cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z2ee3f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062589-250525065834625/datasets/export for details.
DOI: 10.15468/dl.etfd3y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062590-250525065834625/datasets/export for details.
DOI: 10.15468/dl.22jfu6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062591-250525065834625/datasets/export for details.
DOI: 10.15468/dl.uzpak2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062593-250525065834625/datasets/export for details.
DOI: 10.15468/dl.dh9gfj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062594-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ca46eb
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera medranoana Rzed. & E.Ortiz"
 ]
}

 The dataset includes 46 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062595-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12243032
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.qqrfe3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stichosiphon Geitler, 1931",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062596-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xdbe2q
title: Occurrence Download

description: A dataset listing the 754 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is NZL.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset's 754 records were derived from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062592-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xepnhu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062597-250525065834625/datasets/export for details.
DOI: 10.34973/hggw-b519
title: Predicting the wide-ranging effects of enhancing dopamine on cognition

description: It is known that adequate dopaminergic stimulation is important for many psychological functions including, memory, learning and social cognition. It is also known that dopamine levels can be increased by a number of pharmaceutical agents such as methylphenidate, and that such agents are associated with significant individual differences. At present our ability to predict individual differences in the effect of enhancing dopamine across a wide-range of tasks is limited. The current study aims to further our understanding of the relationship between baseline measures - such as impulsivity, working memory and social support - and the effects of enhancing dopamine (via methylphenidate administration) across a wide range of tasks. The results of this study will help make progress towards the development of a model which enables the effects of enhancing dopamine on various domains of cognition to be predicted from an individual's scores on a selection of baseline measures. On study day one participants will first undergo a medical screening interview to ensure that they do not meet any of the exclusion criteria. Subjects will then complete a baseline measure of working memory, receive one oral capsule of either 20mg MPH or placebo, rest for approximately 1.5 hours, and then complete the battery of cognitive tests. On study day two, subjects will complete the same procedure, but without the medical screening interview; in this session subjects will receive the capsule (methylphenidate or placebo) that they did not receive on study day one.
DOI: 10.34973/812v-fh94
title: Effects of methylphenidate on reinforcement learning depend on working memory capacity

description: Brain catecholamines have long been implicated in reinforcement learning, exemplified by catecholamine drug and genetic effects on probabilistic reversal learning. However, the mechanisms underlying such effects are unclear. Here we investigated effects of an acute catecholamine challenge with methylphenidate (20 mg, oral) on a novel probabilistic reversal learning paradigm in a within-subject, double-blind randomised design. The paradigm was designed to disentangle effects on punishment avoidance from effects on reward perseveration. Given the known large individual variability in methylphenidate’s effects, we stratified our effects by working memory capacity and trait impulsivity, putatively modulating the effects of methylphenidate, in a large sample (n = 102) of healthy volunteers. Contrary to our prediction, methylphenidate did not alter performance in the reversal phase of the task. Our key finding is that methylphenidate altered learning of choice-outcome contingencies in a manner that depended on individual variability in working memory span. Specifically, methylphenidate improved performance by adaptively reducing the effective learning rate in participants with higher working memory capacity. This finding emphasises the important role of working memory in reinforcement learning, as reported in influential recent computational modelling and behavioural work, and highlights the dependence of this interplay on catecholaminergic function.
DOI: 10.34973/jyeh-kp46
title: The Advanced BRain Imaging on ageing and Memory (ABRIM) data collection: Study design, data processing, and rationale [dataset]

description: The present data sharing collection includes a minimal dataset which solely supports the replication of the demographic results presented in the manuscript, "The Advanced BRain Imaging on ageing and Memory (ABRIM) data collection: Study design, data processing, and rationale". 

Note that this manuscript additionally describes the release of the MRI and behavioural data associated with the ABRIM study. For the ABRIM MRI collection, please refer to: https://doi.org/10.34973/7q0a-vj19. For the ABRIM behavioural collection, please refer to: https://doi.org/10.34973/7eq5-8y44 [available upon release in November 2028]. 

Specifically, the present minimal dataset contains data regarding age, age categories, self-reported biological sex, and educational attainment for participants involved in the MRI study (n = 295), those participating solely in the behavioral part (n = 108), and those from whom actigraphy measures were obtained (n = 120).

The following age categories were included: 18-30, 31-40, 41-50, 51-60, 61-70, 71-80 years old. 

The International Standard Classification of Education (ISCED-11) was employed to classify educational attainment into three levels: low education (early childhood, primary, and lower secondary education, ISCED 0-2), medium education (upper secondary and post-secondary non-tertiary education, ISCED 3-4), and high education (short cycle tertiary education, bachelor, master, and doctoral or equivalent education, ISCED 5-8).

A complete description of the ABRIM study protocol, including inclusion and exclusion criteria of the participants, is provided in our preprint (https://doi.org/10.1101/2023.11.16.567360). Please refer to the most up-to-date publication.  

The dataset itself is available under "ABRIM_minimal_dataset.csv". 
The description of the dataset is found under: "ABRIM_minimal_dataset_description.json".
DOI: 10.34973/m20r-jt17
title: Quantitative Susceptibility Mapping (QSM) Challenge 2.0

description: Here we present the creation of a modular and realistic digital brain phantom to serve as a ground-truth to assess the quality of different reconstruction algorithms for Quantitative Susceptibility Mapping (QSM). The phantom is derived from high-resolution, quantitative MRI data of a healthy volunteer, features a realistic morphology including a non piece-wise constant susceptibility distribution.
DOI: 10.34973/3qcy-jt86
title: On the performance of multi-compartment relaxometry for myelin water imaging (MCR-MWI)

description: In this study, we optimized the variable flip angle (VFA) acquisition scheme using numerical simulations to shorten the acquisition time of multicompartment relaxometry for myelin water imaging (MCR-MWI) to a clinically practical range in the absence of advanced image reconstruction methods. As the primary objective of this study, the test-retest repeatability of myelin water fraction (MWF) measurements of MCR-MWI is evaluated on three gradient echo (GRE) sequence settings using the optimized VFA schemes with different echo times and repetition times, emulating various scanner setups. The cross-protocol reproducibility of MCR-MWI and MCR with diffusion-informed myelin water imaging (MCR-DIMWI) is also examined. As a secondary objective, we explore the bundle-specific profiles of various microstructural parameters from MCR-(DI)MWI and their cross-correlations to determine if these parameters possess supplementary microstructure information beyond myelin concentration.

