cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14166230
title: Table 3 b in Description of Epistylis camprubii n. sp., a Species Highly Tolerant to Ammonium and Nitrite

description: Table 3b. Comparison between Epistylis camprubii and the other Epistylis species mentioned in the manuscript: characteristics of stalk, macronucleus and contractile vacuole.
SpeciesStalk width in vivo (µm)Stalk striation / segmentationMacronucleusContractile vacuoleData sourceEpistylis camprubii3.1–8.4Longitudinally striated, occasionally transeverse segmentationC-shaped, transversely oriented; adoral half of the body1, adoral third of the body, on dorsal wall of vestibulumPresent manuscriptE. balatonica–Longitudinally finely striatedHorinzotal horsehoe-shaped in the middle of the body1, in the heigh of the peristomial lipStiller 1971E. chrysemydis13–25Longitudinally striated, occasionally transeverse segmentationC-shaped, transversely oriented; adoral half of the body1, close or in the heigh of the peristomial lips, on ventral wall of vestibulumFoissner et al. 1992E. coronata11–18–Semicircular, adoral half of the body1, in the height of the peristomial lips, on dorsal wall of vestibulumFoissner et al. 1992E. entzii18–3/4 circular, adoral half of the body1, in the heigh of the peristomial lip, on dorsal wall of vestibulumFoissner et al. 1992E. epistyliformis–Transverse segmentationIntenselly flattened, horsehoe-shaped1, adoral third of the bodyStiller 1971E. hentscheli12–20, sometimes 25Occasionally finely annulatedSemicircular, adoral half of the body1, in the heigh of the peristomial lip, on ventral wall of vestibulumFoissner et al. 1992E. plicatilis7–18Longitudinally finely striatedSemicircular, adoral half of the body1, in the heigh of the peristomial lip, on dorsal wall of vestibulumFoissner et al. 1992E. rotans / E. procumbens–Fine longitudinally striated, transverse segmentationReniform to semicircular, in transverse axis and adoral half of zooid1, at level of peristomial lip, on dorsal wall Foissner et al. 1999 of vestibulumE. rotans–Longitudinally striated, transeverse segmentationC-shaped, transversely oriented, adoral third of the body1, located in the adoral third of the bodyCurds 1969E. thienemanni––Flattened ribbon-like and horsehoe-shaped, adoral third of the body1, located in the peristomial disc, on dorsal wall of vestibulumStiller 1971E. variabilisVariable––1, at the level of the peristomial lipStiller 1971
description: Published as part of Canals, Oriol & Salvadó, Humbert, 2016, Description of Epistylis camprubii n. sp., a Species Highly Tolerant to Ammonium and Nitrite, pp. 17 in Acta Protozoologica 55 (1) on page 17, DOI: 10.4467/16890027AP.16.002.4043, http://zenodo.org/record/8356873
DOI: 10.15468/dl.bzqc27
title: Occurrence Download

description: A dataset containing 4245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Ilex"
 ]
}

 The dataset includes 4245 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012352-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18625243
title: Trust Calibration in Information Environments (Dataset, n = 394)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2026 data series. It examines trust calibration in digital information environments, including perceived reliability of AI-generated content, human intervention thresholds in automated systems, and confidence in digital decision-support outputs.

The dataset includes:• validated 1–7 Likert-scale agreement items• structured measures of trust calibration and verification confidence• behavioural indicators of information verification and AI override frequency• 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 2026-02-09 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 individuals calibrate trust in AI-mediated information environments, supporting longitudinal tracking of trust stability, intervention thresholds, and verification behaviours as AI systems become increasingly embedded in everyday digital life.
DOI: 10.5281/zenodo.18625275
title: Trust Calibration in Information Environments (Dataset, n = 394)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2026 data series. It examines trust calibration in digital information environments, including perceived reliability of AI-generated content, human intervention thresholds in automated systems, and confidence in digital decision-support outputs.

The dataset includes:• validated 1–7 Likert-scale agreement items• structured measures of trust calibration and verification confidence• behavioural indicators of information verification and AI override frequency• 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 2026-02-09 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 individuals calibrate trust in AI-mediated information environments, supporting longitudinal tracking of trust stability, intervention thresholds, and verification behaviours as AI systems become increasingly embedded in everyday digital life.
DOI: 10.5281/zenodo.18625315
title: 7.	Data_Availability

description: Data availability
DOI: 10.5281/zenodo.18625316
title: 7.	Data_Availability

