cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6092/unibo/amsacta/8768
title: INTELLIMAN. WP4. Adaptive shared autonomy. T4_4. Human intent detection for autonomy arbitration. Fuzzy Myocontrol. v0

description: The dataset is related to grasp strength regulation in myocontrolled robotic hands, with a specific focus on the analysis of contact forces and adaptive control gain modulation during grasp execution. It includes force measurements and controller-related signals collected during human-in-the-loop experiments performed with an anthropomorphic robotic hand under different force control strategies.
The dataset supports the quantitative evaluation and comparison of heuristic model-based, fuzzy-based, and neural network-based force controllers used to regulate grasp strength during tripod grasps. The data enable analysis of force tracking accuracy, interaction stability, and control smoothness across different grasp force levels.
The data were acquired from experimental trials in which users controlled the robotic hand via surface electromyography (sEMG) signals and received vibrotactile feedback related to grasp force deviations. During the experiments, users were asked to track predefined target force levels while grasping rigid objects of different shapes.
Contact forces at the robotic fingertips and the corresponding controller gain modulation signals were recorded during task execution to assess how different control strategies influence force overshoot, steady-state error, and responsiveness. The dataset enables statistical and qualitative analysis of force tracking performance, as presented in the associated publication:
M. Sheikhsamad, R. Meattini, D. Chiaravalli, R. Suárez, J. Rosell, and G. Palli,
“User-Tailored Fuzzy-Based Grasp Strength Regulation in Myocontrolled Robotic Hands,”
IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), 2025
DOI: 10.5281/zenodo.18505582
title: NWA 12317 LIBS data

description: LIBS data collected from the NWA 12317 sample during the EXCITE measurement campaign at CEITEC BUT. The measurement details and settings are listed in the metadata.txt text file.
DOI: 10.5281/zenodo.18505583
title: NWA 12317 LIBS data

description: LIBS data collected from the NWA 12317 sample during the EXCITE measurement campaign at CEITEC BUT. The measurement details and settings are listed in the metadata.txt text file.
DOI: 10.15468/dl.zyyqjx
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chordata",
 "DecimalLatitude is greater than or equal to 35.8065994812505",
 "DecimalLatitude is less than or equal to 35.8964305987496",
 "DecimalLongitude is greater than or equal to -116.242120531576",
 "DecimalLongitude is less than or equal to -116.131291468424",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year is greater than or equal to 1927",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 119 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016417-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgmaug
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zombia antillarum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016419-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18505848
title: EC3 2026 IFC5 Circularity dataset
DOI: 10.5281/zenodo.18505849
title: EC3 2026 IFC5 Circularity dataset
DOI: 10.15468/dl.ah73zn
title: Occurrence Download

description: A dataset containing 19112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Erebia alberganus",
 "Year 1980-2026"
 ]
}

 The dataset includes 19112 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016421-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18505832
title: Algorithmic Derivation of Subatomic Constants from a Finite Linguistic Dataset: The 135 Weighted Multiplet

description: Algorithmic Derivation of Subatomic Constants from a Finite Linguistic Dataset: The 135Weighted Multiplet Author: Saxon Ventura Research Ltd, All Rights Reserved Date: 6th of February, 2026 Category: Physics / Information Theory / Cryptography  1. Abstract This paper presents the discovery of a numerical "5-plet" (quintuplet) of entities derived from a linguistic keyspace of 455,247 English words. Using a proprietary 10-point algorithmic fingerprinting method, we demonstrate that a specific family of 4-letter strings—anchored by the "Weighted Progression 135"—yields numerical values that correspond to the most fundamental constants in nuclear and quantum physics with a variance of <0.2%. These include the rest mass of the neutral pion (𝜋 ), the fine-structure constant (𝛼−1), and the "running" constant at the Z-boson scale. 2. Methodology: The 135-Family Search The study applied a uniform starting rule to a comprehensive English lexicon (𝑁=455,247). The search parameters were defined by two primary constraints: 1. Mirror Invariance: The entity must remain numerically identical under string reversal (e.g., 𝑃𝐼𝑂𝑁=𝑁𝑂𝐼𝑃). 2. Weighted Progression (𝑊=135): A calculation based on alphabetical position and value                                             𝑊=∑(𝑉𝑎𝑙𝑢𝑒×𝑃𝑜𝑠𝑖𝑡𝑖𝑜𝑛)  Out of nearly half a million words, only five entities (and their mirror reflections) satisfied these constraints. This "135-Family" was then processed through a proprietary 10-Fingerprint Formula to determine their stable physical signatures. 3. Results and Data Analysis The following table illustrates the convergence between the derived algorithmic fingerprints and established physical constants.  Entity (4Letter) Derived Fingerprint Physical Constant Correspondence Deviation PION/RKET 135.26 Neutral Pion Mass (𝜋0): 134.97 MeV 0.21% SIFT/MOLN 137.06 Fine-Structure Constant (𝛼−1): 137.03 0.02% JUIN 128.07 Running Alpha Scale: ~128.0  (at 𝑀𝑍) 0.05%
description: We thank Google's AI mode for our ongoing Collaboration.
DOI: 10.5281/zenodo.18505833
title: Algorithmic Derivation of Subatomic Constants from a Finite Linguistic Dataset: The 135 Weighted Multiplet

