cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18606384
title: Preferred correlated colour temperature changes when the stimulus range differs

description: MWE for (journal doi)

for more info or questions see doi or contact first or last author

Abstract

Preferences for correlated colour temperature (CCT) are often used to guide lighting design, yet the reliability of psychophysical methods to measure them remains uncertain. Central tendency bias, in particular, may systematically distort reported “preferred” CCT values, but its effect across different psychophysical methods has not been well established.  

This study examined two psychophysical approaches, paired comparisons (relative scaling) and semantic differential scales (absolute scaling), across three semi-overlapping CCT ranges. Twenty-four naive participants completed all experiments under controlled laboratory settings. Paired comparison data were analysed with a generalised linear model, and semantic differential data with non-parametric repeated-measures tests.   The experiment was designed to determine (i) whether preference peaks shift when the tested CCT range changes, and (ii) whether absolute and relative scaling methods produce comparable preference functions.
description: file name:

stimuli-order-semantic-differential.csv

description:



stimulus_sequential corresponds to the same name column in results-semantic-differential.csv


 



order_id_x where x corresponds to the number in column order_id in results-semantic-differential.csv


 



the matrix value corresponds to stimulus_id in results-semantic-differential.csv, e.g. row where stimulus_sequential = 1 for order_id = 1 (i.e. column order_id_1) returns a stimulus_id = 3


 
description: file name:

results-semantic-differential.csv

description:



participant_id is equal to a number from 1 to 24, corresponding to a unique participant


 



order_idis a number which corresponds to the x in order_id_x in stimuli-order-semantic-differential.csv


 



stimulus_sequential corresponds to the same name column in stimuli-order-semantic-differential.csv


 



stimulus_id corresponds to matrix value in stimuli-order-semantic-differential.csv, e.g. row where stimulus_sequential = 1 and order_id = 1 in results-semantic-differential.csv equals to number 3 in column order_id_1 in stimuli-order-semantic-differential.csv


 



SDx_response corresponds to a semantic differential scale point from 1 to 6
description: file name:

glm.m

description:

Matlab script for analysing contrast_matrix_PCx.csv
description: file name:

spectral-data.csv

description:

Measured spectral data at eye level of Gigahertz Optik BTS256-EF spectrophotometer for stimuli a to l
description: file name:

contrast_matrix_PCx.csv

description:

Comparing all stimuli within stimulus range x. E.g. first row of contrast_matrix_PC1.csv:

stimulus b is preferred 87.5% of the time over stimulus a




a
b
c
d
e
f
fraction


-1
1
0
0
0
0
0.875
DOI: 10.15468/dl.7md4h4
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Piper vicosanum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 322 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014599-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7afya
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudocyphellaria norvegica",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 166 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014601-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cexkt5
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.681562462581681 49.2013657152504, 5.66720416563432 49.19754572035746, 5.662510544367657 49.19548167364082, 5.662487669478466 49.19378384377691, 5.657723723794774 49.19247768447479, 5.657510017109114 49.190829040451966, 5.659951431151767 49.190958648486074, 5.66110192139023 49.18963158963891, 5.659703270277742 49.189014814775824, 5.662372797083726 49.1867780200831, 5.656823634982931 49.18713805908837, 5.660209272679835 49.18521654083572, 5.661393631912277 49.18046861987722, 5.665180403760251 49.17843461889467, 5.664580259465485 49.17701220735037, 5.667436722594049 49.17485117855213, 5.670884151402101 49.17523982022738, 5.673877450902852 49.178681670479776, 5.686344572916221 49.175240371158615, 5.68780899340284 49.17701851757575, 5.690804755858015 49.176340792623996, 5.691574540914886 49.18064151169527, 5.686010073479665 49.182991292171685, 5.686269323646139 49.186980454916835, 5.689039226612556 49.18981431061691, 5.701259373581072 49.19322721931529, 5.69793923210342 49.194096849993144, 5.698253654739193 49.1960724265569, 5.696984245409337 49.1958669743508, 5.694720699398992 49.199791109116866, 5.681562462581681 49.2013657152504))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 93 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014602-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21335/nmdc-1596681815
title: Raw hydrography and current meter records from the outer basin of Masfjorden, Norway, between March 2024 - February 2025