description: Data availability
DOI: 10.15468/dl.cbmxz3
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2021-2025",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC)",
 "GadmGid is one of (COL.12.14_2)",
 "PublishingOrg is one of (1a2bfe99-b7ca-4e3c-a5a2-18c85789e7d1, 188fd36a-2d61-4f35-8b67-d5529efb0005, e2e717bf-551a-4917-bdc9-4fa0f342c530, 8ee4c3d9-b194-4f81-b41a-402e5c077e05, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 67c63221-0c74-4c18-97f9-e2b2acb739ce, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, 112087f6-a6c0-4cee-8441-387f900d34f9, 69ad50d2-2560-42a4-b522-171f6eca4fa3, b8b274e0-3216-48b8-afea-5616ec326ce1)",
 "Country is one of (Colombia)",
 "BasisOfRecord is one of (Human Observation, Material sample, Machine Observation)",
 "OccurrenceStatus is one of (Present)",
 "StateProvince is one of (Cesar, La Jagua de Ibirico)",
 "TaxonKey is one of (Insecta [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 281 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012353-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011151
title: Identifying New Subgroups of Colorectal Cancer Patients with the BRAF-V600E Mutation to Improve Treatment Response Using Genetic Analysis

description: Colorectal cancer (CRC) is a type of cancer that begins in the colon or rectum, which are parts of the digestive system. It is one of the most common cancers worldwide and is the second leading cause of cancer deaths. CRC usually starts as small growths called polyps, which can become cancerous over time. If not detected early, the cancer can spread to other parts of the body, making it harder to treat. Approximately 12% of CRC patients have a change in a mutation (gene) called BRAF, which makes the disease more aggressive and harder to treat. These patients often do not respond well to chemotherapy, and if the cancer spreads, survival rates are very low.
In recent years, new drugs have been developed for patients with this BRAF mutation, leading to some improvements in survival. However, not all patients respond the same way, and it is unclear why there are differences in treatment outcomes. This project aims to better understand those differences and improve treatment for these patients.
Researchers have learned that CRC patients can be grouped based on changes in how their genes are expressed. Gene expression is when a gene is "turned on" in a cell to create a product, like a protein, which affects how the cell works. However, the current systems used to classify these patients are not perfect—they are based on data from too few people or do not focus specifically on those with a BRAF gene mutation. Now, with newer technology, researchers can study gene expression in individual cells, which is more accurate than looking at the average expression of genes in many cells at once.
The goal of this research is to create a more accurate system for classifying CRC patients with a BRAF mutation by using newer, more precise methods. The research will use data from large collections of patient samples, including the BEACON study, which is the largest trial to date for BRAF-mutated CRC patients. Additionally, artificial intelligence (computer systems that can analyze large amounts of data and make predictions) will be used to combine all the data and identify meaningful patterns. We will also look at gene expression at the single-cell level to further refine these classifications. We will then test how different drugs work for each of the newly identified patient groups using laboratory-grown cancer cells and animal models.
By creating a better classification system, this research could help doctors understand the differences between patients with BRAF-mutated CRC. This could lead to more personalized treatments that are more effective than the current “one-size-fits-all” approach, ultimately improving the survival and quality of life for patients with this challenging form of cancer.
DOI: 10.15468/dl.wa2z3x
title: Occurrence Download

description: A dataset listing the 37 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-68.72553 -53.67026,-68.62558 -53.82787,-68.53396 -53.89664,-68.38403 -53.9506,-68.15913 -53.98489,-67.90925 -53.99469,-67.59273 -53.9604,-67.45946 -53.89664,-67.41781 -53.80329,-67.43447 -53.66039,-67.50111 -53.54177,-67.60106 -53.41784,-67.78431 -53.33337,-68.02586 -53.29356,-68.18412 -53.28858,-68.36737 -53.32342,-68.50897 -53.38805,-68.60059 -53.44762,-68.65057 -53.52196,-68.69222 -53.58629,-68.72553 -53.67026))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset's 37 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012326-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2ujzm
title: Occurrence Download

description: A dataset containing 1386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus arborea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1386 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012354-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt2v9u
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zelkova sinica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 163 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012355-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/2hzaza
title: Data Management and Sharing Plan for: B and T Cell Biology of Protection from and Eradication of SIV/SHIV Infection

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.3886/e245197
title: Population potentially exposed to road noise, 2016 and 2018

description: This table shows the number and percent of people in the United States potentially exposed to different levels of noise from road sources.
DOI: 10.3886/e245197v1
title: Population potentially exposed to road noise, 2016 and 2018

description: This table shows the number and percent of people in the United States potentially exposed to different levels of noise from road sources.
DOI: 10.15468/dl.pbnnfw
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geissospermum argenteum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 230 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012357-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/dyatea
title: Data Management and Sharing Plan for: Integrating tumor and stroma to understand and predict treatment response

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.e7z7x3
title: Occurrence Download

description: A dataset containing 1352 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porthidium nasutum"
 ]
}

 The dataset includes 1352 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012358-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.use6pg
title: Occurrence Download

description: A dataset containing 1251 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 Digitaria abyssinica"
 ]
}

 The dataset includes 1251 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012359-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18625369
title: Geometric Resolution of Cosmic Tensions: A Numerical Note on Λ and H₀

description: Are the “Crisis in Cosmology” and the “Vacuum Catastrophe” simply geometric artifacts of how we parametrize Λ and H₀?  

