cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24236932.v1
title: DVS event camera recordings of moving sinusoidal gratings

description: This dataset contains raw DVS recordings of moving sinusoidal gratings and the associated numpy arrays of the processed data.
The 2DspectralResponse folder contains recordings of gratings with specific x and y Cartesian components of the spatial frequency presented to the DVS in a quasi systematic manner (i.e., covering all combinations in a random order), used for the characterization of the 2D spectral response of early-vision signal analyzer receptive fields. 
The FrequencyTuning folder contains recordings of gratings with increasing radial spatial frequency and fixed orientation sistematically presented to the DVS, used for the characterization of the spatial frequency tuning curve of early-vision signal analyzers' receptive fields. 
The OrientationTuning folder contains recordings of gratings with increasing orientation angle and fixed spatial frequency sistematically presented to the DVS, used for the characterization of the orientation tuning curve of early-vision signal analyzers' receptive fields.
DOI: 10.6084/m9.figshare.26117344.v1
title: Growing meat on vegetables: plants with natural biomimetic micro-patterns as edible meat-engineering scaffolds

description: LC-MS raw data for Chinese chive, Shiitake mushroom and loofah exacts
DOI: 10.6084/m9.figshare.25361530
title: Design and application of synthetic 17B-HSD13 substrates to drug discovery, and to reveal preserved catalytic activity of protective human variants

description: Data tables used to generate all figures. Reference to PDB IDs.
DOI: 10.6084/m9.figshare.25361530.v1
title: Design and application of synthetic 17B-HSD13 substrates to drug discovery, and to reveal preserved catalytic activity of protective human variants

description: Data tables used to generate all figures. Reference to PDB IDs.
DOI: 10.6084/m9.figshare.25358452
title: High-capacity uranium extraction from seawater through constructing synergistic multiple dynamic bonds

description: High-capacity uranium extraction from seawater through constructing synergistic multiple dynamic bonds
DOI: 10.6084/m9.figshare.25358452.v1
title: High-capacity uranium extraction from seawater through constructing synergistic multiple dynamic bonds

description: High-capacity uranium extraction from seawater through constructing synergistic multiple dynamic bonds
DOI: 10.5281/zenodo.14591121
title: Grazing exclusion affects soil organic carbon by shifting soil microbial diversity and its life-history strategies in sagebrush desert grassland
DOI: 10.5281/zenodo.14591122
title: Grazing exclusion affects soil organic carbon by shifting soil microbial diversity and its life-history strategies in sagebrush desert grassland
DOI: 10.6084/m9.figshare.26831872
title: A multimodal neural signature of face processing in autism within the fusiform gyrus

description: source data
DOI: 10.6084/m9.figshare.26831872.v1
title: A multimodal neural signature of face processing in autism within the fusiform gyrus

description: source data
DOI: 10.6084/m9.figshare.27605274.v1
title: Efficient direct formic acid electrocatalysis enabled by rare earth-doped platinum-tellurium heterostructures

description: Source data: All data supporting the findings of this study are available in the main text or Supplementary Information. All the source data in this file are also provided with this study. 
Supplementary data for DFT calculations: This dataset includes the complete original data from DFT calculations, encompassing atomic coordinates of the optimized computational models as well as the initial and final configurations of molecular dynamics trajectories.
DOI: 10.6084/m9.figshare.25512040
title: Direct specification of lymphatic endothelium from mesenchymal progenitors

description: Excel document showing quantifications and describing statistical analyses
DOI: 10.6084/m9.figshare.25512040.v1
title: Direct specification of lymphatic endothelium from mesenchymal progenitors

description: Excel document showing quantifications and describing statistical analyses
DOI: 10.6084/m9.figshare.24591180
title: Single cell RNA sequencing identifies CXADR as a fate determinant of the placental exchange surface

description: Tissue formation depends on adequate progenitor cell pool expansion followed by appropriate lineage specification events. Failures in these steps lead to anatomical defects that can have detrimental consequences, in particular when they occur during in utero development. Here, we subjected mouse trophoblast stem cells (TSCs) to targeted differentiation protocols to recapitulate the earliest steps in placenta formation, and followed the early lineage differentiation events by single cell sequencing approaches. 



1. In vitro differentiation of mouse TSCs was induced by inhibition of MEK with PD0325901 (2µM Final) (Inhibit dataset) or withdrawal of the stemness-maintaining components FGF4 and embryonic fibroblast conditioned medium (Remove dataset). Samples were collected at t0 (stem cell state, n=2), 1h (n=4 Inhibit and Remove), 4h (n=4 Inhibit and n=3 Remove), 24h (n=4 Inhibit and n=2 Remove), 36h (n=4 Inhibit and Remove) and 48h (n=4 Inhibit and Remove). Cells were dissociated and single cell barcoded transcriptome libraries were generated using Drop-Seq. Libraries were sequenced across multiple lanes of Illumina Nextseq, HiSeq2500 and HiSeq4000 flow cells in 6 batches. 



