cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15326960
title: Image processing pipeline for TUS-MRI project

description: This dataset contains all the scripts used to conduct the preprocessing and analysis of the neuroimaging data in paper: "Ultrasound system for precise neuromodulation of human deep brain circuits" https://www.biorxiv.org/content/10.1101/2024.06.08.597305v1

Data is collected in multiple session types, each having a different folder here with their respective scripts. The planning session was used to determine the stimulation target in future sessions. The online and offline sessions represent the sessions where different types of ultrasound stimulation were delivered.

More information about the scripts is included in the readme.txt file in each folder in the GitLab repository: https://git.fmrib.ox.ac.uk/grigoras/tus_mri_project. If you need any help, please contact us.
DOI: 10.5281/zenodo.15326961
title: Image processing pipeline for TUS-MRI project

description: This dataset contains all the scripts used to conduct the preprocessing and analysis of the neuroimaging data in paper: "Ultrasound system for precise neuromodulation of human deep brain circuits" https://www.biorxiv.org/content/10.1101/2024.06.08.597305v1

Data is collected in multiple session types, each having a different folder here with their respective scripts. The planning session was used to determine the stimulation target in future sessions. The online and offline sessions represent the sessions where different types of ultrasound stimulation were delivered.

More information about the scripts is included in the readme.txt file in each folder in the GitLab repository: https://git.fmrib.ox.ac.uk/grigoras/tus_mri_project. If you need any help, please contact us.
DOI: 10.15468/dl.yrya98
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syngonanthus saxicola (Körn.) Trovó & Stützel"
 ]
}

 The dataset includes 35 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018366-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e226845v1
title: War Bonds and Household Saving in WWII

description: Household saving increased dramatically during World War II, reaching more than 19 percent of GDP. We study the effects of the war bond program implemented by the U.S. government on the level of household saving during the war. The bonds were heavily promoted in a series of drives, which encouraged thrift and associated subscriptions with patriotism, and also through a payroll deduction program. Yet as Friedman and Schwartz have noted, the main effect of the program may have been to change the form in which savings were held, rather than to increase saving. We use county-level data and an instrument for participation in the bond program to estimate the effect of war bond sales on total saving. We find that for every $100 in war bond sales, bank deposit inflows fell by $70, suggesting that while there was substantial substitution between war bonds and bank accounts, the program did actually increase total saving. A back of the envelope calculation suggests that the bond program increased total personal saving by about 7 percent, in large part driven by the voluntary payroll deduction program.
DOI: 10.7910/dvn/kyjqpc
title: Replication Package

description: We investigate the pass-through of a temporary value-added tax (VAT) cut on selected food products to consumer prices in Portugal. Exploiting a novel data set of daily online prices, we find that the VAT cut was fully transmitted to consumer prices, persisted throughout the policy duration, and prices returned to the pre-implementation trend after reversal. We discuss two potential mechanisms driving this result: the policy's salience to consumers in a high-inflation environment and the decline of producer prices when implemented. We estimate that the policy reduced the inflation rate by 0.68 percentage points on impact.
DOI: 10.3886/e226845
title: War Bonds and Household Saving in WWII

description: Household saving increased dramatically during World War II, reaching more than 19 percent of GDP. We study the effects of the war bond program implemented by the U.S. government on the level of household saving during the war. The bonds were heavily promoted in a series of drives, which encouraged thrift and associated subscriptions with patriotism, and also through a payroll deduction program. Yet as Friedman and Schwartz have noted, the main effect of the program may have been to change the form in which savings were held, rather than to increase saving. We use county-level data and an instrument for participation in the bond program to estimate the effect of war bond sales on total saving. We find that for every $100 in war bond sales, bank deposit inflows fell by $70, suggesting that while there was substantial substitution between war bonds and bank accounts, the program did actually increase total saving. A back of the envelope calculation suggests that the bond program increased total personal saving by about 7 percent, in large part driven by the voluntary payroll deduction program.
DOI: 10.3886/e226845v2
title: War Bonds and Household Saving in WWII

description: Household saving increased dramatically during World War II, reaching more than 19 percent of GDP. We study the effects of the war bond program implemented by the U.S. government on the level of household saving during the war. The bonds were heavily promoted in a series of drives, which encouraged thrift and associated subscriptions with patriotism, and also through a payroll deduction program. Yet as Friedman and Schwartz have noted, the main effect of the program may have been to change the form in which savings were held, rather than to increase saving. We use county-level data and an instrument for participation in the bond program to estimate the effect of war bond sales on total saving. We find that for every $100 in war bond sales, bank deposit inflows fell by $70, suggesting that while there was substantial substitution between war bonds and bank accounts, the program did actually increase total saving. A back of the envelope calculation suggests that the bond program increased total personal saving by about 7 percent, in large part driven by the voluntary payroll deduction program.
DOI: 10.15468/dl.ak75ad
title: Occurrence Download

