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

description: A dataset containing 1065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Canadian Museum of Nature Herbarium",
 "TaxonKey is Dryas integrifolia"
 ]
}

 The dataset includes 1065 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009621-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2026.02.03-1
title: NOMAD dataset: CDC-1 CDC-2 NHC-1 NHC-2 on Au
DOI: 10.5281/zenodo.18462264
title: Dual-Format Scientific Publishing: Optimizing Knowledge Transfer for Human and AI Cognition

description: We propose a fundamental paradigm shift in scientific communication: the systematic creation ofdual-format publications optimized separately for human and artificial intelligence readers. This is notabout AI-generated versus human-generated content, nor about co-authorship models, but rather aboutrecognizing that humans and AIs possess radically different cognitive architectures that demanddistinct presentation strategies. While human readers require narrative structure, visual aids, andprogressive contextualization within ~20-40 page constraints, AI systems can process hundreds ofpages of dense, cross-referenced data in seconds. We argue that maintaining a single-format approachartificially limits both human accessibility (through unnecessary complexity) and AI utility (throughforced simplification). Dual-format publishing preserves deep knowledge in AI-optimized repositorieswhile making science maximally accessible to humans through AI-mediated interaction. This approachrepresents not mere formatting preference but a recognition of AI as a fundamentally new class ofscientific reader requiring purpose-built communication protocols. We demonstrate that thistransformation is not speculative but immediately implementable with existing technology, and weprovide concrete frameworks for adoption across scientific disciplines.
DOI: 10.48544/b3e72913-6c89-4d8c-a08a-a9fcab68ae98
title: Met Lokale Netwerken op weg naar Circulariteit
DOI: 10.6084/m9.figshare.31240627
title: Integrated ethnoclinical data and computational workflows for the socio-technical study of Yorùbá venereal syndromes (<i>mágùn</i>) in Okitipupa, Nigeria

description: <b>Overview</b>This dataset provides the foundational evidence and analytical scripts for the research manuscript on the<i> </i>socio-technical analysis and Indigenous management of <i>mágùn</i> typologies as venereal syndromes in Okitipupa, southwestern Nigeria<i>.</i> It bridges qualitative ethnoclinical observations with quantitative ethnobotanical analysis and computational modelling to map the "preventive architecture" and "deterministic actuation" logic of the <b><i>mágùn</i></b> complex within the Ìkálẹ̀ (Yorùbá) medical landscape.<b>Methodological framework</b>The data was generated through a cross-sectional ethnobotanical survey in Okitipupa LGA, Nigeria. A <b>two-tier purposive sampling design</b> was employed, involving thematic analysis of a broad practitioner cohort (n=21) and detailed ethnoclinical documentation from a specialised subset of primary custodians (n=9).<br><b>Dataset Components</b><br>The repository consists of four core files representing the integration of Indigenous knowledge and modern data science:<code><strong>Ethnomed_Ethnobotanical_Visualisations.ipynb</strong></code><b>:</b> a reproducible Python-based (Google Colab) notebook used for data cleansing, statistical aggregation, and the generation of high-resolution ethnobotanical and thematic visualisations.<code><strong>Ethnomed_Nodes&CaseClassification_CrossTabulation2.xlsx</strong></code><b>:</b> a cross-tabulation dataset linking practitioner demographics (age, experience, education) with primary thematic nodes, including knowledge transmission gradients and Ifá-guided diagnostic heuristics.<code><strong>Ethnomed_PrepMethod&AdminModeRelationship_MatrixCodingQuery.xlsx</strong></code><b>:</b> a matrix coding export illustrating the correlation between traditional preparation methods and administration routes.<code><strong>Ethnomed_UseReport(PartsUsed)ofPlantSpecies_MatrixCodingQuery.xlsx</strong></code><b>:</b> a quantitative record of use reports for the identified 10 plant species, stratified by plant organ (leaf, seed, fruit, etc.) used in the management of <i>mágùn</i>, <i>tẹ́ṣọ̀ọ́</i>, and <i>ẹ̀dà</i>.
DOI: 10.6084/m9.figshare.31240627.v1
title: Integrated ethnoclinical data and computational workflows for the socio-technical study of Yorùbá venereal syndromes (<i>mágùn</i>) in Okitipupa, Nigeria

