cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/cdeaa7b5-fa3e-432c-b046-1d6221afbe7d
title: Supplementary Material for Paper: A living lab learning framework rooted in learning theories

description: This dataset is the result of a systematic literature review and consists of the two MS Word files:<br>The paper "A living lab learning framework rooted in learning theories" aims to identify learning theories applicable to living labs. It does so by investigate learning theories in relation to the core characteristics of living labs rather than the term itself.<br>1st file (A) is the dataset that is the result of a systematic literature review. It consists of a list of all papers selected from literature review in paper "A living lab learning framework rooted in learning theories". The learning theories applied and operationalized in these papers are listed in this database.<br>The 2nd file (B) provides an explanation of the learning theories selected as relevant in the 1st file (A). These learning theories are; classic, experiential, situated, social, organizational, transformative, and connective learning theory. Finally, a synthesis of the learning theories is provided.
DOI: 10.5281/zenodo.17636118
title: jrsi_support_v4: Data package for "Genome as Executable Constraints: A Metriplectic Framework for Topological Ground States and Non-equilibrium Cycles"

description: This record contains the jrsi_support_v4 dataset associated with the manuscript“Genome as Executable Constraints: A Metriplectic Framework for TopologicalGround States and Non-equilibrium Cycles” (Y. J. Lee).

The archive jrsi_support_v4_updated.zip provides all figure-source data andsupporting tables needed to reproduce the numerical results, figures andtables in the paper and Supplementary Material. The main contents are:

- data/: CSV and YAML files with residual-stress values Pres, constraint flags  and diagnostics for all candidate topologies and cycles in the four case  studies (insulin disulfide locking, TBP–DNA bending, collagen triple-helix  assembly, and ATP synthase rotary operation), plus global parameter tables  and invariants.- robustness/: additional CSV/YAML files used for in-silico ablations and  parameter-sensitivity analyses (penalty-weight rescaling, stiffness  perturbations, extended scans, boundedness tests, etc.).- mapping/: a small table mapping each file to the corresponding figure or  table in the manuscript.- code/: minimal helper scripts used to generate summary tables from the data.- provenance/ and metadata/: checksums and metadata for internal consistency.

The dataset is intended to make all numerical results in the manuscriptreproducible and to provide a starting point for further exploration of thePhysically Constrained Topological Solver (PCTS) and the metriplectic,constraint-based framework described in the paper.

Please cite this dataset as:

Lee, Y. J. (2025). jrsi_support_v4: Data package for “Genome as ExecutableConstraints: A Metriplectic Framework for Topological Ground States andNon-equilibrium Cycles”. Zenodo. https://doi.org/10.5281/zenodo.17636118
DOI: 10.4121/cdeaa7b5-fa3e-432c-b046-1d6221afbe7d.v1
title: Supplementary Material for Paper: A living lab learning framework rooted in learning theories

description: This dataset is the result of a systematic literature review and consists of the two MS Word files:<br>The paper "A living lab learning framework rooted in learning theories" aims to identify learning theories applicable to living labs. It does so by investigate learning theories in relation to the core characteristics of living labs rather than the term itself.<br>1st file (A) is the dataset that is the result of a systematic literature review. It consists of a list of all papers selected from literature review in paper "A living lab learning framework rooted in learning theories". The learning theories applied and operationalized in these papers are listed in this database.<br>The 2nd file (B) provides an explanation of the learning theories selected as relevant in the 1st file (A). These learning theories are; classic, experiential, situated, social, organizational, transformative, and connective learning theory. Finally, a synthesis of the learning theories is provided.
DOI: 10.4121/a0f0acad-eecb-4d0a-bc3d-4cad7cf0b36e
title: Supplementary Material for Paper: Harvesting living labs outcomes through learning pathways

