cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31321369.v2
title: <b>Artificial Intelligence Adoption in Informal Economies:</b><b> </b><b>A Socio-Technical Analysis of Youth Innovation in the Democratic Republic of the Congo </b>- Replication Package

description: <b>Dataset Title:</b> AI_Adoption_DRC_Replication_Package<br><b>Study:</b> <i>AI Adoption in Informal Economies: Youth Innovation in the Democratic Republic of the Congo</i><br><b>Author:</b> Dr. Delphin B. Kyubwa, PhD (2026)<br><b>License:</b> Creative Commons Attribution 4.0 International (CC BY 4.0)Dataset DescriptionThis repository contains anonymized and aggregated analytical data supporting the findings of the study <i>AI Adoption in Informal Economies: Youth Innovation in the Democratic Republic of the Congo</i>. The dataset is structured to promote transparency, reproducibility, and ethical research dissemination while protecting participant confidentiality.The replication package includes:<b>dataset_transcripts_deidentified.csv</b><br>Structured, anonymized analytical excerpts derived from qualitative interviews. These excerpts illustrate thematic coding patterns and do not reproduce full interview transcripts.<b>thematic_codebook.xlsx</b><br>A structured coding framework linking empirical themes to Socio-Technical Systems (STS) theory, ICT4D scholarship, and the Capability Approach. The codebook includes theme definitions, inclusion criteria, and representative excerpts.<b>tables_underlying_data.xlsx</b><br>Aggregated quantitative summaries (frequencies and percentages) underlying the tables and figures reported in the published article.Ethical and Data Protection StatementNo personally identifiable information (PII) is included in this repository. Full interview transcripts are not shared in order to protect participant confidentiality and comply with ethical standards governing minimal-risk qualitative research. All released materials have been reviewed to minimize any risk of re-identification.Replicability NotesAll datasets are fully anonymized.Data are provided in open, machine-readable formats (CSV and XLSX).Variable names follow standardized conventions.No proprietary software or custom algorithms were used in the analysis.Findings can be replicated using standard qualitative coding procedures and descriptive statistical methods.For inquiries regarding this dataset, please contact the author via L'Université Technologique du Congo (UTC).
DOI: 10.6084/m9.figshare.31321369.v3
title: <b>Artificial Intelligence Adoption in Informal Economies:</b><b> </b><b>A Socio-Technical Analysis of Youth Innovation in the Democratic Republic of the Congo </b>- Replication Package

description: <b>Dataset Title:</b> AI_Adoption_DRC_Replication_Package<br><b>Study:</b> <i>AI Adoption in Informal Economies: Youth Innovation in the Democratic Republic of the Congo</i><br><b>Author:</b> Dr. Delphin B. Kyubwa, PhD (2026)<br><b>License:</b> Creative Commons Attribution 4.0 International (CC BY 4.0)Dataset DescriptionThis repository contains anonymized and aggregated analytical data supporting the findings of the study <i>AI Adoption in Informal Economies: Youth Innovation in the Democratic Republic of the Congo</i>. The dataset is structured to promote transparency, reproducibility, and ethical research dissemination while protecting participant confidentiality.The replication package includes:<b>dataset_transcripts_deidentified.csv</b><br>Structured, anonymized analytical excerpts derived from qualitative interviews. These excerpts illustrate thematic coding patterns and do not reproduce full interview transcripts.<b>thematic_codebook.xlsx</b><br>A structured coding framework linking empirical themes to Socio-Technical Systems (STS) theory, ICT4D scholarship, and the Capability Approach. The codebook includes theme definitions, inclusion criteria, and representative excerpts.<b>tables_underlying_data.xlsx</b><br>Aggregated quantitative summaries (frequencies and percentages) underlying the tables and figures reported in the published article.Ethical and Data Protection StatementNo personally identifiable information (PII) is included in this repository. Full interview transcripts are not shared in order to protect participant confidentiality and comply with ethical standards governing minimal-risk qualitative research. All released materials have been reviewed to minimize any risk of re-identification.Replicability NotesAll datasets are fully anonymized.Data are provided in open, machine-readable formats (CSV and XLSX).Variable names follow standardized conventions.No proprietary software or custom algorithms were used in the analysis.Findings can be replicated using standard qualitative coding procedures and descriptive statistical methods.For inquiries regarding this dataset, please contact the author via L'Université Technologique du Congo (UTC).
DOI: 10.6084/m9.figshare.31321550
title: Additional file 2 of Vitamin A-activated PPARγ signaling enhances intramuscular fat accumulation by overriding AMPK-mediated inhibition in late-fattening beef cattle

