cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25997992.v1
title: Deidentified Data for all individual Results of the RehabSwift Study

description: The shared data relates to a study to assess the effectiveness of an innovative BCI therapy, in a cohort of chronic stroke survivors for hand movement recovery. We hypothesized that 18 sessions of our personalised neurofeedback training would lead to a clinically significant reduction in post-stroke arm and hand impairment, with effects persisting for at least four weeks.<b>Results</b>Our study recruited chronic stroke survivors from South Australia during 2020–2021, focusing on individuals with stable post-stroke conditions and impaired motor capabilities specifically of the hand. Participants underwent personalized neurofeedback training, which targeted specific EEG channels and frequency bands tailored to their neurophysiological profiles. Training sessions were conducted three times weekly over six weeks, using a customized EEG cap and feedback system to engage motor imagery and relaxation phases, which were adjusted based on the individual's performance and reaction times. Outcome measures, including motor function and sensory feedback performance, were assessed at baseline, immediately post-intervention, and during a 4–6 weeks follow-up to evaluate the lasting impacts of the training. A more detailed explanation of the study design may be seen in the Materials and Methods Section.<br><b>Participants</b>For this study, we screened 25 prospective participants to obtain a sample of 12 stroke patients; 13 candidates did not meet the inclusion/exclusion criteria. The dataset includes the results of the 12 participants included in the trial.*<i> Performance measures</i>*Behavioural changes were monitored using Fugl-Meyer upper extremity (FMA-UE) motor assessment as the primary outcome measure. We also measured the ARAT, the reaction time of the affected and intact hands, unilateral neglect, spasticity, grip and pinch strength of the affected hand, goal attainment scale and Fugl-Meyer upper extremity sensation as our secondary assessment tools. Note that the last four secondary tests were added after the first cohort of participants underwent the study and reported gaining outcomes in their sensory functions and hand strength. As a result, we added Fugl-Meyer upper extremity sensation, grip strength, pinch strength, and goal attainment scale (GAS) tools.
DOI: 10.15468/dl.272zmd
title: Occurrence Download

description: A dataset containing 3328 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyaena hyaena (Linnaeus, 1758)"
 ]
}

 The dataset includes 3328 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005548-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rapsjn
title: Occurrence Download

description: A dataset containing 6633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than 1991",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 6633 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005549-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/86963fe3-cc3f-45c3-b252-00d8780c4a1a.v1
title: [Artifact] Automated Invariant Generation for Efficient Deductive Reasoning about Embedded Systems

description: This is the artifact for the paper <em>Automated Invariant Generation for Efficient Deductive Reasoning about Embedded Systems</em>. It contains a version of the VerCors verifier and case studies for verification of SystemC designs. Each case study contains detailed instructions on transforming the SystemC source code to PVL, optimizing the PVL program and encoding properties, generating an invariant with VerCors and verifying the resulting system. All data is available in a prepackaged VM as well as separately in a .zip archive. Both username and password to the VM is "artifact".
DOI: 10.5281/zenodo.12598044
title: Swift/BAT-GUANO upper limits map for S240627by
DOI: 10.5281/zenodo.12598045
title: Swift/BAT-GUANO upper limits map for S240627by
DOI: 10.15468/dl.f6cfev
title: Occurrence Download

description: A dataset containing 1016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "TaxonKey is Camellia sasanqua Thunb."
 ]
}

 The dataset includes 1016 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005550-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mme7yz
title: Occurrence Download

description: A dataset containing 6591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than 1992",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 6591 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005551-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brz7yh
title: Occurrence Download

description: A dataset containing 21439 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WCS Cambodia camera trap occurrence data"
 ]
}

 The dataset includes 21439 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005552-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq6bkt
title: Occurrence Download

description: A dataset containing 7507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1992",
 "Year is less than 1993",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 7507 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005553-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpdpyp
title: Occurrence Download

description: A dataset containing 9305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1993",
 "Year is less than 1994",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 9305 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005554-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdzayh
title: Occurrence Download

description: A dataset containing 714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Buxus sinica var. insularis (Nakai) M.Cheng"
 ]
}

