cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28689434.v4
title: <b>Comparison of </b><b>Single Antiplatelet Therapy </b><b>and </b><b>Dual Antiplatelet Therapy </b><b>in the Treatment of Intracranial Aneurysms with Surface-modified Flow Diverters</b><b>: a Systematic Review and Meta-analysis</b>

description: <b>Objective</b>: Surface-modified flow diverters (SMFDs) may enable widespread application of single antiplatelet therapy (SAPT) for intracranial aneurysm (IA) treatment. This study systematically evaluated the feasibility of SAPT as an alternative to standard dual antiplatelet therapy (DAPT).<b>Methods</b>: PubMed, Scopus, and Web of Science were searched for SMFD studies. Two reviewers independently assessed eligibility. Study quality was evaluated using NIH tools and Egger’s test. Safety outcomes for studies focusing on ruptured aneurysms were analyzed separately. Outcomes were pooled via Freeman-Tukey arcsine transformation, with heterogeneity assessed by I².<b>Results:</b> The analysis included 12 SAPT studies (332 patients, 383 aneurysms) and 18 DAPT studies (1553 patients, 1728 aneurysms). At 6 months, complete and adequate occlusion rates were comparable between groups (SAPT: 79.8% and 89.0% vs DAPT: 72.2% and 86.6%, respectively). Among studies focusing on unruptured aneurysms, no significant differences between the SAPT and DAPT group were observed in all-cause mortality (0.2% vs 0.3%), treatment-related mortality (0% vs 0.1%), morbidity (0% vs 0.4%), ischemic complications (1.7% vs 4.6%), thrombosis formation (1.3% vs 2.3%) or intracranial hemorrhage rates (0% vs 0.9%). In ruptured aneurysms with SAPT, the treatment-related mortality, ischemic complication, and intracranial hemorrhage rates were 0.6%, 8.6%, and 1.0%, respectively. Prasugrel monotherapy cost matched standard DAPT regimens, while aspirin monotherapy was more economical but potentially higher-risk.<b>Conclusions:</b> SAPT shows marginally superior efficacy and comparable safety to DAPT for unruptured IAs, with favorable hemorrhage rates for ruptured aneurysms. SAPT may be a viable alternative, particularly for high-hemorrhage-risk patients.
DOI: 10.22002/wfzvw-y2c26
title: lysed E.coli minicells M259Q

description: lysed E.coli minicells M259Qtotal dose of tilt series too low
description: <strong>Tilt Series Date:</strong> 2013-03-22</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> RP 437</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -8.0 μm,  magnification: 19500x. </p>
<strong>Acquisition Software:</strong> FEIbatchtomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> John S. Parkinson</p>
<strong>Purification / Growth Conditions / Treatment:</strong> succrose gradients for isolation, Lysis with Lysozyme</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-29/rawdata/</p>new29.st,  Tilt Series (Pixel Size 0.4171 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-29/rawdata/new29.st"
        > <i class="download icon"></i> Download </a></p>

        new29_full.rec,  Reconstruction (Pixel Size 0.8342 nm), 2.8 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-29/3dimage_26095/new29_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/gyw87k93yb
title: Kazakh Banknote Image Dataset

description: This dataset contains images of Kazakh banknotes across seven denominations: 500, 1000, 2000, 5000, 10000, 20000, and a mixed category (Mix) containing multiple denominations within the same image. Each denomination folder includes at least 100 images, with the exception of the Mix folder, which contains more than 1000 images. The banknotes are photographed against various backgrounds, providing diversity in lighting and scene conditions.

The 5000 KZT denomination is further divided into three subcategories:
- 5000_new_single — each image contains a single new banknote,
- 5000_new — images with multiple new-design banknotes,
- 5000_old — images with multiple old-design banknotes.

Most images contain multiple banknotes of the same denomination, except in the 5000_new_single subset. File names follow a numeric sequence (000001.jpg, 000002.jpg, …).

The dataset is designed for research in computer vision, including:
- banknote classification,
- object detection in images with multiple notes,
- studies on dataset diversity, transfer learning, and robustness of deep learning models in currency recognition tasks.

All images were collected and curated specifically for research purposes. The dataset does not contain any personal or sensitive information.
DOI: 10.17632/gyw87k93yb.1
title: Kazakh Banknote Image Dataset

description: This dataset contains images of Kazakh banknotes across seven denominations: 500, 1000, 2000, 5000, 10000, 20000, and a mixed category (Mix) containing multiple denominations within the same image. Each denomination folder includes at least 100 images, with the exception of the Mix folder, which contains more than 1000 images. The banknotes are photographed against various backgrounds, providing diversity in lighting and scene conditions.

