEA helcom,
DOI: 10.48580/d4jp.v2
title: EEA bonn_I
DOI: 10.5281/zenodo.18417920
title: Data file for this paper
DOI: 10.48580/d4jp.v3
title: EEA bonn_I
DOI: 10.5281/zenodo.18417919
title: Data file for this paper
DOI: 10.48580/d4jq.v1
title: EEA eu_trade_D
DOI: 10.48580/d4jr.v1
title: EEA birds_III
DOI: 10.48580/d4jr.v2
title: EEA birds_III
DOI: 10.48580/d4js.v2
title: EEA birds_II
DOI: 10.48580/d4js.v3
title: EEA birds_II
DOI: 10.5281/zenodo.18547428
title: Validation d'une échelle d'autopositionnement pour la Conception Universelle de l'Apprentissage (CUA)

description: Ce dataset contient les données de validation psychométrique d'une échelle d'autopositionnement permettant aux enseignant·es de l'école obligatoire (élèves de ~4 à ~16 ans) d'évaluer leurs pratiques pédagogiques alignées avec la Conception Universelle de l'Apprentissage (CUA)** / Universal Design for Learning (UDL).

Il accompagne l'article Alvarez, L., Bressoud, N., Czerwinski, S., & Gay, P. (submitted). Opérationnaliser la conception universelle de l'apprentissage ? Validation d'une échelle d'autopositionnement pour les enseignant·es de l'école obligatoire.
DOI: 10.5281/zenodo.18547429
title: Validation d'une échelle d'autopositionnement pour la Conception Universelle de l'Apprentissage (CUA)

description: Ce dataset contient les données de validation psychométrique d'une échelle d'autopositionnement permettant aux enseignant·es de l'école obligatoire (élèves de ~4 à ~16 ans) d'évaluer leurs pratiques pédagogiques alignées avec la Conception Universelle de l'Apprentissage (CUA)** / Universal Design for Learning (UDL).

Il accompagne l'article Alvarez, L., Bressoud, N., Czerwinski, S., & Gay, P. (submitted). Opérationnaliser la conception universelle de l'apprentissage ? Validation d'une échelle d'autopositionnement pour les enseignant·es de l'école obligatoire.
DOI: 10.48580/d4jt.v2
title: EEA awarbler
DOI: 10.48580/d4jt.v3
title: EEA awarbler
DOI: 10.48580/d4jv.v1
title: EEA bern_I
DOI: 10.48580/d4jv.v2
title: EEA bern_I
DOI: 10.48580/d4jw.v2
title: EEA acap
DOI: 10.48580/d4jw.v3
title: EEA acap
DOI: 10.48580/d4jx.v2
title: EEA habitats_II
DOI: 10.48580/d4jx.v3
title: EEA habitats_II
DOI: 10.48580/d4jy.v2
title: EEA birds_I
DOI: 10.48580/d4jy.v3
title: EEA birds_I
DOI: 10.5281/zenodo.18599053
title: Dataset on red blood cell alloimmunization in transfusion-dependent hemoglobinopathy patients (Italy, 2001–2025)

description: This dataset contains anonymized clinical and immunohematological data from transfusion-dependent patients with hemoglobinopathies followed at a specialized referral center between 2001 and 2025.

The dataset includes demographic variables (age, sex), hemoglobinopathy type, ABO and Rh blood group, extended red blood cell phenotype, transfusion history, pregnancy history, splenectomy status, results of the indirect antiglobulin test, and detailed characterization of detected red blood cell alloantibodies, including antibody specificity, number, and evidence of antibody evanescence.

The data were collected retrospectively as part of a study investigating the incidence, immunohematological patterns, and risk factors for red blood cell alloimmunization in patients with hemoglobinopathies.

All data are fully anonymized and provided for research and educational purposes. The dataset may be used to support studies on alloimmunization mechanisms, antigen matching strategies, and transfusion management in hemoglobinopathy patients.
DOI: 10.48580/d4jz.v2
title: EEA raptors
DOI: 10.5281/zenodo.18599052
title: Dataset on red blood cell alloimmunization in transfusion-dependent hemoglobinopathy patients (Italy, 2001–2025)

description: This dataset contains anonymized clinical and immunohematological data from transfusion-dependent patients with hemoglobinopathies followed at a specialized referral center between 2001 and 2025.

The dataset includes demographic variables (age, sex), hemoglobinopathy type, ABO and Rh blood group, extended red blood cell phenotype, transfusion history, pregnancy history, splenectomy status, results of the indirect antiglobulin test, and detailed characterization of detected red blood cell alloantibodies, including antibody specificity, number, and evidence of antibody evanescence.

The data were collected retrospectively as part of a study investigating the incidence, immunohematological patterns, and risk factors for red blood cell alloimmunization in patients with hemoglobinopathies.