 The dataset includes 714 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005555-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e206501
title: University instructors grading behaviors

description: These files contain the grade data of over 16,000 undergraduate courses taught by nearly 3,000 university instructors in three U.S. universities from 2011 to 2017.<br>
DOI: 10.3886/e206501v1-154541
title: University instructors grading behaviors

description: These files contain the grade data of over 16,000 undergraduate courses taught by nearly 3,000 university instructors in three U.S. universities from 2011 to 2017.<br>
DOI: 10.15468/dl.c69fhz
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "TaxonKey is Buxus sinica var. insularis (Nakai) M.Cheng"
 ]
}

 The dataset includes 65 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005556-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4v2uhp
title: Occurrence Download

description: A dataset containing 9222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1994",
 "Year is less than 1995",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 9222 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005557-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgnmqy
title: Occurrence Download

description: A dataset containing 10022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1995",
 "Year is less than 1996",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 10022 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005559-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqhszs
title: Occurrence Download

description: A dataset containing 12525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1996",
 "Year is less than 1997",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 12525 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005560-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/dn77-mx42
title: FADE: A Dataset for Detecting Falling Objects around Buildings in Video

description: Falling objects from buildings can cause severe injuries to pedestrians due to the great impact force they exert. Although surveillance cameras are installed around some buildings, it is challenging for humans to capture such events in surveillance videos due to the small size and fast motion of falling objects, as well as the complex background. Therefore, it is necessary to develop methods to automatically detect falling objects around buildings in surveillance videos. To facilitate the investigation of falling object detection, we propose a large, diverse video dataset called FADE (FAlling Object DEtection around Buildings) for the first time. FADE contains 1,881 videos from 18 scenes, featuring 8 falling object categories, 4 weather conditions, and 4 video resolutions. Additionally, we develop a new object detection method called FADE-Net, which effectively leverages motion information and produces small-sized but high-quality proposals for detecting falling objects around buildings. Importantly, our method is extensively evaluated and analyzed by comparing it with the previous approaches used for generic object detection, video object detection, and moving object detection on the FADE dataset. Experimental results show that the proposed FADE-Net significantly outperforms other methods, providing an effective baseline for future research. The dataset and code are publicly available at https://fadedataset.github.io/FADE.github.io/.
DOI: 10.15468/dl.hze5dz
title: Occurrence Download

description: A dataset containing 11353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1997",
 "Year is less than 1998",
 "TaxonKey is one of (Protozoa)"
 ]
}

 The dataset includes 11353 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005561-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.116281.v1/t11
title: "Figure 4 - bottom left, low pt DeepTau vs jet WPs" of "Identification of hadronic tau lepton decays using a deep neural network"

description: Efficiency for quark and gluon jets to pass different tau identification discriminators versus the efficiency for genuine tau_h. The upper two plots are obtained with jets from the W+jets simulated sample and the lower two plots with jets from the tt sample. The left two plots include jets and genuine tau_h with pt &lt; 100 GeV, whereas the right two plots include those with pt &gt; 100 GeV. The working points are indicated as full circles. The efficiency for jets from the W+jets event sample, enriched in quark jets, to pass the discriminators is higher compared to jets from the tt event sample, which has a larger fraction of gluon and b-quark jets. The jet efficiency for a given tau_h efficiency is larger for jets and tau_h with pt &lt; 100 GeV than for those with pt &gt; 100 GeV. Compared with the previously used MVA discriminator, the DEEPTAU discriminator reduces the jet efficiency for a given tau_h efficiency by consistently more than a factor of 1.8, and by more at high tau_h efficiency. The additional gain at high pt comes from the inclusion of updated decay modes in the tau_h reconstruction, as illustrated by the curves for the previously used MVA discriminator but including reconstructed tau_h candidates with additional decay modes.
description: A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons (tau_h) that originate from genuine tau leptons in the CMS detector against tau_h candidates that originate from quark or gluon jets, electrons, or muons. The algorithm inputs information from all reconstructed particles in the vicinity of a tau_h candidate and employs a deep neural network with convolutional layers to efficiently process the inputs. This algorithm leads to a significantly improved performance compared with the previously used one. For example, the efficiency for a genuine tau_h to pass the discriminator against jets increases by 10-30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient tau_h reconstruction is introduced that incorporates additional hadronic decay modes. The superior performance of the new algorithm to discriminate against jets, electrons, and muons and the improved tau_h reconstruction method are validated with LHC proton-proton collision data at sqrt(s) = 13 TeV.
DOI: 10.17182/hepdata.116281.v1/t12
title: "Figure 4 - bottom left, low pt MVA WPs" of "Identification of hadronic tau lepton decays using a deep neural network"

