cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/s9b-evf-crk
title: Physconia perisidiosa (Erichsen) Moberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.7910/dvn/dfmkvc
title: Replication Data for: Appendix A. Codebook for GCC AI Strategy Document Analysis (v2)

description: This codebook provides a structured framework for analyzing the six Gulf Cooperation Council (GCC) National AI Strategies (NASs) with a focus on capacity-building references. It links policy priorities explicitly to the constructs used in our empirical model, Technical Infrastructure (TI), Organizational Capability (OC), and Governance (GOV), and supports alignment with survey items Q2–Q12.

The codebook combines qualitative categorization and quantitative weighting. Each NAS passage is coded into a primary category (TI, OC, or GOV) using well-defined sub-codes, while secondary tags capture intended outcomes (AIO: service efficiency, citizen trust, performance) and contextual dimensions (e.g., sector, localization, cultural factors). This ensures that both policy intentions and implementation pathways are captured consistently across countries.

To assess emphasis on specific AI capabilities (for example, NLP, robotics, cybersecurity), the codebook applies term-salience analysis (TF–IDF) within the coded passages. This allows us to differentiate between universally mentioned enablers, such as AI ethics or cybersecurity, and more specialized but heavily emphasized capabilities, such as deep learning or robotics, that feature in only some national strategies.

The design emphasizes reproducibility and rigor: coders follow clear inclusion/exclusion rules, use EN/AR synonym lexicons, and apply double-coding with inter-coder reliability checks (target κ ≥ 0.79). Outputs include normalized construct-level signals per country and comparative TF–IDF tables, which are then triangulated with survey and PLS-SEM findings.

In sum, the codebook acts as a bridge between policy texts and empirical analysis, enabling transparent, comparable, and replicable measurement of AI adoption enablers across the GCC.
DOI: 10.3535/l6a-lkw-049
title: Dimelaena australiensis H. Mayrhofer & Sheard

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/91c-7n2-w2p
title: Anaptychia ciliaris (L.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n1z-agt-xav
title: Protoparmeliopsis muralis (Schreb.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.erf92g
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Steatoda nobilis"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048277-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/wn0-7em-e6p
title: Chaenothecopsis nana Tibell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9lq-n6g-ll9
title: Echidnocymbium speciosum Brusse

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4wa-39y-7d6
title: Chaenothecopsis sagenidii Tibell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t70-608-82n
title: Cercidospora cecidiiformans Grube & Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zv0-yjc-s6g
title: Lecanora argopholis (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dbt-ky2-9c9
title: Pannaria conoplea (Ach.) Bory

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d24-7gg-lhd
title: Lobaria pulmonaria (L.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gsf-sam-qt5
title: Peltigera rufescens (Weiss) Humb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/21f-0p9-78p
title: Ramalina fraxinea (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7kn-ak0-p3d
title: Peltigera horizontalis (Huds.) Baumg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2ew-ba0-ayz
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hj2-5ss-4ja
title: Fuscidea mayrhoferi Kantvilas

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/thf-3qe-n80
title: Fellhanera gyrophorica Sérus., Coppins, Diederich & Scheid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q34-3zh-kmw
title: Indeterminatae mycota

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.7pttfs
title: Occurrence Download

description: A dataset containing 2570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "GadmGid is IDN.34.11_1"
 ]
}

 The dataset includes 2570 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048295-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fxk-pm5-75a
title: Enterographa tanzanica Kalb

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.abznsq
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is India",
 "DatasetKey is Herbarium of the French Institute of Pondicherry",
 "TaxonKey is Dipterocarpus indicus"
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048297-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xyqyj
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tetragonopterus anostomus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048296-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/elj-7pn-z6h
title: Ramalina fastigiata (Pers.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6084/m9.figshare.30092998
title: Supplementary Material for: Acupuncture relative to sham control in managing breast cancer-related hot flashes: a meta-analysis of randomized controlled trials

description: Introduction: Breast cancer is the leading cause of morbidity and mortality among female cancers globally. Hot flashes are among the most bothersome complications in women with breast cancer. Acupuncture is a common complementary approach for cancer worldwide. Here we aim to determine the differential effect between acupuncture and sham acupuncture on hot flashes among breast cancer patients. Methods: Eight English and Chinese databases through 10 October 2024, such as PubMed, Cochrane Library, ScienceDirect, Web of Science, etc. were searched to identify the randomized controlled trials (RCTs) about acupuncture relative to sham control treating breast cancer patients experiencing hot flashes. Outcomes included hot flash frequency per day, hot flash severity score, quality of life related to hot flashes, response rate. Continuous variables and categorical ones were expressed as standardized mean difference (SMD) or MD, and risk ratio (RR), with 95% confidence interval (CI), respectively, for meta-analysis. Sensitivity analysis and Grading of Recommendations, Assessment, Development and Evaluations (GRADE) of evidence were conducted additionally. Results: Eight RCTs involving 493 participants were included. Relative to sham control, acupuncture was significantly more efficacious in improving the quality of life of breast cancer patients experiencing hot flashes (165 participants, SMD [95%CI]:-1.01 [-1.99, -0.03], I2=88%, P=0.04) at the end of treatment, as well as at follow-up of over three months (59 participants, MD [95%CI]: -3.38 [-4.83, -1.93]). With respect to response rate, acupuncture achieved a higher rate versus sham acupuncture (118 subjects, RR[95%CI]:2.66 [1.63, 4.36], I2=0, P＜0.0001). Sensitivity analysis solely supported the statistically significant difference between the two groups in terms of response rate (RR [95%CI]: 2.14 [1.03, 4.44]) or 3.20 [1.64, 6.23]). As for frequency and hot flash severity, no difference was noted between groups. GRADE of evidence showed low to very low quality.
Conclusions: Acupuncture reached a significantly higher response rate compared to sham control in breast cancer patients with hot flashes, whereas its efficacy on the quality of life showed inconsistency. Given significant heterogeneity and low quality of evidence, future large-sample-size and high-quality RCTs are warranted.
DOI: 10.6084/m9.figshare.30092998.v1
title: Supplementary Material for: Acupuncture relative to sham control in managing breast cancer-related hot flashes: a meta-analysis of randomized controlled trials

