cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29654606.v1
title: Raw Data_Development Status of Young New Farmers from the Perspective of Vocational Ability

description: The dataset, "Raw Data_Development Status of Young New Farmers from the Perspective of Vocational Ability," was collected from young farmers across 21 cities in Guangdong Province, China. The data was gathered through a combination of in-depth interviews and questionnaire surveys conducted between July and August 2023 and July 2024. After excluding invalid responses, a total of 302 valid questionnaires were included in the analysis. This study investigates the vocational abilities of young farmers, focusing on three key dimensions: professional skills, general competencies, and core capabilities. The dataset offers valuable insights into the factors that influence the career development of young agricultural professionals and the strategies needed to enhance their vocational abilities. It contributes to understanding how vocational abilities impact the sustainable development of new-generation farmers and rural revitalization efforts.
DOI: 10.57745/2pojir
title: Data and code accompanying the publication titled : "Reconstruction of macroglia and adult neurogenesis evolution through cross-species single-cell transcriptomic analyses"

description: Codes, processed data and examples of analyses used in the publication: Reconstruction of macroglia and adult neurogenesis evolution through cross-species single-cell transcriptomic analyses. This repository contains data generated in the Bally-Cuif lab through scRNA-seq of dissected zebrafish telencephala, as well as code used in their analysis. Included are datasets and illustrations obtained from reanalysis of other studies. Comparative analyses between these datasets were conducted to investigate the evolution of adult neurogenesis and of macroglia. All the data present in this repository are derived from scRNA-seq analysis obtained from various species (zebrafish in our case, and species ranging from cnidarians to humans in the case of reanalyzed datasets). Our dataset was generated by dissecting zebrafish brains, enriching for adult neural stem cells and sequencing individual cells with the 10X Chromium v2 kit. Our aim was to gain insight into the physiology and heterogeneity of adult neural stem cells and compare zebrafish neural stem cells to those found in other species. Retrieved datasets were generated for various purposes but were used in this study to serve as basis for comparative evolution analyses.
DOI: 10.6084/m9.figshare.29654594.v1
title: Primer pairs of microsatellites of Macrotermes carbonarius

description: The list of primer pairs flanking the screened microsatellites of Macrotermes carbonarius.
DOI: 10.6084/m9.figshare.29654594
title: Primer pairs of microsatellites of Macrotermes carbonarius

description: The list of primer pairs flanking the screened microsatellites of Macrotermes carbonarius.
DOI: 10.15468/dl.2m26kx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Azolla filiculoides",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059752-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwxevb
title: Occurrence Download

description: A dataset containing 441731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lanius cristatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 441731 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059728-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snz6ub
title: Occurrence Download

description: A dataset containing 175492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Plantago coronopus"
 ]
}

 The dataset includes 175492 records from 1422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059658-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4njtxc
title: Occurrence Download

description: A dataset containing 21766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lanius excubitoroides)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 21766 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059753-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w74yb4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 60,-60 60,-60 90,-90 90,-90 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012028-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17502072
title: Synthetic Falsifier Tests for the Laws of Persistence and Coherence (Sznajd-like) v1.1

description: See Phase-1 Synthetic Suite v1.1 — Null Controls + Additive Control (Sznajd-like) for falsification checks (REAL vs NULL) and an additive-ground-truth control demonstrating expected failure of the multiplicative conservation test.

-------------------------------------------------------------------------------------

Lightweight synthetic validation bundle for the Laws of Persistence & Coherence pre-registration.

Contents:• Ising/Kuramoto/Lorenz synthetic series that satisfy dA ≈ −(dB + dC) + noise,  with matched NULL controls (dA shuffled). Expect REAL fits: slope≈1, intercept≈0, R²≈0.8;  NULL fits collapse (R²≈0).• Sznajd-like ADDITIVE control where dA ≈ α·dB + β·dC + noise. Multiplicative conservation  fit fails (low R²), additive regression succeeds (high R²), demonstrating falsifiability.• SUMMARY_metrics_with_null.csv and README_v1p1.txt included.