description: <b>Overview</b>This dataset provides the foundational evidence and analytical scripts for the research manuscript on the<i> </i>socio-technical analysis and Indigenous management of <i>mágùn</i> typologies as venereal syndromes in Okitipupa, southwestern Nigeria<i>.</i> It bridges qualitative ethnoclinical observations with quantitative ethnobotanical analysis and computational modelling to map the "preventive architecture" and "deterministic actuation" logic of the <b><i>mágùn</i></b> complex within the Ìkálẹ̀ (Yorùbá) medical landscape.<b>Methodological framework</b>The data was generated through a cross-sectional ethnobotanical survey in Okitipupa LGA, Nigeria. A <b>two-tier purposive sampling design</b> was employed, involving thematic analysis of a broad practitioner cohort (n=21) and detailed ethnoclinical documentation from a specialised subset of primary custodians (n=9).<br><b>Dataset Components</b><br>The repository consists of four core files representing the integration of Indigenous knowledge and modern data science:<code><strong>Ethnomed_Ethnobotanical_Visualisations.ipynb</strong></code><b>:</b> a reproducible Python-based (Google Colab) notebook used for data cleansing, statistical aggregation, and the generation of high-resolution ethnobotanical and thematic visualisations.<code><strong>Ethnomed_Nodes&CaseClassification_CrossTabulation2.xlsx</strong></code><b>:</b> a cross-tabulation dataset linking practitioner demographics (age, experience, education) with primary thematic nodes, including knowledge transmission gradients and Ifá-guided diagnostic heuristics.<code><strong>Ethnomed_PrepMethod&AdminModeRelationship_MatrixCodingQuery.xlsx</strong></code><b>:</b> a matrix coding export illustrating the correlation between traditional preparation methods and administration routes.<code><strong>Ethnomed_UseReport(PartsUsed)ofPlantSpecies_MatrixCodingQuery.xlsx</strong></code><b>:</b> a quantitative record of use reports for the identified 10 plant species, stratified by plant organ (leaf, seed, fruit, etc.) used in the management of <i>mágùn</i>, <i>tẹ́ṣọ̀ọ́</i>, and <i>ẹ̀dà</i>.
DOI: 10.15468/dl.ctzaed
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris austrotschatkalica"
 ]
}

 The dataset includes 72 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009636-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgyfge
title: Occurrence Download

description: A dataset containing 3470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Rattus rattus",
 "Year 2000-2025"
 ]
}

 The dataset includes 3470 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009637-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17415468
title: DataSet : Behavioral and Pupillary responses in a rewarded stop signal task

description: This repository contains the MATLAB scripts used to reproduce all behavioral and reward-related analyses and figures presented in the manuscript:



“Behavioral strategies and pupillary response in a rewarded stop-signal task”(Giuffrida et al., 2025)


All scripts are written in MATLAB R2023a . Mat structures containing behavioral data from the Stop-Signal Task (SST) with three reward conditions: Go Plus (G+), Neutral (N), Stop Plus (S+).
description: 📂 Repository Contents






File
Description




bhv_check_draft.m
Performs subject-level extraction of key SST measures (Go RTs, accuracy, SSD, SSRT, probability of responding, etc.), runs repeated-measures ANOVAs and post-hoc comparisons, and produces the 6-panel summary figure of behavioral performance. Calls plot_Figure4() at the end to reproduce Figure 4.


main_reward_analysis.m
Generates bar and scatter plots corresponding to Figure 3 in the manuscript.


plot_Figure4.m
Reproduces Figure 4 with two panels:(A) Trial History – mean Go RTs following prior Go vs prior Stop trials across reward contexts.(B) Reward History – mean Go RTs as a function of current reward condition and prior cue (G+, N, S+). Uses accuracy-filtered data from cue_sequence_RT_accuracyFiltered.mat and the minimal dataset Figure4_data.mat.




