cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18626213
title: Values Conflict & Behavioural Drift 2026 (Dataset, n = 349)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2026 data series. It examines tensions between individuals’ stated personal values and their real-world behaviours when using digital and AI systems, including patterns of behavioural persistence despite misalignment, resistance versus resignation, normalisation of drift over time, and decision intervention thresholds in AI-assisted contexts.

The dataset includes:• validated 1–7 Likert-scale items• measures of perceived values–behaviour misalignment and behavioural normalisation• behavioural indicators of resistance, override frequency, and decision intervention thresholds• multi-select variables stored as canonical semicolon-delimited snake_case tokens• open-text reflections with minimal safe cleaning (trim + newline removal only)• demographic variables across six English-speaking countries• digital life exposure (daily hours online) and AI-tool usage frequency

Data were collected on 10 February 2026 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:

• canonical snake_case variable naming• validated numeric ranges• standardised multi-select formats• minimal safe text cleaning• full alignment with the accompanying data dictionary• removal of Prolific IDs and timestamps• SHA-256 checksums for all files

This dataset contributes to understanding how digitally active adults experience and respond to behavioural drift under AI influence, supporting longitudinal tracking of values–behaviour alignment, resistance dynamics, and decision reliance patterns in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.15468/dl.xk3grd
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa luisana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 325 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012999-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvh3w9
title: Occurrence Download

description: A dataset containing 8206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is CC-BY-NC 4.0",
 "TaxonKey is Cancer productus"
 ]
}

 The dataset includes 8206 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012998-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18448029
title: Features and Arguments: A Probabilistic Perspective – Tools and Evaluation Data
DOI: 10.5281/zenodo.18448030
title: Features and Arguments: A Probabilistic Perspective – Tools and Evaluation Data
DOI: 10.15468/dl.k3gpaw
title: Occurrence Download

description: A dataset containing 11880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia auriculiformis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 11880 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013000-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245213
title: Who has been studied in PTSD clinical trials?

description: The PTSD Repository includes 550 randomized controlled trials (RCTs) of treatments for PTSD conducted from 1/1/1988 through 4/1/2024. What we learn from RCTs helps us to determine which treatments are best. We also learn which treatments need more research to establish if they are helping people recover from PTSD.PTSD can impact anyone. So, who are the participants in these clinical trials? Understanding who participates in research tells us how "generalizable" the results are. That is, we want to understand to what extent the findings from given studies (or samples) apply to the rest of the population or to ourselves if we are considering treatment.
DOI: 10.15468/dl.npm9ga
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyranthus barbatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013001-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245213v1
title: Who has been studied in PTSD clinical trials?

description: The PTSD Repository includes 550 randomized controlled trials (RCTs) of treatments for PTSD conducted from 1/1/1988 through 4/1/2024. What we learn from RCTs helps us to determine which treatments are best. We also learn which treatments need more research to establish if they are helping people recover from PTSD.PTSD can impact anyone. So, who are the participants in these clinical trials? Understanding who participates in research tells us how "generalizable" the results are. That is, we want to understand to what extent the findings from given studies (or samples) apply to the rest of the population or to ourselves if we are considering treatment.
DOI: 10.15468/dl.qjewe4
title: Occurrence Download

description: A dataset containing 1940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arbutus canariensis, Ilex perado platyphylla, Mespilodaphne foetens)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1940 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013002-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx3f8z
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ammoglanis diaphanus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013003-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626018
title: The processed polarimetric radar product datasets from the warm seasons of 2021–2024 in East China

description: The processed polarimetric radar product datasets from the warm seasons of 2021–2024 in East China.
DOI: 10.5281/zenodo.18626019
title: The processed polarimetric radar product datasets from the warm seasons of 2021–2024 in East China

description: The processed polarimetric radar product datasets from the warm seasons of 2021–2024 in East China.
DOI: 10.15468/dl.eqansf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhadinorhynchus cadenati",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013004-260208012135463/datasets/export for details.
DOI: 10.15468/dl.2vs9pb
title: Occurrence Download

description: A dataset containing 1844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa aculeaticarpa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1844 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013005-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqgkhw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Socotrella dolichocnema",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013008-260208012135463/datasets/export for details.
DOI: 10.15468/dl.q3avxf
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristolochia debilis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 823 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013009-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49n8kr
title: Occurrence Download

description: A dataset containing 4661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is CC-BY-NC 4.0",
 "TaxonKey is Romaleon antennarium"
 ]
}

 The dataset includes 4661 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013006-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wk2rj
title: Occurrence Download