Relation:This dataset supplements the pre-registration record and the MNIST EWC test bundle.
DOI: 10.5281/zenodo.17502073
title: Synthetic Falsifier Tests for the Laws of Persistence and Coherence (Sznajd-like) v1.1

description: See Phase-1 Synthetic Suite v1.1 — Null Controls + Additive Control (Sznajd-like) for falsification checks (REAL vs NULL) and an additive-ground-truth control demonstrating expected failure of the multiplicative conservation test.

-------------------------------------------------------------------------------------

Lightweight synthetic validation bundle for the Laws of Persistence & Coherence pre-registration.

Contents:• Ising/Kuramoto/Lorenz synthetic series that satisfy dA ≈ −(dB + dC) + noise,  with matched NULL controls (dA shuffled). Expect REAL fits: slope≈1, intercept≈0, R²≈0.8;  NULL fits collapse (R²≈0).• Sznajd-like ADDITIVE control where dA ≈ α·dB + β·dC + noise. Multiplicative conservation  fit fails (low R²), additive regression succeeds (high R²), demonstrating falsifiability.• SUMMARY_metrics_with_null.csv and README_v1p1.txt included.

Relation:This dataset supplements the pre-registration record and the MNIST EWC test bundle.
DOI: 10.15468/dl.s9364b
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phrynosoma solare"
 ]
}

 The dataset includes 964 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014455-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6khwg
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptoplana tremellaris"
 ]
}

 The dataset includes 306 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014454-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmvmz3
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dipodomys gravipes"
 ]
}

 The dataset includes 247 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014456-251025141854904/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.30527963
title: Supplementary Material for: Yoga Nidra and Pain: A Between-, Within-Group Meta-Analysis and Dose response Meta-regression

description: Background: Pain, both acute and chronic, places a substantial burden on global healthcare systems. While conventional treatments may be limited in efficacy due to side effects, risk of dependency, or variable individual response, there is growing interest in mind-body complementary approaches. Yoga Nidra (YGN) has emerged as a promising non-invasive intervention for pain management. However, a clear understanding of its efficacy remains limited. This systematic review and meta-analysis evaluated the effects of YGN on pain outcomes.
Methods: A literature search was conducted across seven databases and one trial database. Eligible studies included quantitative designs assessing the effects of YGN on pain. Methodological quality was evaluated using the Cochrane Risk of Bias tool for randomized controlled trials and the modified Downs and Black checklist for non-randomized studies. Random-effects meta-analyses were performed to estimate pooled effect sizes.
Results: Twelve studies, comprising 1,176 participants, were included. Between-group analyses revealed that YGN significantly reduced pain compared to passive comparators (Hedge’s g: -2.05, p=0.01), while comparisons with active comparators (g: -0.31, p= 0.53) showed no statistically significant differences. Within-group analyses indicated significant pain reduction following YGN (g: -2.01, p&lt;0.001). Subgroup comparisons of single versus multiple training sessions, as well as meta-regression analyses, revealed no significant dose-response relationship across intervention durations.
Conclusion: YGN shows potential in reducing pain intensity compared to passive control conditions, with notable within-group improvements following intervention. However, given the low methodological quality across the included studies, these effects should be interpreted cautiously, as the observed effects may represent inflated estimates. Despite these limitations, YGN demonstrates potential as a complementary approach for pain management, underscoring the need for high-quality, standardized research to establish its efficacy as a viable clinical intervention.
DOI: 10.6084/m9.figshare.30527963.v1
title: Supplementary Material for: Yoga Nidra and Pain: A Between-, Within-Group Meta-Analysis and Dose response Meta-regression