description: Introduction: Breast cancer is the leading cause of morbidity and mortality among female cancers globally. Hot flashes are among the most bothersome complications in women with breast cancer. Acupuncture is a common complementary approach for cancer worldwide. Here we aim to determine the differential effect between acupuncture and sham acupuncture on hot flashes among breast cancer patients. Methods: Eight English and Chinese databases through 10 October 2024, such as PubMed, Cochrane Library, ScienceDirect, Web of Science, etc. were searched to identify the randomized controlled trials (RCTs) about acupuncture relative to sham control treating breast cancer patients experiencing hot flashes. Outcomes included hot flash frequency per day, hot flash severity score, quality of life related to hot flashes, response rate. Continuous variables and categorical ones were expressed as standardized mean difference (SMD) or MD, and risk ratio (RR), with 95% confidence interval (CI), respectively, for meta-analysis. Sensitivity analysis and Grading of Recommendations, Assessment, Development and Evaluations (GRADE) of evidence were conducted additionally. Results: Eight RCTs involving 493 participants were included. Relative to sham control, acupuncture was significantly more efficacious in improving the quality of life of breast cancer patients experiencing hot flashes (165 participants, SMD [95%CI]:-1.01 [-1.99, -0.03], I2=88%, P=0.04) at the end of treatment, as well as at follow-up of over three months (59 participants, MD [95%CI]: -3.38 [-4.83, -1.93]). With respect to response rate, acupuncture achieved a higher rate versus sham acupuncture (118 subjects, RR[95%CI]:2.66 [1.63, 4.36], I2=0, P＜0.0001). Sensitivity analysis solely supported the statistically significant difference between the two groups in terms of response rate (RR [95%CI]: 2.14 [1.03, 4.44]) or 3.20 [1.64, 6.23]). As for frequency and hot flash severity, no difference was noted between groups. GRADE of evidence showed low to very low quality.
Conclusions: Acupuncture reached a significantly higher response rate compared to sham control in breast cancer patients with hot flashes, whereas its efficacy on the quality of life showed inconsistency. Given significant heterogeneity and low quality of evidence, future large-sample-size and high-quality RCTs are warranted.
DOI: 10.6084/m9.figshare.30093001
title: Supplementary Material for: Herpes Simplex Virus Infection and Risk of Alzheimer's Disease: A Systematic Review and Meta-Analysis

description: Introduction: The relationship between Herpes Simplex Virus (HSV) infection and the risk of Alzheimer's Disease (AD) remains unclear.
Methods: A systematic review and meta-analysis were conducted to investigate this potential association. Observational studies were sourced from PubMed, Embase, Web of Science, and the Cochrane Library up to July 31, 2024. The analysis utilized the generic inverse variance method with a random effects model. Effect sizes were calculated as odds ratios (OR) or hazard ratios (HR) with corresponding 95% confidence intervals (CI).
Results: A total of 26 original studies, encompassing 1,213,193 participants, were included in the meta-analysis. The findings indicated a 32% higher likelihood of AD in individuals with HSV infection in case-control studies (OR = 1.32; 95% CI: 1.12, 1.55; I2 = 22.7%) and a 20% increased risk in cohort studies (HR = 1.20; 95% CI: 1.10, 1.31; I2 = 11.0%). Specifically, HSV-1 infection was associated with 46% higher odds of AD (OR = 1.46; 95% CI: 1.14, 1.86; I2 = 3.1%).
Conclusion: This meta-analysis demonstrates an association between HSV infection and increased risk of AD, particularly for HSV-1. Given the high global prevalence of HSV-1 and the heterogeneity of existing evidence, these findings should be regarded as hypothesis-generating, underscoring the need for rigorous, biomarker-informed studies to clarify causality and identify susceptible subgroups.
DOI: 10.6084/m9.figshare.30093001.v1
title: Supplementary Material for: Herpes Simplex Virus Infection and Risk of Alzheimer's Disease: A Systematic Review and Meta-Analysis