description: Additional file 2. Differentially expressed genes identified by RNA-seq.
DOI: 10.6084/m9.figshare.31321550.v1
title: Additional file 2 of Vitamin A-activated PPARγ signaling enhances intramuscular fat accumulation by overriding AMPK-mediated inhibition in late-fattening beef cattle

description: Additional file 2. Differentially expressed genes identified by RNA-seq.
DOI: 10.6084/m9.figshare.31321568
title: Additional file 2 of The profiling of extracellular vesicle subtypes in Huntington’s disease brains identifies Alix as a novel marker of neuropathology

description: Supplementary Material 2: Table S1. List of proteins identified by mass spectrometry analysis that met the significance threshold of p &lt; 0.01 with a fold change &gt;2.8. It includes protein identifiers and the category where the differences were found: HD1vsC: HD(1+2) versus Control; HD3vsC: HD(3+4) versus Control; or HD3vHD1: HD(3+4) versus HD(1+2).
DOI: 10.6084/m9.figshare.31321568.v1
title: Additional file 2 of The profiling of extracellular vesicle subtypes in Huntington’s disease brains identifies Alix as a novel marker of neuropathology

description: Supplementary Material 2: Table S1. List of proteins identified by mass spectrometry analysis that met the significance threshold of p &lt; 0.01 with a fold change &gt;2.8. It includes protein identifiers and the category where the differences were found: HD1vsC: HD(1+2) versus Control; HD3vsC: HD(3+4) versus Control; or HD3vHD1: HD(3+4) versus HD(1+2).
DOI: 10.15468/dl.n4pqub
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tainia speciosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010583-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axd3wx
title: Occurrence Download

description: A dataset containing 70341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((110.44451 35.47363,112.97182 35.47363,112.97182 35.86303,112.98826 36.02835,112.97182 39.1782,110.44451 39.1782,110.38115 37.14746,110.26587 37.13648,110.40551 36.40437,110.44451 35.47363))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70341 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010510-260208012135463/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.31321572
title: Additional file 5 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 5.
DOI: 10.6084/m9.figshare.31321572.v1
title: Additional file 5 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 5.
DOI: 10.6084/m9.figshare.31321575
title: Additional file 6 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 6.
DOI: 10.6084/m9.figshare.31321575.v1
title: Additional file 6 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 6.
DOI: 10.6084/m9.figshare.31321581
title: Additional file 8 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 8.
DOI: 10.6084/m9.figshare.31321581.v1
title: Additional file 8 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 8.
DOI: 10.6084/m9.figshare.31321587
title: Additional file 10 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 10.
DOI: 10.6084/m9.figshare.31321587.v1
title: Additional file 10 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 10.
DOI: 10.6084/m9.figshare.31321590
title: Additional file 11 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 11.
DOI: 10.6084/m9.figshare.31321590.v1
title: Additional file 11 of Assessing the effectiveness of ontology-grounded AI term extraction using OntoGPT for environmental evidence synthesis

description: Supplementary Material 11.
DOI: 10.15468/dl.a8t6qn
title: Occurrence Download

description: A dataset containing 173 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Coix aquatica"
 ]
}

 The dataset includes 173 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010584-260208012135463/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.31321599
title: Additional file 2 of Associations of arsenic exposure and folate in maternal leukocyte DNA methylation: a case-control study of mothers with spina-bifida affected children

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31321599.v1
title: Additional file 2 of Associations of arsenic exposure and folate in maternal leukocyte DNA methylation: a case-control study of mothers with spina-bifida affected children

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31321602
title: Additional file 3 of Associations of arsenic exposure and folate in maternal leukocyte DNA methylation: a case-control study of mothers with spina-bifida affected children

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.31321602.v1
title: Additional file 3 of Associations of arsenic exposure and folate in maternal leukocyte DNA methylation: a case-control study of mothers with spina-bifida affected children

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.31321617
title: Additional file 1 of MitoCommun: a database for decoding mitochondrial communication networks

description: Additional file 1.
DOI: 10.6084/m9.figshare.31321617.v1
title: Additional file 1 of MitoCommun: a database for decoding mitochondrial communication networks

description: Additional file 1.
DOI: 10.6084/m9.figshare.31321640
title: Additional file 2 of BRD4-mediated transcriptional activation of PDLIM4 enhances p21 stability and chemosensitivity in lung adenocarcinoma independent of p53

description: Additional file 2: Table S3. Potential target genes.
DOI: 10.6084/m9.figshare.31321640.v1
title: Additional file 2 of BRD4-mediated transcriptional activation of PDLIM4 enhances p21 stability and chemosensitivity in lung adenocarcinoma independent of p53

description: Additional file 2: Table S3. Potential target genes.
DOI: 10.6084/m9.figshare.31321643
title: Additional file 3 of BRD4-mediated transcriptional activation of PDLIM4 enhances p21 stability and chemosensitivity in lung adenocarcinoma independent of p53