description: Algorithmic Derivation of Subatomic Constants from a Finite Linguistic Dataset: The 135Weighted Multiplet Author: Saxon Ventura Research Ltd, All Rights Reserved Date: 6th of February, 2026 Category: Physics / Information Theory / Cryptography  1. Abstract This paper presents the discovery of a numerical "5-plet" (quintuplet) of entities derived from a linguistic keyspace of 455,247 English words. Using a proprietary 10-point algorithmic fingerprinting method, we demonstrate that a specific family of 4-letter strings—anchored by the "Weighted Progression 135"—yields numerical values that correspond to the most fundamental constants in nuclear and quantum physics with a variance of <0.2%. These include the rest mass of the neutral pion (𝜋 ), the fine-structure constant (𝛼−1), and the "running" constant at the Z-boson scale. 2. Methodology: The 135-Family Search The study applied a uniform starting rule to a comprehensive English lexicon (𝑁=455,247). The search parameters were defined by two primary constraints: 1. Mirror Invariance: The entity must remain numerically identical under string reversal (e.g., 𝑃𝐼𝑂𝑁=𝑁𝑂𝐼𝑃). 2. Weighted Progression (𝑊=135): A calculation based on alphabetical position and value                                             𝑊=∑(𝑉𝑎𝑙𝑢𝑒×𝑃𝑜𝑠𝑖𝑡𝑖𝑜𝑛)  Out of nearly half a million words, only five entities (and their mirror reflections) satisfied these constraints. This "135-Family" was then processed through a proprietary 10-Fingerprint Formula to determine their stable physical signatures. 3. Results and Data Analysis The following table illustrates the convergence between the derived algorithmic fingerprints and established physical constants.  Entity (4Letter) Derived Fingerprint Physical Constant Correspondence Deviation PION/RKET 135.26 Neutral Pion Mass (𝜋0): 134.97 MeV 0.21% SIFT/MOLN 137.06 Fine-Structure Constant (𝛼−1): 137.03 0.02% JUIN 128.07 Running Alpha Scale: ~128.0  (at 𝑀𝑍) 0.05%
description: We thank Google's AI mode for our ongoing Collaboration.
DOI: 10.2909/05ae1ee1-e550-4e66-b74d-4926322d981a
title: Urban Atlas Land Cover/Land Use 2021 (vector), Europe, 3-yearly, Jan. 2026

description: Urban Atlas Land Cover/Land Use 2021 provides reliable, inter-comparable, high-resolution land use and land cover data for 790 Functional Urban Areas (FUA) with more than 50,000 inhabitants for the 2021 reference year in EEA38 countries (EU, EFTA, Western Balkans countries, as well as Türkiye) and the United Kingdom.
DOI: 10.7910/dvn/od80ah
title: Replication Data for: How Bad Can It Get? Polarization and the Public Interest When It Matters

description: Scholars and political observers, alike, have associated political polarization with the weakening of democratic norms and the undermining of accountability, as partisans trade off the public interest against in-group loyalty. We probe how in-group bias shapes support for collective goods in actual high-stakes settings in an especially polarized democracy. Conducting survey experiments in Poland, we examine two scenarios: electoral integrity during the 2023 parliamentary election that could have entrenched authoritarian rule and national security after Russia’s 2022 invasion of neighboring Ukraine. Our findings show pronounced partisan bias undermining support for electoral integrity---approximately 40% of party supporters with an average level of partisanship supported rerunning an election when their party unexpectedly lost---but less bias in judgments about national security, raising the possibility that individuals may view democracy as more of an instrumental than an intrinsic good.
DOI: 10.6084/m9.figshare.31281637
title: Access technologies for people with significant motor impairment with potential to impact speed and/or accuracy of communication: a scoping review