description: This dataset contains data published in the supplementary document of the paper “Harvesting living labs outcomes through learning pathways”, DOI: 10.1016/j.crsust.2024.100277. This data is a part of Astha Bhatta's PhD Thesis project (2026). <br>This dataset mainly consists of interview and survey protocols and questions, and consists of the following information regarding the case study, KLIMAP, explored in the paper:<br>- Name of organizations interviewed, number of interviews- Details of the survey- Details on workshop participation- Interview and survey questions- Interview protocols<br>The paper “Harvesting living labs outcomes through learning pathways” develops learning pathways using the components of the Living Lab Analytical Framework. The dataset also contains potential combinations of the framework's components that make up learning pathways.
DOI: 10.4121/a0f0acad-eecb-4d0a-bc3d-4cad7cf0b36e.v1
title: Supplementary Material for Paper: Harvesting living labs outcomes through learning pathways

description: This dataset contains data published in the supplementary document of the paper “Harvesting living labs outcomes through learning pathways”, DOI: 10.1016/j.crsust.2024.100277. This data is a part of Astha Bhatta's PhD Thesis project (2026). <br>This dataset mainly consists of interview and survey protocols and questions, and consists of the following information regarding the case study, KLIMAP, explored in the paper:<br>- Name of organizations interviewed, number of interviews- Details of the survey- Details on workshop participation- Interview and survey questions- Interview protocols<br>The paper “Harvesting living labs outcomes through learning pathways” develops learning pathways using the components of the Living Lab Analytical Framework. The dataset also contains potential combinations of the framework's components that make up learning pathways.
DOI: 10.48579/pro/7r4yik
title: Replication data for: Fig 8.10, Alarm calling vs kinship, same BTPD or UPD in different years, 20 Nov 2025

description: FILE DESCRIPTION Keywords: alarm calls vs kinship, same prairie dog in three different years File name: Fig 8.10, Alarm calling vs kinship, same BTPD or UPD in three different years, 20 Nov 2025 Old file name: Fig 8.10. Alarm calling by long-lived prairie dogs that experienced at least two changes regarding the presence of juvenile offspring in the home territory over time. Callfreq = Percentage of times prairie dog gave alarm call in response to stuffed badger Note that Callfreq in this file is PERCENTAGE, not proportion. For UPD fem-HBS, data are in EXCEL file for Fig 8.1. For BTPD fem-BB3 and BTPD male-02, data come from unpublished field notes Each circle in this figure represents one percentage per prairie dog per year File name: Fig 8.10, Alarm calling vs kinship, same BTPD or UPD in different years, 20 Nov 2025 For this table, I considered data from the same prairie dog in different years to be independent
DOI: 10.57756/4su74b
title: 3D model of a Saber-Toothed Cat (NHMW-GEO-1910/0102/0001)

description: <p>3D scan of an original fossilized skeleton of a saber-toothed cat (<em>Smilodon populator</em>) from the late Pleistocene. It was found in Río Areco in Argentina and is about 40,000 years old. A healed bone fracture in this saber-toothed cat’s left thigh suggests 
that the animal belonged to a pack that provided it with food while it 
was unable to run and hunt on its own. There are some ideas how the bone
 was broken. It could have happened during a hunt for mammoths, where 
this cat fell down and broke his leg.A healed bone fracture in this saber-toothed cat’s left thigh suggests 
that the animal belonged to a pack that provided it with food while it 
was unable to run and hunt on its own. There are some ideas how the bone
 was broken. It could have happened during a hunt for mammoths, where 
this cat fell down and broke his leg. </p>
DOI: 10.21227/294k-vd81
title: "MSP_performance"

description: "In this paper, a bidirectional machine learning (ML)-based framework is introduced to predict the performance parameters such as S11, VSWR, and radiation pattern in two planes (XZ and YZ), radiation efficiency, and total efficiency, as well as to estimate the design variables including the patch and feed line dimensions (L, W, L1, and W1) and the dielectric constant (\u03b5r ) of a quarter-wave transformer (QWT)-microstrip patch (MSP) antenna at an operating frequency of 3 GHz. A Forward Artificial Neural Network (F-ANN) is developed to predict performance parameters based on given design variables. At the same time, an Inverse Artificial Neural Network (I-ANN) is implemented to estimate design variables from the desired performance parameter. This technique involves the designing, training, and optimization of an MSP antenna in real time. The F-ANN architecture is built with five input features and one output, whereas the I-ANN is implemented with three input features and five outputs. Model evaluation is done using the R-squared (R2) and Mean Squared Error (MSE). The F-ANN and I-ANN achieve R2 values of 0.99 and minimal MSE values of 4 \u00d710-4 and 4 \u00d710-3 respectively. The estimated design variables through inverse modeling are further re-verified using retro simulation and compared with simulated and predicted results; also, the developed models S11 and VSWR parameters are validated using measured performance. Both F-ANN and I-ANN predict and estimate parameters with higher accuracy."
DOI: 10.15468/dl.vy3rvr
title: Occurrence Download

description: A dataset containing 836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus armandii",
 "Year 2024-2025"
 ]
}

