cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hx9c3j
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matthaea sancta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014177-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gwvp2a
title: Replication Data for: "The Demand for Elections under Autocracy: Regime Approval and the Elimination of Local Elections in Russia"

description: Most contemporary autocracies hold elections. Does the public value these elections? If so, do they value them enough to punish incumbents that subvert elections? We examine this question in contemporary Russia, examining whether individuals withdraw support from regime leaders when local elections are eliminated. Over the past 25 years, most Russian cities have replaced their directly-elected mayors with appointed executives. This paper uses the largest dataset on public opinion ever assembled on Russia---over 400,000 responses drawn from two decades by Russia's top polling agencies---to analyze how the elimination of elections in Russia's large cities has affected public attitudes toward the authorities. Using a difference-in-differences design, we find that election cancellation reduces support for President Vladimir Putin. This effect is stronger in settings with histories of robust electoral competition. This suggests that the public is more likely to punish incumbents for eliminating elections when individuals have experience with competitive elections.
description: This dataset underwent an independent verification process, complying with the AJPS Verification Policy updated June 2023, which replicated the tables and figures in the primary article. For the supplementary materials, verification was performed solely for the successful execution of the code. The verification process was carried out by the Cornell Center for Social Sciences at Cornell University. 
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The associated article has been awarded the Open Materials Badge. Learn more about the Open Practice Badges from the Center for Open Science. 
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Open Materials Badge
DOI: 10.23641/asha.31215364
title: Efficacy of SSI-TED: A systematic review (Pandey et al., 2026)

description: <b>Purpose</b><b>: </b>This systematic review aims to evaluate the efficacy of single-session interventions of tinnitus educational counseling (SSI-TEDs) in the management of tinnitus. <b>Method: </b>A systematic literature search was conducted and reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Five studies met the inclusion criteria: three were two-arm randomized controlled trials (RCTs), and two employed a pretest–posttest design. Two studies compared SSI-TED with other interventions—neuro-music therapy (<i>n</i> = 1) and hypnosis (<i>n</i> = 1). One study included a homework component for 50% of the participants, and another combined SSI-TED with mindfulness and relaxation training.<b>Results: </b>Across five studies, a total of 307 participants received SSI-TED, while 190 were given alternative interventions. At 1–3 months follow-up, one RCT demonstrated a small-to-medium effect of SSI-TED on reducing tinnitus severity and distress. Pretest–posttest studies reported large effects of SSI-TED on these outcomes. Improvements were also observed in negative emotions, frustration, rumination, and social life. The long-term effect of SSI-TED was noted in one study. No significant effects were found for anxiety or depression.<b>Conclusions: </b>SSI-TED appears to be a promising intervention for reducing tinnitus-related distress and improving emotional well-being in the short term. The evidence suggests moderate benefits in control conditions and larger effects when evaluated in uncontrolled settings. However, its impact on comorbid anxiety and depression remains unclear. Further high-quality studies with long-term follow-up are needed to establish the sustained efficacy, effectiveness, and broader psychological benefits of SSI-TED.<b>Supplemental Material S1. </b>Risk of bias assessment and level of evidence ratings of included studies.Pandey, P., Knoetze, M., Sharma, A., Swanepoel, D. W., & Manchaiah, V. (2026). Efficacy of single-session intervention of tinnitus educational counseling: A systematic review. <i>American Journal of Audiology</i>. Advance online publication. https://doi.org/10.1044/2025_AJA-25-00120<br>
DOI: 10.23641/asha.31215364.v1
title: Efficacy of SSI-TED: A systematic review (Pandey et al., 2026)

description: <b>Purpose</b><b>: </b>This systematic review aims to evaluate the efficacy of single-session interventions of tinnitus educational counseling (SSI-TEDs) in the management of tinnitus. <b>Method: </b>A systematic literature search was conducted and reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Five studies met the inclusion criteria: three were two-arm randomized controlled trials (RCTs), and two employed a pretest–posttest design. Two studies compared SSI-TED with other interventions—neuro-music therapy (<i>n</i> = 1) and hypnosis (<i>n</i> = 1). One study included a homework component for 50% of the participants, and another combined SSI-TED with mindfulness and relaxation training.<b>Results: </b>Across five studies, a total of 307 participants received SSI-TED, while 190 were given alternative interventions. At 1–3 months follow-up, one RCT demonstrated a small-to-medium effect of SSI-TED on reducing tinnitus severity and distress. Pretest–posttest studies reported large effects of SSI-TED on these outcomes. Improvements were also observed in negative emotions, frustration, rumination, and social life. The long-term effect of SSI-TED was noted in one study. No significant effects were found for anxiety or depression.<b>Conclusions: </b>SSI-TED appears to be a promising intervention for reducing tinnitus-related distress and improving emotional well-being in the short term. The evidence suggests moderate benefits in control conditions and larger effects when evaluated in uncontrolled settings. However, its impact on comorbid anxiety and depression remains unclear. Further high-quality studies with long-term follow-up are needed to establish the sustained efficacy, effectiveness, and broader psychological benefits of SSI-TED.<b>Supplemental Material S1. </b>Risk of bias assessment and level of evidence ratings of included studies.Pandey, P., Knoetze, M., Sharma, A., Swanepoel, D. W., & Manchaiah, V. (2026). Efficacy of single-session intervention of tinnitus educational counseling: A systematic review. <i>American Journal of Audiology</i>. Advance online publication. https://doi.org/10.1044/2025_AJA-25-00120<br>
DOI: 10.15468/dl.sbncvd
title: Occurrence Download

description: A dataset listing the 146 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Ornitológica de la Universidad Tecnológica del Chocó"
 ]
}