description: Individuals with significant communication and physical impairments often rely on augmentative and alternative communication (AAC) to facilitate independent communication across a range of communication partners and settings. Due to physical impairments, many individuals require alternate methods to access AAC systems, known as access technologies. While access technologies have advanced, they remain considerably slower than verbal communication. This scoping review explored recent advances in access technologies published between 2019 and 2024, focusing on technologies that facilitate communication speed and/or accuracy for individuals of any age with physical disabilities. Forty-six studies met inclusion criteria, covering a range of technologies such as brain-computer interfaces (BCIs), eye-tracking technology, and novel applications, such as a mixed reality AAC environment and multimodal access approaches (e.g., integrated eye-tracking with switch scanning, hybrid BCI eye-tracking). Despite technological progress, fewer than one-third of studies addressed the role of communication partners in setup and support, highlighting a gap in user-centred design. Findings are discussed in terms of practical applications and emerging directions for technology development. Implications for clinical practice and future research include the need for inclusive design, improved usability, and greater consideration of communication partner involvement in AAC access solutions.
DOI: 10.6084/m9.figshare.31281637.v1
title: Access technologies for people with significant motor impairment with potential to impact speed and/or accuracy of communication: a scoping review

description: Individuals with significant communication and physical impairments often rely on augmentative and alternative communication (AAC) to facilitate independent communication across a range of communication partners and settings. Due to physical impairments, many individuals require alternate methods to access AAC systems, known as access technologies. While access technologies have advanced, they remain considerably slower than verbal communication. This scoping review explored recent advances in access technologies published between 2019 and 2024, focusing on technologies that facilitate communication speed and/or accuracy for individuals of any age with physical disabilities. Forty-six studies met inclusion criteria, covering a range of technologies such as brain-computer interfaces (BCIs), eye-tracking technology, and novel applications, such as a mixed reality AAC environment and multimodal access approaches (e.g., integrated eye-tracking with switch scanning, hybrid BCI eye-tracking). Despite technological progress, fewer than one-third of studies addressed the role of communication partners in setup and support, highlighting a gap in user-centred design. Findings are discussed in terms of practical applications and emerging directions for technology development. Implications for clinical practice and future research include the need for inclusive design, improved usability, and greater consideration of communication partner involvement in AAC access solutions.
DOI: 10.15468/dl.5bjdb7
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amischotolype hispida",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 557 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016422-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1139384
title: Digita Archive from a Heritage Statement and Historic Building Recording of Turbine Hall at Sizewell 'A' Power Station, Leiston, Suffolk, April-July 2024

description: This collection comprises site photographs from a heritage statement and historic building recording carried out by Lanpro Services Limited at Turbine Hall at Sizewell 'A' Power Station, Leiston, Suffolk between April and July 2024.
DOI: 10.5281/zenodo.18320261
title: CDsyn: A Comprehensive Database for Deleterious Human Synonymous SNVs Prediction

description: The database contains exclusively synonymous variants. Additionally, we supplemented the database with a "Classification" column for the variants with clinical pathogenicity. "LP/P" stands for "Likely Pathogenic/Pathogenic", and "LB/B" stands for "Likely Benign/Benign".

 

If you use the dataset, please cite this paper:

" Bing Zeng, Ning An, Siting Zhou, Xiaoman Zhao, Ziling Liu, Chuanhe Zhang, Hongxia Liao, Jingwen Liu, Yijie Lu, Dongcheng Liu, Weiwei Dai, Bo Qin,

CDsyn: A Comprehensive Database for Deleterious Human Synonymous SNVs Prediction, iScience, 2026, 114918, ISSN 2589-0042, https://doi.org/10.1016/j.isci.2026.114918. "
DOI: 10.5281/zenodo.15042851
title: CDsyn: A Comprehensive Database for Deleterious Human Synonymous SNVs Prediction

description: The database contains exclusively synonymous variants. Additionally, we supplemented the database with a "Classification" column for the variants with clinical pathogenicity. "LP/P" stands for "Likely Pathogenic/Pathogenic", and "LB/B" stands for "Likely Benign/Benign".

 

If you use the dataset, please cite this paper:

" Bing Zeng, Ning An, Siting Zhou, Xiaoman Zhao, Ziling Liu, Chuanhe Zhang, Hongxia Liao, Jingwen Liu, Yijie Lu, Dongcheng Liu, Weiwei Dai, Bo Qin,

CDsyn: A Comprehensive Database for Deleterious Human Synonymous SNVs Prediction, iScience, 2026, 114918, ISSN 2589-0042, https://doi.org/10.1016/j.isci.2026.114918. "
DOI: 10.15468/dl.8wbrp8
title: Occurrence Download

description: A dataset containing 143258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa alpina"
 ]
}