description: A dataset containing 14412462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.10_1, USA.44_1, USA.19_1, USA.25_1, USA.1_1, USA.11_1, USA.41_1, USA.34_1, USA.43_1, USA.4_1, USA.37_1, USA.26_1, USA.18_1, USA.49_1, USA.47_1, USA.21_1, USA.8_1, USA.39_1, USA.33_1, USA.36_1, USA.14_1, USA.15_1, USA.17_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 14412462 records from 737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018360-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96de73
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactrocera cucumis (French, 1907)"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011902-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57830/2309450
title: National Capital Region Network Biological Stream Survey Data Package - cumulative through 2022

description: This is the biological stream survey monitoring dataset collected by the National Capital Region Network (NCRN) Inventory and Monitoring Program from 2004 through 2022. Biological stream surveys (BSSs) collect information about fish, macroinvertebrates, and habitat quality and quantity in perennial nontidal streams. Measurements were collected at 53 sites in the National Capital Region, with 37 extant and 16 retired sites as of 2024. Most sites have one or two site visits.
DOI: 10.57830/2313023
title: National Capital Region Network Amphibian Monitoring Data Package - cumulative through 2024

description: This is the amphibian monitoring dataset collected by the National Capital Region Network (NCRN) Inventory and Monitoring Program through 2024.
DOI: 10.34740/kaggle/dsv/11835071
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.25919/gpxb-pr17
title: Parkes observations for project P1338 semester 2025APRS_37

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.15468/dl.nmjc26
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ABX5790"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035492-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up59wv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphyraena forsteni"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035493-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3ttja
title: Occurrence Download

description: A dataset containing 15902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cedrela odorata"
 ]
}

 The dataset includes 15902 records from 462 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035494-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/8h5n-5e66
title: Parkes observations for project P1345 semester 2025APRS_15

description: This proposal aims to constrain burst rates and spin down properties of a sample of new Rotating Radio Transients (RRATs) discovered with the ASKAP CRAFT Coherent upgrade (CRACO) system. Over the past 12-months of commissioning, CRACO discovered and precisely localised 15 new RRATs, characterised by their sporadic pulses with dispersion measures (DM) consistent with Galactic sources. We request 22.5h of Parkes time split into three 30min observations spanning 6-months for each target. This can help constrain periods and potentially phase-coherent timing solutions given that we already have arcsec-precision interferometric localisations. Our main science goals are: 1) to measure their burst rates, periods, and spin-down properties; 2) to assess their nulling fraction and intermittency; 3) to measure their polarimetric properties and constrain their emission mechanism; 4) to determine if the CRACO RRATs are fundamentally different from the known RRAT population. Some of these goals can be answered even with the detection of a limited number of pulses.
DOI: 10.15468/dl.hyrsvs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callosphyraena toxeuma"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035496-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9kfzh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphyraena toxeuma"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035497-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym4sbd
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Mazama temama"
 ]
}

 The dataset includes 213 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035498-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsvx2m
title: Occurrence Download

description: A dataset containing 1464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Macao, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ficus hirta"
 ]
}

 The dataset includes 1464 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035499-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se2bns
title: Occurrence Download

description: A dataset containing 6198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spondyliosoma cantharus"
 ]
}

 The dataset includes 6198 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035500-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33ab8m
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB7577"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035501-250802193616735/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.28934916
title: A dynamical systems perspective on the Mid-Pleistocene Transition

description: Long-term cooling of Earth's climate led to repeated glaciations that from the Pliocene (5.3–2.6 Ma) into the Pleistocene (2.6 Ma–11.7 ka) became increasingly cold and asymmetric. Whether this progressive change in global climate was forced by external drivers, or arose entirely from internal feedbacks, is debated. Much of this debate has centred on the so-called ‘Mid-Pleistocene Transition’ (MPT, 1.25 Ma to 0.75 Ma), when these changes become most apparent in palaeo-environmental proxies. Here we first establish a context for this period of change by summarising the key characteristics of Plio-Pleistocene climate cycles. We then use simple conceptual dynamical systems models to (1) simulate the asymmetric pattern of Late Pleistocene temperature changes and (2) investigate the mechanism driving increasing asymmetry through the MPT. Our models reveal that climate cycle asymmetry could have arisen from steadily increasing coupling between components of the global climate system. We speculate that through the MPT, increasing synchronisation between Earth system elements, entrained at 100 kyr frequency, allowed internal feedbacks to dominate over shorter-period orbitally-regulated insolation variability. These feedbacks pushed global temperatures towards glacial maximum states far from equilibrium that were terminated by environmental cascades of collapsing earth system connectivity.
DOI: 10.6084/m9.figshare.28934916.v1
title: A dynamical systems perspective on the Mid-Pleistocene Transition*