Numerical simulations indicate that MCR-MWI can be performed with a minimum of three flip angles covering a wide range of T1 weightings without adding significant bias. This is supported by the results of an in vivo experiment, allowing whole-brain 1.5 mm isotropic MWF maps to be acquired in 9 min, reducing the total scan time to 40% of the original implementation without significant quality degradation. Good test-retest repeatability is observed for MCR-MWI for all three GRE protocols. While good correlations can also be found in MWF across protocols, systematic differences are observed. Bundle-specific MWF analysis reveals that certain white matter bundles are similar in all participants. We also found that microstructure relaxation parameters have low linear correlations with MWF. MCR-MWI is a reproducible measure of myelin. However, attention should be paid to the protocol related MWF differences when comparing different studies, as the MWF bias up to 0.5% can be observed across the protocols examined in this work.
DOI: 10.34973/qzx7-et46
title: Exploring laminar level fMRI connectivity in visual cortex

description: Laminar fMRI holds the potential to study connectivity at the laminar level in humans. Here we analyze simultaneously recorded EEG and high resolution fMRI data to investigate how EEG power modulations, induced by a task with an attentional component, relate to changes in fMRI laminar connectivity between and within brain regions in visual cortex. Our results indicate that our task induced decrease in beta power relates to an increase in deep-to-deep layer coupling between regions and to an increase in deep/middle-to-superficial layer connectivity within brain regions. The attention-related alpha power decrease predominantly relates to reduced connectivity between deep and superficial layers within brain regions, since, unlike beta power, alpha power was found to be positively correlated to connectivity. We observed no strong relation between laminar connectivity and gamma band oscillations. These results indicate that especially beta band, and to a lesser extent alpha band oscillations relate to laminar specific fMRI connectivity. The differential effects for alpha and beta bands indicate they relate to different feedback related neural processes that are differentially expressed in intra region laminar fMRI-based connectivity.
DOI: 10.15468/dl.nsss5d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062598-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15713798
title: ETM-EQUIPMENT TECHNOLOGIES MATERIALS

description: ETM-EQUIPMENT TECHNOLOGIES MATERIALS
DOI: 10.15468/dl.vqe4am
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062599-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29376965.v1
title: Muscle length modulates differently recurrent inhibition and post-activation depression by primary afferent depolarization according to type of contraction

description: Data set from paper "Muscle length modulates differently recurrent inhibition and post-activation depression by primary afferent depolarization according to type of contraction
DOI: 10.6084/m9.figshare.29376965
title: Muscle length modulates differently recurrent inhibition and post-activation depression by primary afferent depolarization according to type of contraction

description: Data set from paper "Muscle length modulates differently recurrent inhibition and post-activation depression by primary afferent depolarization according to type of contraction
DOI: 10.15468/dl.8rsdqa
title: Occurrence Download

description: A dataset containing 1994 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera schlechtendalii Engl."
 ]
}

 The dataset includes 1994 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062601-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjbnsn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062600-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4ew7pp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062602-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15713797
title: ETM-EQUIPMENT TECHNOLOGIES MATERIALS

description: ETM-EQUIPMENT TECHNOLOGIES MATERIALS
DOI: 10.5281/zenodo.15713817
title: ETM-EQUIPMENT TECHNOLOGIES MATERIALS

description: ETM-EQUIPMENT TECHNOLOGIES MATERIALS
DOI: 10.6084/m9.figshare.29376941
title: Digital Security in Malaysia_Data_244.xlsxDigital Security in Malaysia’s Journey through Industry Revolution 5.0

description: This research explores the concept of data sharing in open platforms, focusing on the benefits, challenges, and implications of making data accessible to the public. The study examines how open platforms facilitate collaborative data sharing across industries, sectors, and research communities. It looks at the role of open data in promoting transparency, innovation, and collaboration, while also addressing issues related to data privacy, security, and ethical concerns. The research aims to highlight the importance of establishing standardized protocols and frameworks for effective data sharing in open platforms, ensuring that data can be used responsibly and sustainably for diverse applications such as research, policy-making, and technological advancements.
DOI: 10.6084/m9.figshare.29376941.v1
title: Digital Security in Malaysia_Data_244.xlsxDigital Security in Malaysia’s Journey through Industry Revolution 5.0

description: This research explores the concept of data sharing in open platforms, focusing on the benefits, challenges, and implications of making data accessible to the public. The study examines how open platforms facilitate collaborative data sharing across industries, sectors, and research communities. It looks at the role of open data in promoting transparency, innovation, and collaboration, while also addressing issues related to data privacy, security, and ethical concerns. The research aims to highlight the importance of establishing standardized protocols and frameworks for effective data sharing in open platforms, ensuring that data can be used responsibly and sustainably for diverse applications such as research, policy-making, and technological advancements.
DOI: 10.15468/dl.ttgf45
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigeoclonium tenue (C.Agardh) Kütz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062603-250525065834625/datasets/export for details.