description: Additional file 3: Table S4. 712 genes showing upregulated expression trends upon BRD4 overexpression.
DOI: 10.6084/m9.figshare.31321643.v1
title: Additional file 3 of BRD4-mediated transcriptional activation of PDLIM4 enhances p21 stability and chemosensitivity in lung adenocarcinoma independent of p53

description: Additional file 3: Table S4. 712 genes showing upregulated expression trends upon BRD4 overexpression.
DOI: 10.5281/zenodo.18616761
title: Diurnal Temperature Variability at Latitudinally Distinct Sites on the Moon
DOI: 10.5281/zenodo.15768880
title: Diurnal Temperature Variability at Latitudinally Distinct Sites on the Moon
DOI: 10.15468/dl.855gyf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aposturisoma myriodon",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010585-260208012135463/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.31321673
title: Additional file 2 of Experimental insights in taxon-specific functional responses to droughts in glacier-fed stream biofilms

description: Supplementary Material 2. File 1. General features and characteristics of the glacier-fed stream bacterial MAGs (CheckM2). File 2. General features and characteristics of the glacier-fed stream eukaryotic MAGs (BUSCO). File 3. General features and characteristics of the glacier-fed stream viral MAGs (CheckV). File 4. Results of protein identification from metaproteomic samples, and associated metadata. File 5. Results from the enrichment analysis (clusterProfiler) using the DEGs from global-scaling differential analysis, for each drought period. File 6. Results from the enrichment analysis (clusterProfiler) using the DEGs from taxon-scaling differential analysis, for each drought period.
DOI: 10.6084/m9.figshare.31321673.v1
title: Additional file 2 of Experimental insights in taxon-specific functional responses to droughts in glacier-fed stream biofilms

description: Supplementary Material 2. File 1. General features and characteristics of the glacier-fed stream bacterial MAGs (CheckM2). File 2. General features and characteristics of the glacier-fed stream eukaryotic MAGs (BUSCO). File 3. General features and characteristics of the glacier-fed stream viral MAGs (CheckV). File 4. Results of protein identification from metaproteomic samples, and associated metadata. File 5. Results from the enrichment analysis (clusterProfiler) using the DEGs from global-scaling differential analysis, for each drought period. File 6. Results from the enrichment analysis (clusterProfiler) using the DEGs from taxon-scaling differential analysis, for each drought period.
DOI: 10.6084/m9.figshare.31321683
title: Additional file 2 of Tetraspanin-based immunocapture for high-depth proteomic profiling of extracellular vesicles from cerebrospinal fluid for biomarker discovery

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31321683.v1
title: Additional file 2 of Tetraspanin-based immunocapture for high-depth proteomic profiling of extracellular vesicles from cerebrospinal fluid for biomarker discovery

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31321689
title: Additional file 1 of Development of an efficient in vitro micropropagation and biochemical profiling of Salvia halophila, an endemic Turkish sage

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.31321689.v1
title: Additional file 1 of Development of an efficient in vitro micropropagation and biochemical profiling of Salvia halophila, an endemic Turkish sage

description: Supplementary Material 1.
DOI: 10.15468/dl.7b4gu4
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calliandra longipedicellata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010587-260208012135463/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.31321730
title: Additional file 2 of Targeting the transcription factor AbaA: a potential strategy for inhibiting fungal conidiation and enhancing crop safety

description: Additional file 2: Table S1. EC50 of G305-0126 and 8019-6157 for inhibition of conidiation in B. cinerea and M. oryzae. Table S2. Primers used in the study.
DOI: 10.6084/m9.figshare.31321730.v1
title: Additional file 2 of Targeting the transcription factor AbaA: a potential strategy for inhibiting fungal conidiation and enhancing crop safety

description: Additional file 2: Table S1. EC50 of G305-0126 and 8019-6157 for inhibition of conidiation in B. cinerea and M. oryzae. Table S2. Primers used in the study.
DOI: 10.6084/m9.figshare.31321736
title: Additional file 2 of Potential mechanism of the effect of heat stress on milk protein synthesis revealed by integrated metabolomic and proteomic analyses

description: Additional file 2: Table S3. Differentially abundant metabolitesand KEGG Pathways.
DOI: 10.6084/m9.figshare.31321736.v1
title: Additional file 2 of Potential mechanism of the effect of heat stress on milk protein synthesis revealed by integrated metabolomic and proteomic analyses

description: Additional file 2: Table S3. Differentially abundant metabolitesand KEGG Pathways.
DOI: 10.6084/m9.figshare.31321739
title: Additional file 3 of Potential mechanism of the effect of heat stress on milk protein synthesis revealed by integrated metabolomic and proteomic analyses