description: Background: Pain, both acute and chronic, places a substantial burden on global healthcare systems. While conventional treatments may be limited in efficacy due to side effects, risk of dependency, or variable individual response, there is growing interest in mind-body complementary approaches. Yoga Nidra (YGN) has emerged as a promising non-invasive intervention for pain management. However, a clear understanding of its efficacy remains limited. This systematic review and meta-analysis evaluated the effects of YGN on pain outcomes.
Methods: A literature search was conducted across seven databases and one trial database. Eligible studies included quantitative designs assessing the effects of YGN on pain. Methodological quality was evaluated using the Cochrane Risk of Bias tool for randomized controlled trials and the modified Downs and Black checklist for non-randomized studies. Random-effects meta-analyses were performed to estimate pooled effect sizes.
Results: Twelve studies, comprising 1,176 participants, were included. Between-group analyses revealed that YGN significantly reduced pain compared to passive comparators (Hedge’s g: -2.05, p=0.01), while comparisons with active comparators (g: -0.31, p= 0.53) showed no statistically significant differences. Within-group analyses indicated significant pain reduction following YGN (g: -2.01, p&lt;0.001). Subgroup comparisons of single versus multiple training sessions, as well as meta-regression analyses, revealed no significant dose-response relationship across intervention durations.
Conclusion: YGN shows potential in reducing pain intensity compared to passive control conditions, with notable within-group improvements following intervention. However, given the low methodological quality across the included studies, these effects should be interpreted cautiously, as the observed effects may represent inflated estimates. Despite these limitations, YGN demonstrates potential as a complementary approach for pain management, underscoring the need for high-quality, standardized research to establish its efficacy as a viable clinical intervention.
DOI: 10.15468/dl.eyn5mp
title: Occurrence Download

description: A dataset containing 34911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "Month is one of (April, May, June, July, August, September, October)",
 "TaxonKey is Philomachus pugnax"
 ]
}

 The dataset includes 34911 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014459-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17502021
title: Synthetic Results — Test of the Laws of Persistence and Coherence (Ising / Kuramoto / Lorenz) v1.0 - Result: conservation confirmed under all synthetic regimes

description: Synthetic validation suite for the Laws of Persistence and Coherence (Pixie Pravda 2025).

Three archetypal models—Ising-like, Kuramoto-like, and Lorenz-like—show a consistent unity-slope balance (slope ≈ 1.0, R² ≈ 0.8), confirming that the same triadic conservation structure found in real data also emerges in idealized dynamical systems.

------------------------------------------------------------------------------------------------This dataset contains the Phase-1 synthetic validation runs for the Law of Persistence and Law of Coherence (Pixie Pravda, 2025).

Three archetypal synthetic systems (Ising-like, Kuramoto-like, Lorenz-like) were generated to verify the unity-slope conservation relationship

dA ≈ –(dB + dC) under controlled noise.

Each system shows a slope ≈ 1.0 and R² ≈ 0.80 ± 0.05, confirming that the same triadic balance observed in MNIST continual-learning experiments also emerges in physical and dynamical analogues.

Files included:

• README.txt — method and interpretation.

• SUMMARY_metrics.csv — per-system slope/intercept/R².

• Ising_synthetic.csv, Kuramoto_synthetic.csv, Lorenz_synthetic.csv — synthetic time-series data.

Interpretation:

An R² ≈ 0.8 reflects the universal balance between order and adaptability — the point of dynamic equilibrium where systems preserve ~80 % structure and allow ~20 % adaptive freedom.

Related works:

– Pre-registration for Laws of Persistence & Coherence (https://doi.org/10.5281/zenodo.###)

– White Paper: The Three Laws of Change v1.1 (https://doi.org/10.5281/zenodo.17461519)
DOI: 10.5281/zenodo.17502020
title: Synthetic Results — Test of the Laws of Persistence and Coherence (Ising / Kuramoto / Lorenz) v1.0 - Result: conservation confirmed under all synthetic regimes

description: Synthetic validation suite for the Laws of Persistence and Coherence (Pixie Pravda 2025).

Three archetypal models—Ising-like, Kuramoto-like, and Lorenz-like—show a consistent unity-slope balance (slope ≈ 1.0, R² ≈ 0.8), confirming that the same triadic conservation structure found in real data also emerges in idealized dynamical systems.

------------------------------------------------------------------------------------------------This dataset contains the Phase-1 synthetic validation runs for the Law of Persistence and Law of Coherence (Pixie Pravda, 2025).

Three archetypal synthetic systems (Ising-like, Kuramoto-like, Lorenz-like) were generated to verify the unity-slope conservation relationship

dA ≈ –(dB + dC) under controlled noise.

Each system shows a slope ≈ 1.0 and R² ≈ 0.80 ± 0.05, confirming that the same triadic balance observed in MNIST continual-learning experiments also emerges in physical and dynamical analogues.

Files included:

• README.txt — method and interpretation.

• SUMMARY_metrics.csv — per-system slope/intercept/R².

• Ising_synthetic.csv, Kuramoto_synthetic.csv, Lorenz_synthetic.csv — synthetic time-series data.