description: Introduction: The relationship between Herpes Simplex Virus (HSV) infection and the risk of Alzheimer's Disease (AD) remains unclear.
Methods: A systematic review and meta-analysis were conducted to investigate this potential association. Observational studies were sourced from PubMed, Embase, Web of Science, and the Cochrane Library up to July 31, 2024. The analysis utilized the generic inverse variance method with a random effects model. Effect sizes were calculated as odds ratios (OR) or hazard ratios (HR) with corresponding 95% confidence intervals (CI).
Results: A total of 26 original studies, encompassing 1,213,193 participants, were included in the meta-analysis. The findings indicated a 32% higher likelihood of AD in individuals with HSV infection in case-control studies (OR = 1.32; 95% CI: 1.12, 1.55; I2 = 22.7%) and a 20% increased risk in cohort studies (HR = 1.20; 95% CI: 1.10, 1.31; I2 = 11.0%). Specifically, HSV-1 infection was associated with 46% higher odds of AD (OR = 1.46; 95% CI: 1.14, 1.86; I2 = 3.1%).
Conclusion: This meta-analysis demonstrates an association between HSV infection and increased risk of AD, particularly for HSV-1. Given the high global prevalence of HSV-1 and the heterogeneity of existing evidence, these findings should be regarded as hypothesis-generating, underscoring the need for rigorous, biomarker-informed studies to clarify causality and identify susceptible subgroups.
DOI: 10.3535/xnj-kd6-8x2
title: Enterographa lueckingii Kalb

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/flh-z0v-rvd
title: Candelariella vitellina (Hoffm.) Müll. Arg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5kq-1yd-nds
title: Dolichocarpus chilensis R. Sant.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nj1-gt1-9ra
title: Protoparmeliopsis muralis (Schreb.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fd4-dpe-bfb
title: Melanohalea exasperatula (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r78-cjq-8tn
title: Parmelina tiliacea (Hoffm.) Hale

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.3h5kfx
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone ochroleuca",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048298-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cbr-j3f-c7h
title: Melanohalea exasperatula (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d71-62r-ped
title: Physconia enteroxantha (Nyl.) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bjy-atn-k42
title: Leptogium saturninum (Dicks.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p3m-a6y-095
title: Physcia tenella (Scop.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1zk-kjm-rqq
title: Ramalina capitata (Ach.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/adp-pdz-x6z
title: Rhizocarpon geographicum (L.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0lj-6kd-hyh
title: Ramalina farinacea (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/356-1y3-e6a
title: Dibaeis sorediata Kalb & Gierl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sbj-jp6-kla
title: Chroodiscus exfoliatus Kalb

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.2zvdbj
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone ochroleuca",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048299-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja8suv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone ochroleuca",
 "Country is Mozambique",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048300-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0yy-82a-av1
title: Chrysothrix flavovirens Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/76w-y6r-013
title: Xanthoparmelia stenophylla (Ach.) Ahti & D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/260-w35-8dl
title: Candelariella vitellina (Hoffm.) Müll. Arg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gdf-9xz-508
title: Physconia perisidiosa (Erichsen) Moberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/neh-lld-ay8
title: Protoparmeliopsis muralis (Schreb.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2z-t73-wk3
title: Peltigera leucophlebia (Nyl.) Gyeln.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rj9-dyl-65d
title: Physcia stellaris (L.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1y0-xht-t3m
title: Cercidospora cecidiiformans Grube & Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8ee-jzh-kxw
title: Sporisorium trachypogonis-plumosi Vánky

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/et6-365-mdm
title: Tilletia brefeldii Vánky

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gk0-etk-2bf
title: Puccinia miyoshiana Dietel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mv6-n7f-yne
title: Sporisorium ustilaginiforme Vánky

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/11t-geg-dn0
title: Puccinia salviae Unger

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/99p-spc-ltr
title: Puccinia nocticolor Holw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w22-n0w-6jl
title: Puccinia salviae Unger

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wkc-wsj-nll
title: Puccinia scaevolincola Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b3z-dbf-8b5
title: Puccinia scharifii Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jw2-22h-y9g
title: Puccinia pryorii Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lh3-ef1-m2k
title: Puccinia substriata Ellis & Barthol.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dgf-37c-lqn
title: Tilletia savilei Gandhe & Vánky

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pre-b5w-glw
title: Puccinia stylidii McAlpine

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5ff-rhl-s54
title: Tilletia microtuberculata Vánky

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ym1-ysx-rm4
title: Tilletia setariicola Pavgi & Thirum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lwk-tvk-lcb
title: Puccinia mesnieriana Thüm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x72-ljf-2q0
title: Puccinia mesnieriana Thüm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gr8-09r-9rl
title: Ravenelia japonica Dietel & P. Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9x-krq-t7b
title: Puccinia soldanellae (DC.) Fuckel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cwt-m8w-fk7
title: Puccinia shiraiana P. Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dhs-hjl-3zy
title: Puccinia spilanthicola Mayor

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fxc-e8l-4sx
title: Puccinia gymnocarpi Brandenb. & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.