The 5000 KZT denomination is further divided into three subcategories:
- 5000_new_single — each image contains a single new banknote,
- 5000_new — images with multiple new-design banknotes,
- 5000_old — images with multiple old-design banknotes.

Most images contain multiple banknotes of the same denomination, except in the 5000_new_single subset. File names follow a numeric sequence (000001.jpg, 000002.jpg, …).

The dataset is designed for research in computer vision, including:
- banknote classification,
- object detection in images with multiple notes,
- studies on dataset diversity, transfer learning, and robustness of deep learning models in currency recognition tasks.

All images were collected and curated specifically for research purposes. The dataset does not contain any personal or sensitive information.
DOI: 10.22002/t1hhq-7nh52
title: pNL_Huvecs_PI

description: Whole cells were grown on Au finder grids and infected with pNLGFP-VSVG. Sample frozen 24h post infection
description: <strong>Tilt Series Date:</strong> 2013-12-02</p>
<strong>Data Taken By:</strong> Cora Woodward</p>
<strong>Species / Specimen:</strong> HUVECs</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -6.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> UCSFTomo</p>
<strong>Collaborators and Roles:</strong> pNLGFP obtained from Irvin Chen UCLA</p>
<strong>Sample Preparation:</strong> manual blotting</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-12-02-16/rawdata/</p>13dec02_C177-2_pNL_Huvecs_PI_AT5BT1_0002.mrc,  Tilt Series (Pixel Size 0.49 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-12-02-16/rawdata/13dec02_C177-2_pNL_Huvecs_PI_AT5BT1_0002.mrc"
        > <i class="download icon"></i> Download </a></p>

        13dec02_C177-2_pNL_Huvecs_PI_AT5BT1_0002_full.rec,  Reconstruction (Pixel Size 1.96 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-12-02-16/3dimage_35632/13dec02_C177-2_pNL_Huvecs_PI_AT5BT1_0002_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/ky98m6r59n
title: Dataset from Larsson, HArtley and McHugh

description: The study tested whether a brief web-based Acceptance and Commitment Therapy (ACT) intervention—focusing on contact with the present moment, cognitive defusion, and self-as-context—would improve general mental health among university students compared with a wait-list control group. Secondary hypotheses were that the intervention might reduce depression, anxiety, and stress, and increase psychological flexibility.

Dataset Description

The dataset contains responses from 113 university students (52 intervention, 61 control) who participated in a randomized controlled trial at University College Dublin. Participants were recruited through posters, flyers, and classroom announcements. Eligibility required being over 18, enrolled in higher education, without psychiatric diagnosis or prior ACT/mindfulness training.
 • Design: Randomization to either a 3-week ACT intervention (three guided audio exercises, &lt;1 hour total) or a wait-list control.
 • Assessments: Pre-treatment, post-treatment, 3-week follow-up.
 • Measures:
 • General Health Questionnaire (GHQ-12) for overall mental health (primary outcome).
 • Depression Anxiety Stress Scales (DASS-21).
 • Acceptance and Action Questionnaire (AAQ-2) for psychological inflexibility.

Findings
 • General Mental Health (GHQ-12): ACT participants showed a significant reduction in psychological distress at post-treatment compared to controls (p = .005, d = 0.48). At follow-up, effects were maintained but no longer significant (d = 0.34).
 • Depression, Anxiety, Stress (DASS-21): No significant between-group effects, though small non-significant improvements occurred within the ACT group.
 • Psychological Flexibility (AAQ-2): No significant between-group effects, but within the ACT group experiential avoidance decreased significantly from pre-treatment to follow-up (p = .03, d = 0.59).

Notable Patterns
1. Even with minimal exposure (&lt;1 hour audio), ACT produced short-term improvements in mental health.
2. A large share of participants (58–76%) exceeded clinical cut-offs for distress measures, despite not reporting psychiatric diagnoses—highlighting unmet need and limited help-seeking.
3. Process-level change (psychological flexibility) emerged slowly, suggesting more comprehensive ACT components (e.g., values, committed action) may be necessary for lasting effects.