All data are fully anonymized and provided for research and educational purposes. The dataset may be used to support studies on alloimmunization mechanisms, antigen matching strategies, and transfusion management in hemoglobinopathy patients.
DOI: 10.48580/d4jz.v3
title: EEA raptors
DOI: 10.48580/d4k2.v2
title: EEA eurobats
DOI: 10.48580/d4k2.v3
title: EEA eurobats
DOI: 10.48580/d4k3.v2
title: EEA wadden_sea
DOI: 10.48580/d4k3.v3
title: EEA wadden_sea
DOI: 10.48580/d4k4.v2
title: Natura 2000 Directive Species
DOI: 10.48580/d4k4.v3
title: Natura 2000 Directive Species
DOI: 10.48580/d4k7.v7
title: EUNIS
DOI: 10.48580/d4k7.v8
title: EUNIS
DOI: 10.48580/d4k9.v3
title: CoL Management Classification
DOI: 10.48580/d4k9.v4
title: CoL Management Classification
DOI: 10.48580/d4kh.v25
title: Checklist of the Collembola of the World
DOI: 10.48580/d4kh.v26
title: Checklist of the Collembola of the World
DOI: 10.48580/d4kv.v8
title: Hymenoptera Information System, Pompilidae of the World
DOI: 10.48580/d4kv.v9
title: Hymenoptera Information System, Pompilidae of the World
DOI: 10.48580/d4ky.v106
title: The Integrated Taxonomic Information System
DOI: 10.48580/d4ky.v107
title: The Integrated Taxonomic Information System
DOI: 10.48580/d4lb.v3
title: LDL Neuropterida Species of the World
DOI: 10.48580/d4lb.v4
title: LDL Neuropterida Species of the World
DOI: 10.48580/d4ld.v1
title: Nordic Saproxylic Database
DOI: 10.48580/d4ld.v2
title: Nordic Saproxylic Database
DOI: 10.48580/d4lg.v1
title: Pterophoroidea Draft
DOI: 10.7910/dvn/4asoko
title: Replication Data for: When Pollution Improves Efficiency: Air Quality and Labor Investment in Firms

description: Using a sample of nonpolluting listed firms in China from 2009--2020, we document a counterintuitive finding: severe air pollution leads to an improvement in labor investment efficiency. We establish causality via thermal inversions as an instrumental variable. Mechanistically, we show that firms actively increase employee welfare to mitigate labor friction and retention risk. Crucially, we trace the source of this efficiency gain to the alleviation of “under-hiring,” particularly among state-owned and politically connected firms with abundant financial resources. We attribute this pattern to a “substitution pressure”: constrained by environmental mandates on polluters, local governments shift the burden of economic growth onto these nonpolluting firms. Consistent with this view, the effect is amplified in regions with high growth targets and is accompanied by increased corporate tax burdens. Our findings suggest that external government discipline—combined with internal retention incentives—compels firms to abandon conservative labor strategies.
DOI: 10.5281/zenodo.18599267
title: JONDOR TUMANI TOPONIMLARINI O`RGANILISHI HAQIDA

description: Ushbu maqolada Jondor tumani toponimlarining o`rganilishi , ularning paydo bo`lishi , yoki yaratilish qonuniyatlarini  rivojlanish va o`zgarishini , tarixiy etimologik manbalari va grammatik xususiyatlari, ularning tuzilishi keng yoritilgan. Tadqiqot  o`zbek , rus, ingliz  tillari misolida toponimlarning kelib chiqishi , nomlanishi , joy nomlarining leksik-semantik xususiyatlari , etnik tarkibi ilmiy manbalar asosida yoritiladi. Tadqiqot natijalari o`zbek toponimikasi va hududiy onomastika sohasidagi ilmiy izlanishlarni boyitishga xizmat qiladi.
DOI: 10.5281/zenodo.18599268
title: JONDOR TUMANI TOPONIMLARINI O`RGANILISHI HAQIDA

description: Ushbu maqolada Jondor tumani toponimlarining o`rganilishi , ularning paydo bo`lishi , yoki yaratilish qonuniyatlarini  rivojlanish va o`zgarishini , tarixiy etimologik manbalari va grammatik xususiyatlari, ularning tuzilishi keng yoritilgan. Tadqiqot  o`zbek , rus, ingliz  tillari misolida toponimlarning kelib chiqishi , nomlanishi , joy nomlarining leksik-semantik xususiyatlari , etnik tarkibi ilmiy manbalar asosida yoritiladi. Tadqiqot natijalari o`zbek toponimikasi va hududiy onomastika sohasidagi ilmiy izlanishlarni boyitishga xizmat qiladi.
DOI: 10.6084/m9.figshare.30511733
title: Bias identification and mitigation strategies in data and datasets for AI models

description: Bias identification and mitigation strategies in data and datasets for AI models
DOI: 10.6084/m9.figshare.30511733.v2
title: Bias identification and mitigation strategies in data and datasets for AI models

description: Bias identification and mitigation strategies in data and datasets for AI models
DOI: 10.6084/m9.figshare.30511733.v1
title: Bias identification and mitigation strategies in data and datasets for AI models

description: Bias identification and mitigation strategies in data and datasets for AI models