description: A dataset containing 14390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus phoenicea turbinata, Rhamnus glandulosa, Visnea mocanera)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14390 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013007-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w638hp
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apomatoceros alleni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013010-260208012135463/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.31329457
title: Values Conflict & Behavioural Drift 2026 (Dataset, n=349)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2026 data series. It examines tensions between individuals’ stated personal values and their real-world behaviours when using digital and AI systems, including patterns of behavioural persistence despite misalignment, resistance versus resignation, normalisation of drift over time, and decision intervention thresholds in AI-assisted contexts.The dataset includes:<br>• validated 1–7 Likert-scale items<br>• measures of perceived values–behaviour misalignment and behavioural normalisation<br>• behavioural indicators of resistance, override frequency, and decision intervention thresholds<br>• multi-select variables stored as canonical semicolon-delimited snake_case tokens<br>• open-text reflections with minimal safe cleaning (trim + newline removal only)<br>• demographic variables across six English-speaking countries<br>• digital life exposure (daily hours online) and AI-tool usage frequencyData were collected on 10 February 2026 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.<br>All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:• canonical snake_case variable naming<br>• validated numeric ranges<br>• standardised multi-select formats<br>• minimal safe text cleaning<br>• full alignment with the accompanying data dictionary<br>• removal of Prolific IDs and timestamps<br>• SHA-256 checksums for all files<br>This dataset contributes to understanding how digitally active adults experience and respond to behavioural drift under AI influence, supporting longitudinal tracking of values–behaviour alignment, resistance dynamics, and decision reliance patterns in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.6084/m9.figshare.31329457.v1
title: Values Conflict & Behavioural Drift 2026 (Dataset, n=349)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2026 data series. It examines tensions between individuals’ stated personal values and their real-world behaviours when using digital and AI systems, including patterns of behavioural persistence despite misalignment, resistance versus resignation, normalisation of drift over time, and decision intervention thresholds in AI-assisted contexts.The dataset includes:<br>• validated 1–7 Likert-scale items<br>• measures of perceived values–behaviour misalignment and behavioural normalisation<br>• behavioural indicators of resistance, override frequency, and decision intervention thresholds<br>• multi-select variables stored as canonical semicolon-delimited snake_case tokens<br>• open-text reflections with minimal safe cleaning (trim + newline removal only)<br>• demographic variables across six English-speaking countries<br>• digital life exposure (daily hours online) and AI-tool usage frequencyData were collected on 10 February 2026 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.<br>All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:• canonical snake_case variable naming<br>• validated numeric ranges<br>• standardised multi-select formats<br>• minimal safe text cleaning<br>• full alignment with the accompanying data dictionary<br>• removal of Prolific IDs and timestamps<br>• SHA-256 checksums for all files<br>This dataset contributes to understanding how digitally active adults experience and respond to behavioural drift under AI influence, supporting longitudinal tracking of values–behaviour alignment, resistance dynamics, and decision reliance patterns in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.15468/dl.ujmk8f
title: Occurrence Download

description: A dataset containing 378720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 378720 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012883-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uec5kb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhadinorhynchus lintoni",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013011-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18618093
title: Anonymized Interview Transcripts Supporting the Study on Case Method Inclusive Pedagogy

description: This dataset contains anonymized interview transcripts used in the qualitative analysis of a pedagogical study. All identifying information has been removed. Raw audio recordings are not included due to ethical restrictions related to participant confidentiality.
DOI: 10.5281/zenodo.18618094
title: Anonymized Interview Transcripts Supporting the Study on Case Method Inclusive Pedagogy

description: This dataset contains anonymized interview transcripts used in the qualitative analysis of a pedagogical study. All identifying information has been removed. Raw audio recordings are not included due to ethical restrictions related to participant confidentiality.
DOI: 10.15468/dl.22bd94
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-45.83668 -23.41355,-38.38199 -23.41355,-38.38199 -17.81249,-45.83668 -17.81249,-45.83668 -23.41355))",
 "HasCoordinate is true",
 "TaxonKey is Bothrops jararaca"
 ]
}

 The dataset includes 813 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013012-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvby3t
title: Occurrence Download

description: A dataset containing 1833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea murucoides",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1833 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013013-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qdgw4
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spongiosperma riparium",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013015-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18596595
title: Single-cell RNA sequencing of DRG Meninges leukocytes after neuropathic pain using 10X Genomics platform.
title: A GM-CSF–driven vertebral bone marrow emergency myelopoiesis promotes neuropathic pain

description: Sorted CD45⁺ meningeal immune cells from dorsal root ganglia (DRGs) were obtained and processed for droplet-based single-cell RNA sequencing using the 10x Genomics Chromium platform. Single-cell suspensions with viability >90% were loaded into the Chromium Controller, and libraries were generated using the Chromium Next GEM Single Cell 3′ Reagent Kits v3.1 according to the manufacturer’s instructions. Following encapsulation and barcoding, cDNA synthesis and amplification were performed, and library quality was assessed using a High Sensitivity D1000 ScreenTape Assay on an Agilent 4200 TapeStation. Libraries were sequenced on an Illumina HiSeq 4000 system using paired-end chemistry. Raw sequencing data were processed using Cell Ranger, and filtered gene–cell count matrices were used for downstream analysis in Seurat (v5.3.0) implemented in R (v4.4.1).
DOI: 10.15468/dl.kp5rg9
title: Occurrence Download

description: A dataset containing 8296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bixa orellana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 8296 records from 407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013016-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd3ryh
title: Occurrence Download

description: A dataset containing 1730612 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 {
 "not" : {
 "PhylumKey" : [
 "is Chordata"
 ]
 }
 },
 "ClassKey is one of (Thaliacea, Ascidiacea, Appendicularia, Leptocardii)"
 ]
 },
 "KingdomKey is Animalia",
 "OccurrenceStatus is Present",
 "DatasetKey is one of (University of Texas, Biodiversity Center, Entomology Collection (UTIC), Texas A&M University Insect Collection, iNaturalist Research-grade Observations, NMNH Extant Specimen Records (USNM, US), Museum at Texas Tech University Invertebrate Zoology Collection, UTEP Insects (Arctos), Snow Entomological Museum Collection)",
 {
 "or" : [
 "Modified is greater than or equal to 2025-12-31",
 "Modified is null"
 ]
 }
 ]
}

 The dataset includes 1730612 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012980-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euq9wd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glanapteryx niobium",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013017-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2kwbe
title: Occurrence Download

description: A dataset containing 212320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Echinochloa crus-galli"
 ]
}

 The dataset includes 212320 records from 1755 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012916-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5m8-5c4-zkw
title: Delima amoena amoena (L. Pfeiffer, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ffm-0jh-rz1
title: Hyalina Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ec3-4py-pdm
title: Cribrarula cribraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.