 The dataset's 146 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014156-260129131611470/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.24759795
title: CognitiveReinforcement_data

description: This repository contains data collected for the paper "Cognitive reinforcement: capturing tacit knowledge and enhancing expertise with a biofeedback interface for visual attention", published on Journal of Neural Engineering. For ethical reasons, we have only uploaded data of those participants who gave consent to have their physiological data publicly available online (17 out of 30).The data is organized per subject, and contains the following data types:EEG_Data: electroencephalography data collected to monitor peripheral visual attention using SSVEPs and to monitor the participant's Error Realted Potentials (ErrP).Gaze_Data: eye-tracking data collected to monitor participant's eye movementsResponses_Data: contains information about participant's responses, from which we can compute classification accuracies, response times, survey responses, etc.All three types of data have files corresponding to the different stages of the experiments (see paper for more specifics): "Learning_Phase", "Implicit_Survey" (also named Self-Awareness Phase in the paper), and "Final_Part".
DOI: 10.6084/m9.figshare.24759795.v1
title: CognitiveReinforcement_data

description: This repository contains data collected for the paper "Cognitive reinforcement: capturing tacit knowledge and enhancing expertise with a biofeedback interface for visual attention", published on Journal of Neural Engineering. For ethical reasons, we have only uploaded data of those participants who gave consent to have their physiological data publicly available online (17 out of 30).The data is organized per subject, and contains the following data types:EEG_Data: electroencephalography data collected to monitor peripheral visual attention using SSVEPs and to monitor the participant's Error Realted Potentials (ErrP).Gaze_Data: eye-tracking data collected to monitor participant's eye movementsResponses_Data: contains information about participant's responses, from which we can compute classification accuracies, response times, survey responses, etc.All three types of data have files corresponding to the different stages of the experiments (see paper for more specifics): "Learning_Phase", "Implicit_Survey" (also named Self-Awareness Phase in the paper), and "Final_Part".
DOI: 10.5281/zenodo.18495500
title: Amazonian understory forests change phosphorus acquisition strategies under elevated CO2

description: The potential for the Amazon forest to continue functioning as a carbon (C) sink strongly depends on soil nutrient availability, particularly phosphorus (P), and on plants’ ability to adjust nutrient acquisition strategies. However, limited experimental evidence constrains the mechanistic representation of nutrient–carbon interactions in climate change models. We conducted an experiment in a P-depleted Amazonian understory forest, increasing atmospheric CO₂ in-situ by approximately 300 ppm using open-top chambers. Eight polypropylene open-top chambers (OTCs), each with a diameter of 2.4 m and a height of 3 m, were randomly installed in the forest understory. To prevent root proliferation and other effects from plants outside the OTCs, each chamber was surrounded by a circular soil trench measuring 30 cm in width and 50 cm in depth. The chambers were arranged in pairs, with four control chambers maintained at ambient CO2 (aCO2) and four elevated CO2 (eCO2) treatments, in which CO2 concentration was increased on average by ~ 300 ppm relative to the respective ambient OTC. Within the OTCs, we conducted various experiments to understand the effects of eCO2 on root parameters in the litter layer and in the soil, soil nutrient concentrations, microbial activity, and leaf litter decomposition. Our findings suggest that eCO₂ induced contrasting responses by roots along the litter–soil continuum that could facilitate nutrient uptake. In addition, intensifies the competition for P between plant roots and soil microorganisms, leading to changes in litter and soil P pools, exacerbating already strong nutrient constraints.
DOI: 10.5281/zenodo.18495501
title: Amazonian understory forests change phosphorus acquisition strategies under elevated CO2