 The dataset includes 836 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001826-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/cbd8f3b0-a440-48fd-8e1b-6f573a38eaba
title: Supplementary material for paper: Influence of living labs in the policy landscape

description: This dataset contains data submitted as part of the supplementary document to the paper "Influence of living labs in the policy landscape" (unpublished). This data is a part of Astha Bhatta's PhD Thesis project (2026). <br>This dataset consists of two sections:Section A addresses the literature review, while Section B focuses on case studies.<br>Section A lists 111 papers resulting from the literature review. For each paper, its respective position within the policy process is identified, and the rationale for the inclusion and exclusion of each literature is mentioned.<br>Section B lists the case studies, the number of personnel interviewed, interview protocols, and questions.
DOI: 10.4121/cbd8f3b0-a440-48fd-8e1b-6f573a38eaba.v1
title: Supplementary material for paper: Influence of living labs in the policy landscape

description: This dataset contains data submitted as part of the supplementary document to the paper "Influence of living labs in the policy landscape" (unpublished). This data is a part of Astha Bhatta's PhD Thesis project (2026). <br>This dataset consists of two sections:Section A addresses the literature review, while Section B focuses on case studies.<br>Section A lists 111 papers resulting from the literature review. For each paper, its respective position within the policy process is identified, and the rationale for the inclusion and exclusion of each literature is mentioned.<br>Section B lists the case studies, the number of personnel interviewed, interview protocols, and questions.
DOI: 10.15468/dl.kcfs2g
title: Occurrence Download

description: A dataset containing 16680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Geometry MULTIPOLYGON (((-0.5442741 41.57321, -0.5284615 41.56771, -0.5112119 41.56585, -0.4939805 41.5678, -0.478221 41.57339, -0.4725557 41.57621, -0.4595124 41.58173, -0.4555589 41.58356, -0.4419607 41.5904, -0.4402421 41.59072, -0.4266773 41.59458, -0.4147444 41.60078, -0.4039832 41.60796, -0.3912025 41.61999, -0.3845709 41.63456, -0.3848678 41.64995, -0.3920632 41.66437, -0.4053192 41.67612, -0.4181881 41.6842, -0.4213752 41.68606, -0.4421408 41.69739, -0.449006 41.70063, -0.4608278 41.7054, -0.4650665 41.70752, -0.4814591 41.71327, -0.4993932 41.71509, -0.5172377 41.71283, -0.5333699 41.70668, -0.5463234 41.69721, -0.5586123 41.685, -0.5590943 41.68452, -0.5759769 41.66726, -0.5803667 41.66206, -0.5849689 41.65568, -0.5908834 41.64362, -0.5941592 41.63205, -0.5952199 41.61861, -0.5909355 41.60554, -0.5816924 41.594, -0.5683192 41.58502, -0.5442741 41.57321)))"
 ]
}

 The dataset includes 16680 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001827-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17402538
title: CGU Oral Microbiome
DOI: 10.5281/zenodo.17402539
title: CGU Oral Microbiome
DOI: 10.5281/zenodo.8378264
title: 30m resolution global forest burned area products, 2014-2021

description: Global forest burned area data was produced based on the high-precision global burned area product GABAM. The product was projected in a Geographic (Lat/Long) projection at 0.00025° (approximately 30 meters) resolution, with the WGS84 horizontal datum and the EGM96 vertical datum, consisting of 5° x 5° tiles spanning the range 180W–180E and 80N–60S.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn

Please cite this paper: Zhaoming Zhang, Baoye Qi, Guojin He, et al. High resolution global forest burned area changes monitoring using Landsat 7/8 images. GEO-SPATIAL INFORMATION SCIENCE, 2025. DOI: 10.1080/10095020.2025.2483429
DOI: 10.5281/zenodo.8378265
title: 30m resolution global forest burned area products, 2014-2021

description: Global forest burned area data was produced based on the high-precision global burned area product GABAM. The product was projected in a Geographic (Lat/Long) projection at 0.00025° (approximately 30 meters) resolution, with the WGS84 horizontal datum and the EGM96 vertical datum, consisting of 5° x 5° tiles spanning the range 180W–180E and 80N–60S.

contacts: zhangzhaoming@aircas.ac.cn/zhangzm@radi.ac.cn

Please cite this paper: Zhaoming Zhang, Baoye Qi, Guojin He, et al. High resolution global forest burned area changes monitoring using Landsat 7/8 images. GEO-SPATIAL INFORMATION SCIENCE, 2025. DOI: 10.1080/10095020.2025.2483429
DOI: 10.15468/dl.ye5jrw
title: Occurrence Download

description: A dataset containing 262093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year 1000-1920"
 ]
}

 The dataset includes 262093 records from 808 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001817-251120083545085/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.30589905
title: Supplementary Methods and Figures for Genomic, Chloroplast, Cline, and Physiological Trait Analyses in Populus Hybrid Zones from The role of cytonuclear interactions to plant adaptation across a Populus hybrid zone

description: R1_SupplementaryMaterial.zip
DOI: 10.6084/m9.figshare.30589905.v3
title: Supplementary Methods and Figures for Genomic, Chloroplast, Cline, and Physiological Trait Analyses in Populus Hybrid Zones from The role of cytonuclear interactions to plant adaptation across a Populus hybrid zone

description: R1_SupplementaryMaterial.zip
DOI: 10.6084/m9.figshare.30589905.v2
title: Supplementary Methods and Figures for Genomic, Chloroplast, Cline, and Physiological Trait Analyses in Populus Hybrid Zones from The role of cytonuclear interactions to plant adaptation across a Populus hybrid zone

description: R1_SupplementaryMaterial.zip
DOI: 10.15468/dl.c4wz2v
title: Occurrence Download

description: A dataset containing 46416 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Taiwan Roadkill Observation Network Data Set."
 ]
}

 The dataset includes 46416 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001829-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn6aj3
title: Occurrence Download

description: A dataset containing 2464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus schwarzi",
 "Year 2024-2025"
 ]
}

 The dataset includes 2464 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001830-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.17569.67681
title: THE ROLE OF CALCIUM AND NITRIC OXIDE IN THE ENDOTHELIUM‐DEPENDENT REGULATION OF MICROCIRCULATION
DOI: 10.15468/dl.eynmsn
title: Occurrence Download

description: A dataset containing 4426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-20.0",
 "GadmGid is ITA.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 2010-2025"
 ]
}

 The dataset includes 4426 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001831-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13813998
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.tawdxf
title: Occurrence Download

description: A dataset containing 1048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.524 40.18162,-4.39947 40.20238,-4.17951 40.23494,-3.82846 40.13529,-3.87602 40.05375,-3.91792 39.88729,-3.79897 39.85051,-3.65746 39.93372,-3.47617 40.01889,-3.29552 40.02718,-3.17453 40.03878,-3.08006 40.05038,-3.03199 40.09182,-3.0593 40.23339,-3.09062 40.29889,-3.13524 40.29129,-3.16087 40.29129,-3.13809 40.32547,-3.12845 40.37486,-3.13873 40.44026,-3.14496 40.45022,-3.14807 40.46361,-3.1571 40.46984,-3.16956 40.47919,-3.21304 40.54889,-3.2762 40.56328,-3.3154 40.66148,-3.39485 40.70378,-3.43174 40.73759,-3.42698 40.765,-3.44312 40.78494,-3.4735 40.79728,-3.48965 40.79688,-3.4761 40.83771,-3.46747 40.85281,-3.43728 40.87634,-3.42453 40.93256,-3.39031 41.006,-3.42143 41.08644,-3.43573 41.08937,-3.48187 41.10536,-3.49823 41.13492,-3.53311 41.1623,-3.56626 41.17349,-3.71117 41.14934,-3.79697 41.07918,-3.83267 41.02973,-4.02226 40.95259,-4.1746 40.81098,-4.2179 40.72641,-4.32895 40.67503,-4.30063 40.58636,-4.2911 40.52456,-4.32233 40.48845,-4.3539 40.42604,-4.41223 40.4357,-4.48639 40.3561,-4.53763 40.38853,-4.59276 40.21276,-4.5875 40.17947,-4.524 40.18162))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arbutus unedo"
 ]
}