 

plot_PupilSlope_Publication.m

Reproduces Figure 6 (pupil slope analysis). Performs 150 ms sliding-window linear fits with 50 ms overlap, cluster-based permutation ANOVA across reward contexts, and post-hoc t-tests.




PupilSize_plot.m

Reproduces Figure 5 panels (A–D):(A) Mean baseline-corrected pupil diameter over time,(B) Permutation distribution of cluster statistics,(C) Time-resolved F-values and η² effect size,(D) Post-hoc comparisons per significant cluster.




rerun_PupilSlope_ANOVA_fromTier2.m

Allows re-running the cluster-based ANOVA and permutation test directly from Tier-2 variables stored in PupilSlope_data.mat.
DOI: 10.5281/zenodo.17415469
title: DataSet : Behavioral and Pupillary responses in a rewarded stop signal task

description: This repository contains the MATLAB scripts used to reproduce all behavioral and reward-related analyses and figures presented in the manuscript:



“Behavioral strategies and pupillary response in a rewarded stop-signal task”(Giuffrida et al., 2025)


All scripts are written in MATLAB R2023a . Mat structures containing behavioral data from the Stop-Signal Task (SST) with three reward conditions: Go Plus (G+), Neutral (N), Stop Plus (S+).
description: 📂 Repository Contents






File
Description




bhv_check_draft.m
Performs subject-level extraction of key SST measures (Go RTs, accuracy, SSD, SSRT, probability of responding, etc.), runs repeated-measures ANOVAs and post-hoc comparisons, and produces the 6-panel summary figure of behavioral performance. Calls plot_Figure4() at the end to reproduce Figure 4.


main_reward_analysis.m
Generates bar and scatter plots corresponding to Figure 3 in the manuscript.


plot_Figure4.m
Reproduces Figure 4 with two panels:(A) Trial History – mean Go RTs following prior Go vs prior Stop trials across reward contexts.(B) Reward History – mean Go RTs as a function of current reward condition and prior cue (G+, N, S+). Uses accuracy-filtered data from cue_sequence_RT_accuracyFiltered.mat and the minimal dataset Figure4_data.mat.




 

plot_PupilSlope_Publication.m

Reproduces Figure 6 (pupil slope analysis). Performs 150 ms sliding-window linear fits with 50 ms overlap, cluster-based permutation ANOVA across reward contexts, and post-hoc t-tests.




PupilSize_plot.m

Reproduces Figure 5 panels (A–D):(A) Mean baseline-corrected pupil diameter over time,(B) Permutation distribution of cluster statistics,(C) Time-resolved F-values and η² effect size,(D) Post-hoc comparisons per significant cluster.




rerun_PupilSlope_ANOVA_fromTier2.m

Allows re-running the cluster-based ANOVA and permutation test directly from Tier-2 variables stored in PupilSlope_data.mat.
DOI: 10.15468/dl.8b6ym4
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum talassicum"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009638-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxjbqr
title: Occurrence Download

description: A dataset containing 34605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Podarcis muralis",
 "Year 2000-2010"
 ]
}

 The dataset includes 34605 records from 431 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009635-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6cxpa
title: Occurrence Download

description: A dataset containing 105523 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catálogo Florístico Histórico de Navarra. Gobierno de Navarra"
 ]
}

 The dataset includes 105523 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271583-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxzkcs
title: Occurrence Download

description: A dataset listing the 35 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neoboletus Gelardi, Simonini & Vizzini, 2014"
 ]
}