description: The potential for the Amazon forest to continue functioning as a carbon (C) sink strongly depends on soil nutrient availability, particularly phosphorus (P), and on plants’ ability to adjust nutrient acquisition strategies. However, limited experimental evidence constrains the mechanistic representation of nutrient–carbon interactions in climate change models. We conducted an experiment in a P-depleted Amazonian understory forest, increasing atmospheric CO₂ in-situ by approximately 300 ppm using open-top chambers. Eight polypropylene open-top chambers (OTCs), each with a diameter of 2.4 m and a height of 3 m, were randomly installed in the forest understory. To prevent root proliferation and other effects from plants outside the OTCs, each chamber was surrounded by a circular soil trench measuring 30 cm in width and 50 cm in depth. The chambers were arranged in pairs, with four control chambers maintained at ambient CO2 (aCO2) and four elevated CO2 (eCO2) treatments, in which CO2 concentration was increased on average by ~ 300 ppm relative to the respective ambient OTC. Within the OTCs, we conducted various experiments to understand the effects of eCO2 on root parameters in the litter layer and in the soil, soil nutrient concentrations, microbial activity, and leaf litter decomposition. Our findings suggest that eCO₂ induced contrasting responses by roots along the litter–soil continuum that could facilitate nutrient uptake. In addition, intensifies the competition for P between plant roots and soil microorganisms, leading to changes in litter and soil P pools, exacerbating already strong nutrient constraints.
DOI: 10.71819/oxuru3
title: Coleção de Embioptera do MZUSP

description: Coleção de Embioptera do Museu de Zoologia da Universidade de São Paulo
DOI: 10.5517/ccdc.csd.cc2lnp76
title: CCDC 2403158: Experimental Crystal Structure Determination

description: Related Article: Weiping Zhou, Pascal Retailleau, Arnaud Voituriez|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lnp87
title: CCDC 2403159: Experimental Crystal Structure Determination

description: Related Article: Weiping Zhou, Pascal Retailleau, Arnaud Voituriez|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lr83r
title: CCDC 2405634: Experimental Crystal Structure Determination

description: Related Article: Hao Wu, Bin Jiang, Zhaoxing Chen, Shuang Luo, Bin Lin, Peijun Liu, Xiaozu Liu|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c05094
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lw17s
title: CCDC 2409265: Experimental Crystal Structure Determination

description: Related Article: Qingxiang Li|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.gx5jxm
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollinedia gilgiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 160 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014182-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2m0mpz
title: CCDC 2413681: Experimental Crystal Structure Determination

description: Related Article: Zhong Fa|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mf2gm
title: CCDC 2425640: Experimental Crystal Structure Determination

description: Related Article: kai lan|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mf2hn
title: CCDC 2425641: Experimental Crystal Structure Determination

description: Related Article: kai lan|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mf2jp
title: CCDC 2425642: Experimental Crystal Structure Determination

description: Related Article: kai lan|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mmkqk
title: CCDC 2431879: Experimental Crystal Structure Determination

description: Related Article: Yu-Xin Chen, Ying-Guang Li, Jiali Fan, Hao Zhuo, Zhennan Zhou, Hua Tong, Meifang Yang, Wen-Guang Li, Jiayi Wu, Huan Pang, Wei Liu, Chao Wu, Tian Tian, Gangfeng Ouyang|2025|Sci. Adv.|11|eaea4133|doi:10.1126/sciadv.aea4133
description: Related Article: Ying-Guang Li|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lcgk0
title: CCDC 2394302: Experimental Crystal Structure Determination

description: Related Article: shaoyu li|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mnpbb
title: CCDC 2432952: Experimental Crystal Structure Determination

description: Related Article: Norihito Fukui|2025|CSD Communication|||
description: Related Article: Taito Moribe, Junichiro Hirano, Hideaki Takano, Hiroshi Shinokubo, Norihito Fukui|2025|Beilstein J.Org.Chem.|21|1454|doi:10.3762/bjoc.21.107
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25405/data.ncl.26969998
title: Myofibre - Binary Classification Dataset

description: The Myofibre dataset is a constructed dataset derived from the NCL_SM dataset (doi.org/10.25405/data.ncl.24125391), which contains high-quality images of human tissue.
This dataset is one of the three hidden datasets used by the 2024 NAS Unseen-Data Challenge.
The images include around 50,000 manually segmented muscle fibres (myofibres). These myofibres have been split into four categories: Analysable Myofibre, Non-Transverse Myofibre, Freezing Artefact Myofibre, and Folded Region.
We took each of the cells that the original authors manually labelled, rescaled them to a uniform (3, 128, 128) data shape, and used these images to create a binary-classification task.
We converted the task into a binary classification task due to the imbalance between the four original labels, there are 30,794 AM Myofibres, but only 18,102 NTMs, 1,538 FAMs, and 405 FRs. While there is still an imbalance, the balance is not as drastic and since this was created from real-world data, we hope that it is representative of that fact.
The data is in a channels-first format with a shape of (n, 3, 128, 128) where n is the number of samples in the corresponding set (39,497 for training, 4,937 for validation, and 4,937 for testing).
As this is a binary classification task, there are two classes in the dataset, with aproximately 30,000 AM images and 20,000 NAM images, randomly distributed between each of the three sets.
The two classes and corresponding numerical label are as follows:<br>
Analysable Myofibre (AM): 0,<br>
Not Analysable Myofibre (NAM): 1
NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. The metadata file contains some basic information about the datasets, and can be opened in many text editors such as vim, nano, notepad++, notepad, etc 
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