We have added Seurat objects of the Inhibit, Remove, t0 and t24 datasets, Monocle gene module results for the Inhibit and Remove datasets and SCENIC regulon results for the Inhibit and Remove dataset. 



2. For the scRNAseq dataset including CXADR KO and WT mTSCs the experiment was repeated and samples at 0h and 24h were collected with 3 independed clones per condition. The cells were processed with the Parse Evercode WT v3 kit according to the manufacturer's instructions and libraries were sequenced on 2 lanes of NovaSeq X 25B flowcell. Sequencing data was analysed on the Trailmaker platfrom (Parse Biosciences, 2024) on 28/08/2024. Cell proportion analysis was performed using propeller from the package speckle.



We have added Seurat objects for the Inhibit and Remove condition, data filtering and analysis settings from the Trailmaker platform, DEG tables for clusters at res. 0.7, input tables for the propeller analysis. We have also added a sample loading table needed to re-run the Parse pipeline. 



3. We also include a table of source data for all bar charts/graphs in the manuscript.
DOI: 10.15468/dl.vvz8ge
title: Occurrence Download

description: A dataset containing 1645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Batrachochytrium dendrobatidis Longcore, Pessier & D.K.Nichols"
 ]
}

 The dataset includes 1645 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055606-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14576882
title: Seismic evidence for the questionable suture between North China Plate and Yangtze Plate in eastern China
DOI: 10.34740/kaggle/dsv/10361418
title: Health Workforce Shortage Areas
DOI: 10.15468/dl.qhuyhy
title: Occurrence Download

description: A dataset containing 179760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cirsium wallichii DC., Fusarium solani W.C.Snyder, Acridotheres cristatellus (Linnaeus, 1758), Marteilia Grizel, Comps, Bonami, Cousserans, Duthoit & Le Pennec, 1974, Macrorhynchia philippina Kirchenpauer, 1872, Peronospora aquilegiicola Thines, G.Denton & Y.J.Choi, Perkinsus chesapeaki McLaughlin, Tall, Shaheen, El Sayed & Faisal, 2000, Carthamus oxyacanthus M.Bieb., Ficus retusa L.)"
 ]
}

 The dataset includes 179760 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055600-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14591168
title: Zhao et al. (2024) submitted for GJI
DOI: 10.5281/zenodo.14591169
title: Zhao et al. (2024) submitted for GJI
DOI: 10.15468/dl.25yrxj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.1_1",
 "Geometry POLYGON((84.20362 18.68629,140.79638 18.68629,140.79638 41.31371,84.20362 41.31371,84.20362 18.68629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Byasa confusus"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055607-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13756487
title: Shear-wave model of the Wudalianchi volcanic field

description: Shear-wave model of the Wudalianchi volcanic field
DOI: 10.5281/zenodo.13756488
title: Shear-wave model of the Wudalianchi volcanic field

description: Shear-wave model of the Wudalianchi volcanic field
DOI: 10.15468/dl.fgxhtu
title: Occurrence Download

description: A dataset containing 3888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is SOM.18.3_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2023"
 ]
}

 The dataset includes 3888 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055608-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gaem2j
title: Occurrence Download

description: A dataset containing 3873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((163.675 -19.92718,163.73499 -20.20893,165.01486 -21.62855,165.47481 -21.90713,166.11475 -22.2222,166.79468 -22.55503,167.39461 -22.24071,166.81467 -21.85146,166.25473 -21.42392,165.45481 -20.827,165.03486 -20.50891,164.53491 -20.13385,163.675 -19.92718))",
 "HasGeospatialIssue is false",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 3873 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055609-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvdwra
title: Occurrence Download

description: A dataset containing 8502465 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chiroptera"
 ]
}

 The dataset includes 8502465 records from 7396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055602-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17316634
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.kukfh8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anemia delicatula Mickel"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229124-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.switrd
title: Occurrence Download

description: A dataset containing 1535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum stoloniferum Schltdl. & C.D.Bouché",
 "Country is Mexico"
 ]
}

 The dataset includes 1535 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012654-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq6kwv
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trixis antimenorrhoea (Schrank) C.Mart. ex Baker"
 ]
}

 The dataset includes 145 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013065-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6askd
title: Occurrence Download

description: A dataset listing the 287635 species recorded in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is Fossil"
 ]
}