 The dataset includes 1048 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001832-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17663967
title: Simulation Data from Amitis IMF By Run

description: Amitis simulation data from a simulation run with the interplanetary magnetic field purely along the y-direction (B = [0, +5, 0]nT). These data are used to obtain the results presented in the paper "Bow Shock Current Closure Through the Magnetosheath for Non-Zero IMF By - Results from Hybrid Simulations" by Semrén et al. (not yet published as of 2025-11-21).
DOI: 10.5281/zenodo.17663968
title: Simulation Data from Amitis IMF By Run

description: Amitis simulation data from a simulation run with the interplanetary magnetic field purely along the y-direction (B = [0, +5, 0]nT). These data are used to obtain the results presented in the paper "Bow Shock Current Closure Through the Magnetosheath for Non-Zero IMF By - Results from Hybrid Simulations" by Semrén et al. (not yet published as of 2025-11-21).
DOI: 10.34616/hwcmlr
title: Women as constitutional subjects in Central and Eastern Europe - Raw Data
title: Kobiety jako podmioty konstytucyjne w Europie Środkowo-Wschodniej - dane badawcze

description: Drawing on the research findings and case studies in Central and Eastern Europe, the project aims to propose a new theory of social contract that focuses on the efficiency of the state and state institutions, whose primary function is to enhance the welfare of its members. To this end, the project intends to assess the effectiveness or ineffectiveness of constitutional institutions and procedures that should prevent or redress acts of injustice or inequality, as well as the effectiveness of remedies against failures of the state to fulfill its positive obligations.
DOI: 10.15468/dl.x8zbng
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis (Lour.) Clayton",
 "Country is Bangladesh"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009654-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94rbw4
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EventDate 1978-06-01-1978-08-01",
 "OccurrenceStatus is Present",
 "RecordedBy is BARNETT, R K"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029423-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110812823
title: Hellenistic Molded Bowl with Vegetal Decoration, BMC P.1630

description: [Text Description:] Hellenistic ❧ [Text or Publication Number Note:] BMC P.1630 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Molded Bowl ❧ [Physical Object Note:] 2 3/8 x 4 3/16 x 4 1/8 in. (6 x 10.6 x 10.5 cm) ❧ [Physical Object Note:] Bowls
DOI: 10.25549/inscriptifact-ouc110812878
title: Hellenistic Molded Bowl with Vegetal Decoration, BMC P.1630

description: [Text Description:] Hellenistic ❧ [Text or Publication Number Note:] BMC P.1630 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Molded Bowl ❧ [Physical Object Note:] 2 3/8 x 4 3/16 x 4 1/8 in. (6 x 10.6 x 10.5 cm) ❧ [Physical Object Note:] Bowls
DOI: 10.25549/inscriptifact-ouc110812873
title: Hellenistic Molded Bowl with Vegetal Decoration, BMC P.1630

description: [Text Description:] Hellenistic ❧ [Text or Publication Number Note:] BMC P.1630 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Molded Bowl ❧ [Physical Object Note:] 2 3/8 x 4 3/16 x 4 1/8 in. (6 x 10.6 x 10.5 cm) ❧ [Physical Object Note:] Bowls
DOI: 10.25549/inscriptifact-ouc110812941
title: Middle Corinthian Kotyle/Skyphos (Cup) Body Sherd, BMC P.2834

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2834 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Kotyle/Skyphos (Cup) Body Sherd ❧ [Physical Object Note:] 7/8 in. x 1 in. x 1/8 in. (2.3 cm x 2.6 cm x 0.3 cm) ❧ [Physical Object Note:] Skyphoi