Interpretation and Use

The data shows that a brief, web-based ACT intervention is feasible and beneficial in the short term, making it a promising low-cost, scalable approach to support student well-being. However, effects faded quickly, underscoring the need for longer or more comprehensive interventions to sustain improvements.

This dataset may be used to:
 • Explore moderators of response (e.g., baseline distress).
 • Investigate mechanisms of change beyond AAQ-2.
 • Compare ACT processes with active controls such as relaxation or behavioral activation.
DOI: 10.22002/bjjj2-r1t38
title: lysed E.coli minicells M259Q

description: lysed E.coli minicells M259Qtotal dose of tilt series too low
description: <strong>Tilt Series Date:</strong> 2013-03-22</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> RP 437</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -8.0 μm,  magnification: 19500x. </p>
<strong>Acquisition Software:</strong> FEIbatchtomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> John S. Parkinson</p>
<strong>Purification / Growth Conditions / Treatment:</strong> succrose gradients for isolation, Lysis with Lysozyme</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-5/rawdata/</p>new04.st,  Tilt Series (Pixel Size 0.4171 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-5/rawdata/new04.st"
        > <i class="download icon"></i> Download </a></p>

        new04_full.rec,  Reconstruction (Pixel Size 0.8342 nm), 2.8 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-03-22-5/3dimage_26003/new04_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/ky98m6r59n.1
title: Dataset from Larsson, HArtley and McHugh

description: The study tested whether a brief web-based Acceptance and Commitment Therapy (ACT) intervention—focusing on contact with the present moment, cognitive defusion, and self-as-context—would improve general mental health among university students compared with a wait-list control group. Secondary hypotheses were that the intervention might reduce depression, anxiety, and stress, and increase psychological flexibility.

Dataset Description

The dataset contains responses from 113 university students (52 intervention, 61 control) who participated in a randomized controlled trial at University College Dublin. Participants were recruited through posters, flyers, and classroom announcements. Eligibility required being over 18, enrolled in higher education, without psychiatric diagnosis or prior ACT/mindfulness training.
 • Design: Randomization to either a 3-week ACT intervention (three guided audio exercises, &lt;1 hour total) or a wait-list control.
 • Assessments: Pre-treatment, post-treatment, 3-week follow-up.
 • Measures:
 • General Health Questionnaire (GHQ-12) for overall mental health (primary outcome).
 • Depression Anxiety Stress Scales (DASS-21).
 • Acceptance and Action Questionnaire (AAQ-2) for psychological inflexibility.

Findings
 • General Mental Health (GHQ-12): ACT participants showed a significant reduction in psychological distress at post-treatment compared to controls (p = .005, d = 0.48). At follow-up, effects were maintained but no longer significant (d = 0.34).
 • Depression, Anxiety, Stress (DASS-21): No significant between-group effects, though small non-significant improvements occurred within the ACT group.
 • Psychological Flexibility (AAQ-2): No significant between-group effects, but within the ACT group experiential avoidance decreased significantly from pre-treatment to follow-up (p = .03, d = 0.59).

Notable Patterns
1. Even with minimal exposure (&lt;1 hour audio), ACT produced short-term improvements in mental health.
2. A large share of participants (58–76%) exceeded clinical cut-offs for distress measures, despite not reporting psychiatric diagnoses—highlighting unmet need and limited help-seeking.
3. Process-level change (psychological flexibility) emerged slowly, suggesting more comprehensive ACT components (e.g., values, committed action) may be necessary for lasting effects.

Interpretation and Use

The data shows that a brief, web-based ACT intervention is feasible and beneficial in the short term, making it a promising low-cost, scalable approach to support student well-being. However, effects faded quickly, underscoring the need for longer or more comprehensive interventions to sustain improvements.

This dataset may be used to:
 • Explore moderators of response (e.g., baseline distress).
 • Investigate mechanisms of change beyond AAQ-2.
 • Compare ACT processes with active controls such as relaxation or behavioral activation.
DOI: 10.17632/f3x4tyk43h
title: Replication Package for "Financial Connectedness in the Digital Age: The Impact of Regional FinTech Development"

description: Replication Package for "Financial Connectedness in the Digital Age: The Impact of Regional FinTech Development"
DOI: 10.22002/46ydg-3wc49
title: HUVECs 24h PI pNLBglI

description: Whole cells were grown on Au finder grids and infected with pNLGFPBglI. Sample frozen 24h post infection
description: <strong>Tilt Series Date:</strong> 2013-05-09</p>
<strong>Data Taken By:</strong> Cora Woodward</p>
<strong>Species / Specimen:</strong> HUVECs</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-61.0°, 61.0°), step: 1.0°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19000x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Whole cells were grown on Au finder grids and infected with pNLGFPBglI. Sample frozen 24h post infection</p>
<strong>Sample Preparation:</strong> manual blotting</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-05-09-3/rawdata/</p>C161-40001.mrc,  Tilt Series (Pixel Size 0.6 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-05-09-3/rawdata/C161-40001.mrc"
        > <i class="download icon"></i> Download </a></p>