 The dataset includes 143258 records from 670 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016365-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.873snx
title: Occurrence Download

description: A dataset containing 6426 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -46.479780028101516
 AND decimallatitude &lt;= -41.89415215079384
 AND decimallongitude &gt;= -69.23837900975829
 AND decimallongitude &lt;= -59.94074752362532
 AND GBIF_Within('POLYGON ((-59.940748 -46.479780, -59.940748 -41.894152, -69.238379 -41.894152, -69.238379 -46.479780, -59.940748 -46.479780))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 6426 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016413-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmhmdr
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aneilema aequinoctiale",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 422 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016424-260129131611470/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.31271257
title: <b><i>Checklist PRISMA 2020</i></b>

description: Checklist PRISMA<br><br>
DOI: 10.6084/m9.figshare.31271257.v1
title: <b><i>Checklist PRISMA 2020</i></b>

description: Checklist PRISMA<br><br>
DOI: 10.15159/phytop.182
title: Keeri

description: Phytoplankton biomass, diversity and abundance in samples collected from Lake Keeri during the period 1951-2005.
DOI: 10.7910/dvn/gcfxto
title: Replication Data for: "The Unequal Challenge of Learning from Under-informative News"

description: Replication data and files for analyses, tables, and figures in "The Unequal Challenge of Learning from Under-informative News," published in the British Journal of Political Science. See _README.txt.
DOI: 10.6084/m9.figshare.31271701
title: <b><i>Flow diagram PRISMA 2020</i></b>

description: Flujograma PRISMA
DOI: 10.6084/m9.figshare.31271701.v1
title: <b><i>Flow diagram PRISMA 2020</i></b>

description: Flujograma PRISMA
DOI: 10.15468/dl.2pmnyn
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buforrestia obovata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 103 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016426-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18505809
title: Data for: Rheological Control on the Aggregation of Theia Remnants into Seismically Anisotropic LLSVPs

description: This repository contains the numerical simulation data, input files for Citcom2D, and processed data used to generate Figures 1-6 and Supplementary Figures S1-S7 in the manuscript 'Rheological Control on the Aggregation of Theia Remnants into Seismically Anisotropic LLSVPs'.
DOI: 10.5281/zenodo.18505810
title: Data for: Rheological Control on the Aggregation of Theia Remnants into Seismically Anisotropic LLSVPs

description: This repository contains the numerical simulation data, input files for Citcom2D, and processed data used to generate Figures 1-6 and Supplementary Figures S1-S7 in the manuscript 'Rheological Control on the Aggregation of Theia Remnants into Seismically Anisotropic LLSVPs'.
DOI: 10.5281/zenodo.18505897
title: Expert annotations of the paraphrased medical content - comparison study
DOI: 10.15468/dl.s2h4qk
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callisia soconuscensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016431-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20351/29sg20250101_ts
title: SARMIENTO DE GAMBOA 2025 thermosalinograph data
title: 29SG20250101_ts

description: Sea surface temperature and salinity data acquired on board the R/V Sarmiento de Gamboa with a Seabird SB21 thermosalinograph in continuous mode during 2025.
DOI: 10.6084/m9.figshare.31271731
title: Respaldo de datos para la construcción del PRISMA

description: Bibliografia clasificada por repositorios de revistas indexadas
DOI: 10.6084/m9.figshare.31271731.v1
title: Respaldo de datos para la construcción del PRISMA

description: Bibliografia clasificada por repositorios de revistas indexadas
DOI: 10.15468/dl.wynvrp
title: Occurrence Download

description: A dataset containing 3527686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "Year 2023-2023"
 ]
}

 The dataset includes 3527686 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016380-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18458580
title: Dataset accociated with manuscript Quintuplet condensation in the skyrmionic insulator Cu2OSeO3 at ultrahigh magnetic fields

description: EMFC_FR_unwrap_Cu2OSeO3_5K_d0p62mm.csv — Dataset of Fig. 2 (b): Magnetic field (T), Faraday rotation angle (deg/0.62mm), Transmission amplitude

QMC_Sz_Cu2OSeO3_4p35K_params_from_ozerov2014.csv — QMC data of Fig. 3 and 6, <S^z> for Cu(1) and Cu(2)

Fig1.dat— critical fields from TMF theory (data shown in Figure 1)

Fig4.dat— data shown in Figure 4

Fig5.dat— tau model data shown in figure 5

tauset2list-Feb2026.dat—tau model data shown in figure 3 & 6

TMFzeroT-Feb2026.dat—TMF data shown in figure 3 & 6
DOI: 10.15468/dl.74n88m
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cartonema parviflorum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 535 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016432-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.