description: Efficiency for quark and gluon jets to pass different tau identification discriminators versus the efficiency for genuine tau_h. The upper two plots are obtained with jets from the W+jets simulated sample and the lower two plots with jets from the tt sample. The left two plots include jets and genuine tau_h with pt &lt; 100 GeV, whereas the right two plots include those with pt &gt; 100 GeV. The working points are indicated as full circles. The efficiency for jets from the W+jets event sample, enriched in quark jets, to pass the discriminators is higher compared to jets from the tt event sample, which has a larger fraction of gluon and b-quark jets. The jet efficiency for a given tau_h efficiency is larger for jets and tau_h with pt &lt; 100 GeV than for those with pt &gt; 100 GeV. Compared with the previously used MVA discriminator, the DEEPTAU discriminator reduces the jet efficiency for a given tau_h efficiency by consistently more than a factor of 1.8, and by more at high tau_h efficiency. The additional gain at high pt comes from the inclusion of updated decay modes in the tau_h reconstruction, as illustrated by the curves for the previously used MVA discriminator but including reconstructed tau_h candidates with additional decay modes.
description: A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons (tau_h) that originate from genuine tau leptons in the CMS detector against tau_h candidates that originate from quark or gluon jets, electrons, or muons. The algorithm inputs information from all reconstructed particles in the vicinity of a tau_h candidate and employs a deep neural network with convolutional layers to efficiently process the inputs. This algorithm leads to a significantly improved performance compared with the previously used one. For example, the efficiency for a genuine tau_h to pass the discriminator against jets increases by 10-30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient tau_h reconstruction is introduced that incorporates additional hadronic decay modes. The superior performance of the new algorithm to discriminate against jets, electrons, and muons and the improved tau_h reconstruction method are validated with LHC proton-proton collision data at sqrt(s) = 13 TeV.
DOI: 10.17182/hepdata.88291.v1/t20
title: "Table 20" of "Nuclear modification of $\Upsilon$ states in pPb collisions at $\sqrt{s_\mathrm{NN}}$ = 5.02 TeV"

description: Nuclear modification factor of Y(2S) at forward and backward $y^{Y}_{CM}$ for pT &lt; 6 GeV/c. The global uncertainty arises from the integrated luminosity uncertainties in pPb and pp collisions.
description: Production cross sections of $\Upsilon(1S)$, $\Upsilon(2S)$, and $\Upsilon(3S)$ states decaying into $\mu^{+}\mu^{-}$ in proton-lead (pPb) collisions are reported using data collected by the CMS experiment at $\sqrt{s_{_{\mathrm{NN}}}} = $ 5.02 TeV. A comparison is made with corresponding cross sections obtained with pp data measured at the same collision energy and scaled by the Pb nucleus mass number. The nuclear modification factor for $\Upsilon(1S)$ is found to be $R_{\mathrm{pPb}}(\Upsilon(1S)) = $ 0.806 $ \pm\ $ 0.024 (stat) $ \pm\ $ 0.059 (syst). Similar results for the excited states indicate a sequential suppression pattern, such that $R_{\mathrm{pPb}}(\Upsilon(1S)) &gt; R_{\mathrm{pPb}}(\Upsilon(2S)) &gt; R_{\mathrm{pPb}}(\Upsilon(3S))$. The suppression is much less pronounced in pPb than in PbPb collisions, and independent of transverse momentum $p^{\Upsilon}_{T}$ and center-of-mass rapidity $y^{\Upsilon}_{CM}$ of the individual $\Upsilon$ state in the studied range $p^{\Upsilon}_{T} &lt; $ 30 GeV/c and $|y^{\Upsilon}_{CM}| &lt; $ 1.93. Models that incorporate sequential suppression of bottomonia in pPb collisions are in better agreement with the data than those which only assume initial-state modifications.
DOI: 10.17182/hepdata.88291.v1/t21
title: "Table 21" of "Nuclear modification of $\Upsilon$ states in pPb collisions at $\sqrt{s_\mathrm{NN}}$ = 5.02 TeV"