description: Long-term cooling of Earth's climate led to repeated glaciations that from the Pliocene (5.3–2.6 Ma) into the Pleistocene (2.6 Ma–11.7 ka) became increasingly cold and asymmetric. Whether this progressive change in global climate was forced by external drivers, or arose entirely from internal feedbacks, is debated. Much of this debate has centred on the so-called ‘Mid-Pleistocene Transition’ (MPT, 1.25 Ma to 0.75 Ma), when these changes become most apparent in palaeo-environmental proxies. Here we first establish a context for this period of change by summarising the key characteristics of Plio-Pleistocene climate cycles. We then use simple conceptual dynamical systems models to (1) simulate the asymmetric pattern of Late Pleistocene temperature changes and (2) investigate the mechanism driving increasing asymmetry through the MPT. Our models reveal that climate cycle asymmetry could have arisen from steadily increasing coupling between components of the global climate system. We speculate that through the MPT, increasing synchronisation between Earth system elements, entrained at 100 kyr frequency, allowed internal feedbacks to dominate over shorter-period orbitally-regulated insolation variability. These feedbacks pushed global temperatures towards glacial maximum states far from equilibrium that were terminated by environmental cascades of collapsing earth system connectivity.
DOI: 10.6084/m9.figshare.28934916.v2
title: A dynamical systems perspective on the Mid-Pleistocene Transition

description: Long-term cooling of Earth's climate led to repeated glaciations that from the Pliocene (5.3–2.6 Ma) into the Pleistocene (2.6 Ma–11.7 ka) became increasingly cold and asymmetric. Whether this progressive change in global climate was forced by external drivers, or arose entirely from internal feedbacks, is debated. Much of this debate has centred on the so-called ‘Mid-Pleistocene Transition’ (MPT, 1.25 Ma to 0.75 Ma), when these changes become most apparent in palaeo-environmental proxies. Here we first establish a context for this period of change by summarising the key characteristics of Plio-Pleistocene climate cycles. We then use simple conceptual dynamical systems models to (1) simulate the asymmetric pattern of Late Pleistocene temperature changes and (2) investigate the mechanism driving increasing asymmetry through the MPT. Our models reveal that climate cycle asymmetry could have arisen from steadily increasing coupling between components of the global climate system. We speculate that through the MPT, increasing synchronisation between Earth system elements, entrained at 100 kyr frequency, allowed internal feedbacks to dominate over shorter-period orbitally-regulated insolation variability. These feedbacks pushed global temperatures towards glacial maximum states far from equilibrium that were terminated by environmental cascades of collapsing earth system connectivity.
DOI: 10.6084/m9.figshare.27055669
title: Genetic diagnostic outcomes from a 10-year research programme in autism in Aotearoa New Zealand

description: Autism is a relatively common neurodevelopmental difference with considerable phenotypic heterogeneity impacting cognitive, sensory, and social processing, and often co-occurs with other conditions. Therefore, there is not a one-size-fits-all clinical support pathway for autistic individuals following diagnosis. DNA sequencing technology has enabled the discovery of genes causative of, or associated with, autism. Unsurprisingly, genetic heterogeneity goes hand-in-hand with the phenotypic heterogeneity for this condition; with causative genetic variation ranging from single base pair changes to complex chromosomal rearrangements in more than 100 different genes. This study captures a snapshot (201 individuals) of the autistic population (both clinically referred and self-referred) in Aotearoa New Zealand and documents a decade’s research effort to refine diagnosis using a flexible and customised genome-wide sequencing approach. The diagnostic yield in this phenotypically disparate cohort was 12.9%, with an additional 15.9% of individuals harbouring ‘likely causal’ variants, providing the groundwork to tailor clinical, social, and educational care. Importantly, this study reveals the diagnostic utility of customised genetic screening for autism across a phenotypically diverse autistic population.
DOI: 10.6084/m9.figshare.27055669.v1
title: Genetic diagnostic outcomes from a 10-year research programme in autism in Aotearoa New Zealand

description: Autism is a relatively common neurodevelopmental difference with considerable phenotypic heterogeneity impacting cognitive, sensory, and social processing, and often co-occurs with other conditions. Therefore, there is not a one-size-fits-all clinical support pathway for autistic individuals following diagnosis. DNA sequencing technology has enabled the discovery of genes causative of, or associated with, autism. Unsurprisingly, genetic heterogeneity goes hand-in-hand with the phenotypic heterogeneity for this condition; with causative genetic variation ranging from single base pair changes to complex chromosomal rearrangements in more than 100 different genes. This study captures a snapshot (201 individuals) of the autistic population (both clinically referred and self-referred) in Aotearoa New Zealand and documents a decade’s research effort to refine diagnosis using a flexible and customised genome-wide sequencing approach. The diagnostic yield in this phenotypically disparate cohort was 12.9%, with an additional 15.9% of individuals harbouring ‘likely causal’ variants, providing the groundwork to tailor clinical, social, and educational care. Importantly, this study reveals the diagnostic utility of customised genetic screening for autism across a phenotypically diverse autistic population.