description: Additional file 3: Table S4. Differentially expressed proteinsand GO and KEGG Pathways.
DOI: 10.6084/m9.figshare.31321739.v1
title: Additional file 3 of Potential mechanism of the effect of heat stress on milk protein synthesis revealed by integrated metabolomic and proteomic analyses

description: Additional file 3: Table S4. Differentially expressed proteinsand GO and KEGG Pathways.
DOI: 10.6084/m9.figshare.31321748
title: Additional file 1 of Blue light as an eco-elicitor effectively enhances flavonoid biosynthesis and antioxidant capacity in dandelion revealed by integrated metabolomic and transcriptomic analyses

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.31321748.v1
title: Additional file 1 of Blue light as an eco-elicitor effectively enhances flavonoid biosynthesis and antioxidant capacity in dandelion revealed by integrated metabolomic and transcriptomic analyses

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.31321761
title: Additional file 1 of Microbiota and horizontal microbial transmission dynamics associated with bramble (Rubus spp.) flowers

description: Additional file1 (XLSX 38 kb)
DOI: 10.6084/m9.figshare.31321761.v1
title: Additional file 1 of Microbiota and horizontal microbial transmission dynamics associated with bramble (Rubus spp.) flowers

description: Additional file1 (XLSX 38 kb)
DOI: 10.6084/m9.figshare.31321766
title: Additional file 1 of Dietary rayon microfibers differentially reshape rearing water and host associated microbiomes of farmed European sea bass (Dicentrarchus labrax)

description: Supplementary Material 1: Supplementary Table 1. Table showing the detailed sequencing data obtained in this study. Supplementary Table 2. Taxa with minimum VIP values responsible of the separation of samples by diet in the different groups of RFs doses. VIP values represent the variable importance in projection after component 1. Supplementary Table 3. List of AI potential stable and dose-insensitive functions detected in the study. Supplementary Table 4. List of significant (p &lt; 0.05, |CC| &gt; 0.6) correlations between discriminant taxa and discriminant genes retrieved from Matias et al. [23]. Supplementary Figure 1. Rarefaction curves obtained from the sequencing data of the 87 samples included in this study. Supplementary Figure 2. Non-metric multidimensional scaling (NMDS) ordination plot based on Bray–Curtis dissimilarity of relative microbial abundances in (A) CTRL, (B) RF1, (C) RF2 and (D) RF3, illustrating the community structure among gut, skin, and water microbiomes. Stress values were &lt; 0.2, indicating a reliable two-dimensional representation. Ellipses represent 95% confidence intervals calculated using Mahalanobis distances. Centroids denote the average community position for each microbiome type. Supplementary Figure 3. Principal Component Analysis (PCA) of relative microbial abundances in (A) AI, (B) SK and (C) WATER microbiomes. The first two principal components are shown, explaining 20-44% of the total variance. Each point represents a sample with closer values indicating stronger similarity in multivariate profiles.
DOI: 10.6084/m9.figshare.31321766.v1
title: Additional file 1 of Dietary rayon microfibers differentially reshape rearing water and host associated microbiomes of farmed European sea bass (Dicentrarchus labrax)

description: Supplementary Material 1: Supplementary Table 1. Table showing the detailed sequencing data obtained in this study. Supplementary Table 2. Taxa with minimum VIP values responsible of the separation of samples by diet in the different groups of RFs doses. VIP values represent the variable importance in projection after component 1. Supplementary Table 3. List of AI potential stable and dose-insensitive functions detected in the study. Supplementary Table 4. List of significant (p &lt; 0.05, |CC| &gt; 0.6) correlations between discriminant taxa and discriminant genes retrieved from Matias et al. [23]. Supplementary Figure 1. Rarefaction curves obtained from the sequencing data of the 87 samples included in this study. Supplementary Figure 2. Non-metric multidimensional scaling (NMDS) ordination plot based on Bray–Curtis dissimilarity of relative microbial abundances in (A) CTRL, (B) RF1, (C) RF2 and (D) RF3, illustrating the community structure among gut, skin, and water microbiomes. Stress values were &lt; 0.2, indicating a reliable two-dimensional representation. Ellipses represent 95% confidence intervals calculated using Mahalanobis distances. Centroids denote the average community position for each microbiome type. Supplementary Figure 3. Principal Component Analysis (PCA) of relative microbial abundances in (A) AI, (B) SK and (C) WATER microbiomes. The first two principal components are shown, explaining 20-44% of the total variance. Each point represents a sample with closer values indicating stronger similarity in multivariate profiles.
DOI: 10.15468/dl.w88gdv
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taprobanea spathulata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010592-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.