 The dataset's 35 records were derived from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195989-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxb7gc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is El Salvador",
 "TaxonKey is Ateles geoffroyi vellerosus Gray, 1866"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011863-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.br5vd6
title: Occurrence Download

description: A dataset containing 25636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physeter macrocephalus Linnaeus, 1758"
 ]
}

 The dataset includes 25636 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233056-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2n3sw
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ptychocheilus grandis (Ayres, 1854)"
 ]
}

 The dataset includes 502 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220131-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ag78wv
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia micheliana De Wild."
 ]
}

 The dataset includes 46 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235175-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stgw64
title: Occurrence Download

description: A dataset containing 1071889 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "Continent is South America",
 "Continent is North America"
 ]
 },
 {
 "or" : [
 "Country is Colombia",
 "Country is Brazil",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Bolivia (Plurinational State of)",
 "Country is Peru",
 "Country is Belize",
 "Country is Guyana",
 "Country is French Guiana",
 "Country is Ecuador",
 "Country is Mexico",
 "Country is Argentina",
 "Country is Chile",
 "Country is Uruguay",
 "Country is Puerto Rico",
 "Country is Dominican Republic",
 "Country is Panama",
 "Country is Paraguay",
 "Country is Cuba",
 "Country is El Salvador",
 "Country is Guatemala",
 "Country is Honduras"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2011-2021"
 ]
}

 The dataset includes 1071889 records from 610 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248227-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sydulf
title: Occurrence Download

description: A dataset containing 527394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLongitude is greater than or equal to 10.4967",
 "DecimalLongitude is less than or equal to 12.0238",
 "DecimalLatitude is greater than or equal to 58.8386",
 "DecimalLatitude is less than or equal to 59.8236"
 ]
}

 The dataset includes 527394 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011864-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq9fju
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristidactylus torquatus (Philippi, 1861)"
 ]
}

 The dataset includes 100 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239073-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x324y5
title: Occurrence Download

description: A dataset containing 2559 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves y mamíferos del Parque Nacional Sierra de Órganos, Zacatecas"
 ]
}

 The dataset includes 2559 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215791-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cd29m9
title: Occurrence Download

description: A dataset containing 36282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aythya ferina (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Month is July",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36282 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268352-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.plzbhd
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2010-2018",
 "Geometry POLYGON((-119 12,-86 12,-86 34,-119 34,-119 12))",
 "HasCoordinate is true",
 {
 "or" : [
 "TypeStatus is Holotype",
 "TypeStatus is Isotype",
 "TypeStatus is Unspecified type"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 101 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011864-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrske2
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paepalanthus lindenii Ruhland"
 ]
}

 The dataset includes 21 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215793-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aaz5jx
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.63844 6.09976,-75.63752 6.06551,-75.62997 6.06551,-75.62997 6.09976,-75.63844 6.09976))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 683 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275773-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqnk5w
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.31055 -55.2832,-65.47852 -57.39258,-57.2168 -54.58008,-48.22998 -30.78369,-45.63721 -22.08252,-57.26074 -21.66504,-57.52441 -19.81934,-57.63428 -19.66553,-59.96338 -18.9624,-61.83105 -19.46777,-63.41858 -21.59363,-67.28027 -21.22559,-69.38965 -17.00684,-71.05957 -18.67676,-78.31055 -55.2832))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aulonemia Goudot"
 ]
}

 The dataset includes 98 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324713-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz6rhl
title: Occurrence Download

description: A dataset containing 1449 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gila robusta Baird & Girard, 1853"
 ]
}

 The dataset includes 1449 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011864-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmynuk
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is 217880"
 ]
}

 The dataset includes 112 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244350-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xc9342
title: Occurrence Download

description: A dataset containing 193397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arum maculatum L."
 ]
}

 The dataset includes 193397 records from 466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226630-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.774kq7
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callisia gracilis (Kunth) D.R.Hunt"
 ]
}

 The dataset includes 229 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113412-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.