description: Nuclear modification factor of Y(3S) at forward and backward $y^{Y}_{CM}$ for pT &lt; 6 GeV/c. The global uncertainty arises from the integrated luminosity uncertainties in pPb and pp collisions.
description: Production cross sections of $\Upsilon(1S)$, $\Upsilon(2S)$, and $\Upsilon(3S)$ states decaying into $\mu^{+}\mu^{-}$ in proton-lead (pPb) collisions are reported using data collected by the CMS experiment at $\sqrt{s_{_{\mathrm{NN}}}} = $ 5.02 TeV. A comparison is made with corresponding cross sections obtained with pp data measured at the same collision energy and scaled by the Pb nucleus mass number. The nuclear modification factor for $\Upsilon(1S)$ is found to be $R_{\mathrm{pPb}}(\Upsilon(1S)) = $ 0.806 $ \pm\ $ 0.024 (stat) $ \pm\ $ 0.059 (syst). Similar results for the excited states indicate a sequential suppression pattern, such that $R_{\mathrm{pPb}}(\Upsilon(1S)) &gt; R_{\mathrm{pPb}}(\Upsilon(2S)) &gt; R_{\mathrm{pPb}}(\Upsilon(3S))$. The suppression is much less pronounced in pPb than in PbPb collisions, and independent of transverse momentum $p^{\Upsilon}_{T}$ and center-of-mass rapidity $y^{\Upsilon}_{CM}$ of the individual $\Upsilon$ state in the studied range $p^{\Upsilon}_{T} &lt; $ 30 GeV/c and $|y^{\Upsilon}_{CM}| &lt; $ 1.93. Models that incorporate sequential suppression of bottomonia in pPb collisions are in better agreement with the data than those which only assume initial-state modifications.
DOI: 10.17182/hepdata.88291.v1/t22
title: "Table 22" of "Nuclear modification of $\Upsilon$ states in pPb collisions at $\sqrt{s_\mathrm{NN}}$ = 5.02 TeV"

description: Nuclear modification factor of Y(1S) at forward and backward $y^{Y}_{CM}$ for 6 &lt; pT &lt; 30 GeV/c. The global uncertainty arises from the integrated luminosity uncertainties in pPb and pp collisions.
description: Production cross sections of $\Upsilon(1S)$, $\Upsilon(2S)$, and $\Upsilon(3S)$ states decaying into $\mu^{+}\mu^{-}$ in proton-lead (pPb) collisions are reported using data collected by the CMS experiment at $\sqrt{s_{_{\mathrm{NN}}}} = $ 5.02 TeV. A comparison is made with corresponding cross sections obtained with pp data measured at the same collision energy and scaled by the Pb nucleus mass number. The nuclear modification factor for $\Upsilon(1S)$ is found to be $R_{\mathrm{pPb}}(\Upsilon(1S)) = $ 0.806 $ \pm\ $ 0.024 (stat) $ \pm\ $ 0.059 (syst). Similar results for the excited states indicate a sequential suppression pattern, such that $R_{\mathrm{pPb}}(\Upsilon(1S)) &gt; R_{\mathrm{pPb}}(\Upsilon(2S)) &gt; R_{\mathrm{pPb}}(\Upsilon(3S))$. The suppression is much less pronounced in pPb than in PbPb collisions, and independent of transverse momentum $p^{\Upsilon}_{T}$ and center-of-mass rapidity $y^{\Upsilon}_{CM}$ of the individual $\Upsilon$ state in the studied range $p^{\Upsilon}_{T} &lt; $ 30 GeV/c and $|y^{\Upsilon}_{CM}| &lt; $ 1.93. Models that incorporate sequential suppression of bottomonia in pPb collisions are in better agreement with the data than those which only assume initial-state modifications.