        C161-40001_full.rec,  Reconstruction (Pixel Size 1.2 nm), 2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/cwl2013-05-09-3/3dimage_26665/C161-40001_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/f3x4tyk43h.2
title: Replication Package for "Financial Connectedness in the Digital Age: The Impact of Regional FinTech Development"

description: Replication Package for "Financial Connectedness in the Digital Age: The Impact of Regional FinTech Development"
DOI: 10.15468/dl.hpj5ap
title: Occurrence Download

description: A dataset containing 2451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "TaxonKey is Anoura geoffroyi"
 ]
}

 The dataset includes 2451 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047185-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/hp5sk-ket19
title: E.coli   "strain 2619" EEEE

description: E.coli chemotaxis mutant "2619". CheA inactive (CCWA state)
description: <strong>Tilt Series Date:</strong> 2012-06-04</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> RP 437</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-63.0°, 63.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -8.0 μm,  magnification: 34000x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Mutant from John S. Parkinson</p>
<strong>Purification / Growth Conditions / Treatment:</strong> grown overnight in TB media at 30 degrees. Lysed with Penicillin for 1 hour prior to freezing.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2012-06-04-11/rawdata/</p>UU2619junemanual7.mrc,  Tilt Series (Pixel Size 0.78 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2012-06-04-11/rawdata/UU2619junemanual7.mrc"
        > <i class="download icon"></i> Download </a></p>

        UU2619junemanual7_full.rec,  Reconstruction (Pixel Size 1.56 nm), 516.1 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2012-06-04-11/3dimage_18947/UU2619junemanual7_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.17632/ggnwfjwsyg
title: Temperature data from moorings in the Vilkitsky Strait, Arctic Ocean

description: During cruise 78 of the R/V “Akademik Mstislav Keldysh” three moorings were deployed in the Vilkitsky Strait from September 24 to October 14, 2019. Two moorings were located near the coast in the southern part of the Vilkitsky Strait at a depth of ~50 m (V1, V2 ). The third station was located in the central part of the strait (V3) at a depth of ~220 m. The distance between moorings according to the measured coordinates was as follows: 0.46 km between V1-V2, 29.8 km between V2-V3, 29.7 km between V1-V3. The moorings were equipped with underwater temperature (Starmon mini and DST centi-T produced by Star-Oddi) and temperature-pressure (DST centi-TD produced by Star-Oddi) loggers. The accuracy of temperature sensors is +/-0.025°C (Starmon mini) and ±0.1°C (DST), the accuracy of pressure sensors is ±0.6 % of the pressure range (100/500 m). The time step was 10 s for the DST centi-T temperature loggers and 10 min for the DST centi-TD and Starmon mini loggers. All sensors were started at 23:00 MSK (Moscow time, i.e., UTC+3 hours) on 24.09.2019. The dataset also includes one station with CTD. The vertical CTD was deployed with the SBE 911plus instrument during the recovery of mooring V3. The dataset could be used to analyse the vertical temperature structure during autumn cooling processes and to study internal waves.
DOI: 10.22002/h31bz-t3545
title: Vibrio harveyi

description: wild type Vibrio harveyi BB120
description: <strong>Tilt Series Date:</strong> 2013-12-24</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Vibrio harveyi</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -10.0 μm,  magnification: 27500x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Kirsten Jung</p>
<strong>Purification / Growth Conditions / Treatment:</strong> grown in ab medium</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-12-24-20/rawdata/</p>BB120VibrioHWT0020.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2013-12-24-20/rawdata/BB120VibrioHWT0020.mrc"
        > <i class="download icon"></i> Download </a></p>

        BB120VibrioHWT0020_part121_10.rec,  Reconstruction (Pixel Size 1.56 nm), 712.7 MB  
        
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        > <i class="download icon"></i> Download </a></p>