 The dataset's 287635 records were derived from 4714 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257010-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8byfk
title: Occurrence Download

description: A dataset containing 23409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Sturnira bidens (Thomas, 1915)",
 "TaxonKey is Sturnira erythromos (Tschudi, 1844)",
 "TaxonKey is Artibeus fraterculus Anthony, 1924",
 "TaxonKey is Glossophaga soricina (Pallas, 1766)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23409 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007122-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oc9y31
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006276-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f1vt4p
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000382-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxnw2p
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000946-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuaus6
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000354-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqgrzb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004053-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.klktxx
title: Occurrence Download

description: A dataset containing 569909281 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is United States of America"
 ]
}

 The dataset includes 569909281 records from 2192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000182-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msybq9
title: Occurrence Download

description: A dataset containing 431517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lauraceae"
 ]
}

 The dataset includes 431517 records from 880 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081336-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uysxkt
title: Occurrence Download

description: A dataset containing 795538 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Xeno-canto - Bird sounds from around the world"
 ]
}

 The dataset includes 795538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081348-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17045/sthlmuni.31000072
title: Data and Codes for "Decoherence of Schroedinger cat states in light of wave/particle duality"

description: <pre>We challenge the standard picture of decohering Schroedigner cat states as an ensemble average obeying a Lindblad master equation, brought about locally from an irreversible interaction with an environment. We generate self-consistent collections of pure system states correlated with specific environmental records, corresponding to the function of the wave-particle correlator first introduced [Phys. Rev. Lett. 85, 1855 (2000)]. In the spirit of [Coherent States: Past, Present and Future, pp. 75-91, World Scientific (1994)], we find that the complementary unravelings evince a pronounced disparity when the ``position'' and ``momentum'' of the damped cavity mode -- an explicitly open quantum system -- are measured. Intensity-field correlations may largely deviate from a monotonic decay, while Wigner functions of the cavity state display contrasting manifestations of quantum interference when conditioned on photon counts sampling a continuous photocurrent. In turn, the conditional photodetection events mark the contextual diffusion of both the net charge generated at the homodyne detector, and the electromagnetic field amplitude in the resonator.<br><br>The present dataset includes codes and data as MATLAB .m and .mat files, respectively. Data generated and used for each figure are grouped according to the figure order in the manuscript. For example, FIG2/W_J3_0.mat corresponds to the matrix data used to plot a conditioned Wigner function in Fig. 2,namely the one at the time (3-1)dt=2dt with local-oscillator phase equal to 0. <br><br>The main MATLAB code for generating quantum trajectories and the intensity-field correlation function, depicted in Fig. 2, is titled HomCat.m. The main code used to generate the charge distributions depicted in Fig. 3 is titled Trajectory_WPC.m.The rest serve as auxiliary scripts either to assess the principal data or plot specific functions. </pre><br>
DOI: 10.17045/sthlmuni.31000072.v1
title: Data and Codes for "Decoherence of Schroedinger cat states in light of wave/particle duality"

description: <pre>We challenge the standard picture of decohering Schroedigner cat states as an ensemble average obeying a Lindblad master equation, brought about locally from an irreversible interaction with an environment. We generate self-consistent collections of pure system states correlated with specific environmental records, corresponding to the function of the wave-particle correlator first introduced [Phys. Rev. Lett. 85, 1855 (2000)]. In the spirit of [Coherent States: Past, Present and Future, pp. 75-91, World Scientific (1994)], we find that the complementary unravelings evince a pronounced disparity when the ``position'' and ``momentum'' of the damped cavity mode -- an explicitly open quantum system -- are measured. Intensity-field correlations may largely deviate from a monotonic decay, while Wigner functions of the cavity state display contrasting manifestations of quantum interference when conditioned on photon counts sampling a continuous photocurrent. In turn, the conditional photodetection events mark the contextual diffusion of both the net charge generated at the homodyne detector, and the electromagnetic field amplitude in the resonator.<br><br>The present dataset includes codes and data as MATLAB .m and .mat files, respectively. Data generated and used for each figure are grouped according to the figure order in the manuscript. For example, FIG2/W_J3_0.mat corresponds to the matrix data used to plot a conditioned Wigner function in Fig. 2,namely the one at the time (3-1)dt=2dt with local-oscillator phase equal to 0. <br><br>The main MATLAB code for generating quantum trajectories and the intensity-field correlation function, depicted in Fig. 2, is titled HomCat.m. The main code used to generate the charge distributions depicted in Fig. 3 is titled Trajectory_WPC.m.The rest serve as auxiliary scripts either to assess the principal data or plot specific functions. </pre><br>