Interpretation:

An R² ≈ 0.8 reflects the universal balance between order and adaptability — the point of dynamic equilibrium where systems preserve ~80 % structure and allow ~20 % adaptive freedom.

Related works:

– Pre-registration for Laws of Persistence & Coherence (https://doi.org/10.5281/zenodo.###)

– White Paper: The Three Laws of Change v1.1 (https://doi.org/10.5281/zenodo.17461519)
DOI: 10.25574/30315
title: Chandra X-ray Observatory ObsId 30315

description: The sounds of feedback: deep and wide imaging of the cool core of the Perseus cluster
DOI: 10.15468/dl.dedhmb
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "TaxonKey is Moschus chrysogaster",
 "Year 2000-2025"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014462-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53hvtj
title: Occurrence Download

description: A dataset containing 28824419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "Year is greater than or equal to 2008",
 "Year is less than or equal to 2022",
 "Geometry POLYGON((-125.394408850108 24.0874213397469,-66.3484259107805 24.0874213397469,-66.3484259107805 49.8229905070428,-125.394408850108 49.8229905070428,-125.394408850108 24.0874213397469))"
 ]
}

 The dataset includes 28824419 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014453-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxyumk
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dipodomys gravipes"
 ]
}

 The dataset includes 247 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014463-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mvgsq
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((126.96558 23.04772,122.5367 35.13332,107.73898 38.97893,99.93291 35.89341,96.72564 17.22175,123.03182 16.04545,126.96558 23.04772))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Schnabelia nepetifolia"
 ]
}

 The dataset includes 101 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014464-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.subhrc
title: Occurrence Download

description: A dataset containing 188956 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Lachnagrostis aemula, Carlina diae, Athanasia crithmifolia, Chordifex gracilior, Roemeria virchowii, Schoenus nitens, Eragrostis tenuifolia, Schoenus kennyi, Leucopogon collinus, Murbeckiella boryi, Onosma echioides, Callaeum macropterum, Quoya loxocarpa, Eragrostis hypnoides, Jurinea multiflora, Lomatia ferruginea, Schoenus graminifolius, Roemeria sicula, Onosma helvetica, Polygala meridionalis, Schoenus turbinatus, Scaevola taccada, Leucopogon obovatus, Eriophyllum lanatum, Sulla aculeolata, Stachys philippiana, Eriastrum harwoodii, Abutilon pannosum, Agrostis hyemalis, Eriastrum abramsii, Stachys ocymastrum, Hoita strobilina, Leptoceras menziesii, Striga hermonthica, Henrardia persica, Canarina canariensis, Hylotelephium maximum, Noronhia peglerae, Abutilon viscosum, Ageratina bustamenta, Austromyrtus tenuifolia, Jacobaea lyratifolia, Lacistema aggregatum, Olearia strigosa, Chamaeleon comosus, Philotheca hispidula, Caroxylon spinescens, Adeia whitneyi, Parakeelya porifera, Caroxylon tuberculatiforme, Bossiaea ornata, Senna huidobriana, Caroxylon albidum, Olearia argophylla, Sapium appendiculatum, Senna uniflora, Acacia browniana, Senna birostris, Hibbertia acerosa, Bidens ostruthioides, Calcicola sericea, Acacia falcata, Syzygium anisatum, Tribolium alternans, Philotheca linearis, Hemionitis seticaulis, Hemionitis ternifolia, Periploca visciformis, Parakeelya uniflora, Syzygium ingens, Pomaderris graniticola, Sairocarpus costatus, Hemionitis cooperae, Echinopogon ovatus, Jamesbrittenia racemosa, Amberboa glauca, Matelea velutina, Hemionitis cartilaginea, Thymbra nabateorum, Syzygium guineense, Turanecio hypochionaeus, Psoralea pungens, Carduocirsium parisiense, Clutia hirsuta, Spermacoce hillii, Brunia powrieae, Diospyros whyteana, Genoplesium carectum, Brunia barnardii, Malosma laurina, Lithodora hispidula, Trachymene humilis, Isoetes tenella, Lepidostephium asteroides, Wurmbea glassii, Psoralea rubicunda, Gingidia montana)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 188956 records from 1306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014448-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.