This data note and accompanying Python script demonstrate that two of the largest anomalies in physics—the Hubble tension and the cosmological constant problem—can be numerically reproduced as simple geometric boundary conditions, without introducing new dynamical physics or free parameters.

Key findings

Hubble tension via sphere packing

  We show that the discrepancy between global (CMB) and local (SH0ES) measurements of H₀ corresponds to the geometric difference between a continuous fluid and a discrete packed structure. Applying the 3D kissing‑number packing factor (1 + 1/12) to the Planck 2018 value H₀ᴄᴍʙ = 67.4 km/s/Mpc predicts a local value of 73.02 km/s/Mpc, matching the SH0ES measurement (73.04 ± 1.04) at the level of about 0.02 standard deviations.

 

 Cosmological constant as a horizon invariant  

  We show that the apparent 10¹²² “fine‑tuning” of Λ disappears when Λ is treated as a boundary curvature term. The dimensionless product of Λ and the Hubble‑horizon area A_H reduces to an algebraic identity of order unity (~25.8), consistent with the geometric phase‑space factor 4π(π³/15) ≈ 25.98 to within about 0.7%.

 

Content

 

PDF note: concise derivation and statement of the geometric constraints on Λ and H₀.  

Python script (`cosmic_geometry_test_suite.py`): a reproducible, zero‑parameter test suite that evaluates these geometric identities against Planck 2018 and SH0ES inputs and reports explicit PASS/FAIL criteria.
DOI: 10.15468/dl.2np9xr
title: Occurrence Download

description: A dataset containing 6430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycine tomentella",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6430 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012360-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksdy8q
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenocalymma magnificum"
 ]
}

 The dataset includes 397 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012361-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18625377
title: P-AIRCARS Test Data

description: Test data for P-AIRCARS
DOI: 10.15139/s3/xv6lnc
title: Data Management and Sharing Plan for: Preclinical Investigations into Next Generation Incretin Therapy for Preventing Obesity-Associated Breast Cancer

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/swgc2j
title: Description of Epistylis camprubii n. sp., a Species Highly Tolerant to Ammonium and Nitrite

description: This dataset contains the digitized treatments in Plazi based on the original journal article Canals, Oriol, Salvadó, Humbert (2016): Description of Epistylis camprubii n. sp., a Species Highly Tolerant to Ammonium and Nitrite. Acta Protozoologica 55 (1): 7-18, DOI: 10.4467/16890027AP.16.002.4043, URL: https://www.mendeley.com/catalogue/b9aaebf6-1837-3a64-8707-150ff4b05d37/Abstract. A new peritrich species highly tolerant to ammonium and nitrite, Epistylis camprubii n. sp., was found adhered to the biofilm of two advanced wastewater treatment plants treating high ammonium-loaded wastewater in Rubí, Spain. Its morphology, oral infraciliature and phylogenetic position in the peritrich clade were studied. The new species is a vase-shaped peritrich, constricted below the peristomial lip, with an in vivo average length of 58.7 ± 10.1 µm, average width of 32.0 ± 5.4 µm, and a longitudinally striated, compact stalk that occasionally exhibits uneven thickness and rarely shows transverse segments. The peristomial disc is commonly rounded or pointed, and rarely umbilicated. The C-shaped macronucleus is located in the adoral half of the body, and the only contractile vacuole lies in the adoral third of the zooid. The molecular analysis of the 18s gene sequence clustered E. camprubii n. sp. together with the other Epistylis, with the exception of Epistylis galea.
DOI: 10.60503/d3/dbqtiq
title: astest02122026

description: test
DOI: 10.48580/df3d5.v21
title: Description of Epistylis camprubii n. sp., a Species Highly Tolerant to Ammonium and Nitrite
DOI: 10.15468/dl.6mxbpk
title: Occurrence Download

description: A dataset containing 229485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.20_1, USA.30_1, USA.33_1, USA.46_1)",
 "TaxonKey is Acer platanoides"
 ]
}

 The dataset includes 229485 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012298-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18625376
title: P-AIRCARS Test Data

description: Test data for P-AIRCARS
DOI: 10.15468/dl.x3wunz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.76486 50.84285,5.77144 50.84094,5.78769 50.83753,5.80887 50.83917,5.82797 50.84299,5.83273 50.87302,5.81138 50.87734,5.80439 50.88343,5.78381 50.88267,5.76442 50.8823,5.74533 50.87059,5.74652 50.8578,5.7522 50.85052,5.76486 50.84285))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dactylorhiza fuchsii",
 "Year 1976-2026"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012366-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pq933
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "RecordedBy" : [
 "is ianrcretney"
 ]
}

 The dataset includes 219 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012364-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/h3wqtf
title: Data Management and Sharing Plan for: OPTImal Ventilation to Improve Pediatric Cardiac Arrest Outcomes (OPTI-VENT)

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.uu9r4g
title: Occurrence Download

description: A dataset containing 1783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-44 37, 0 37, 0 60, -44 60, -44 37))",
 "TaxonKey is one of (Pseudorca crassidens)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1783 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012362-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.