description: Raw hydrography and current meter records from the outer basin of Masfjorden, Norway, between March 2024 - February 2025. Instrument type, serial number and depth are given in the file name.
DOI: 10.15468/dl.utvhnz
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cereus jamacaru jamacaru",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 347 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014605-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k7ku3
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyalideopsis muscicola",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 33 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014606-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36tng6
title: Occurrence Download

description: A dataset containing 20394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ferocactus wislizeni",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 20394 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014604-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwrwtq
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paris polyphylla"
 ]
}

 The dataset includes 43 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014607-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21335/nmdc-553123385
title: Raw hydrography and current meter records from mooring MF_inner deployed in the inner basin of Masfjorden between February 2023 and March 2024

description: Raw hydrography and current meter records from mooring MF_inner deployed in the inner basin of Masfjorden between February 2023 and March 2024. Instrument type, serial number, and depth are given in the file name.
DOI: 10.15468/dl.5299mt
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.63051 46.24691,-1.55428 46.13975,-1.24386 46.12539,-1.24497 46.1983,-1.36427 46.22592,-1.48248 46.28336,-1.63051 46.24691))",
 "OccurrenceStatus is Present",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset includes 416 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014609-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x46zh7
title: Occurrence Download

description: A dataset containing 31204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ludwigia peploides"
 ]
}

 The dataset includes 31204 records from 812 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014603-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shfsqd
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosocereus pachycladus pernambucoensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 157 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014610-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94xhd9
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyalideopsis piceicola",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 145 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014611-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xzxvp
title: Occurrence Download

description: A dataset containing 13484 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collezione entomologica di lepidotteri di Alfredo Buonocore | Alfredo Buonocore's entomological collection of lepidopterans"
 ]
}

 The dataset includes 13484 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014612-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21335/nmdc-1118156873
title: Raw hydrography and current meter records from the sill of Masfjorden, Norway, between March 2024 - February 2025

description: Raw hydrography and current meter records from the sill of Masfjorden, Norway, between March 2024 - February 2025. Instrument type, serial number and depth are given in the file name.
DOI: 10.5281/zenodo.18014479
title: उज्जैन Ujjain (Madhya Pradesh). Ujjain Grant of Vākpatirājadeva

description: उज्जैन Ujjain (Madhya Pradesh). Ujjain Grant of Vākpatirājadeva
description: Getty TGN ID: 7579084 UjjainGetty ATT ID: 300027253 Land grantCoordinates: 23.1786673 75.7887427
DOI: 10.5281/zenodo.18014480
title: उज्जैन Ujjain (Madhya Pradesh). Ujjain Grant of Vākpatirājadeva

description: उज्जैन Ujjain (Madhya Pradesh). Ujjain Grant of Vākpatirājadeva
description: Getty TGN ID: 7579084 UjjainGetty ATT ID: 300027253 Land grantCoordinates: 23.1786673 75.7887427
DOI: 10.15468/dl.mvrtau
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophophora diffusa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 232 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014613-260208012135463/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.31331896
title: <b>Source data of the manuscript "</b><b>Stretch-induced reversible self-growth of high aspect ratio microstructures</b><b>"</b>

description: Inspired by the intricate surface patterns in nature, the concept of polymer self-growth has recently been applied to construct synthetic structures. However, existing techniques, whether driven by chemical reactions or physical mass transport, fail to offer rapid and reversible tuning, and typically can only produce structures with low aspect ratios. Here, we present a generalized stretch-induced polymer self-growth (SIPS) method for reversibly constructing structures on a wide range of pre-stretched elastic membranes, including silicone, PU, PDMS, dielectric elastomer (VHB), and hydrogel. High aspect ratio (~1.4, much larger than the previously reported value ~0.25) straight and bent micropillars with different cross-sections are facilely fabricated by femtosecond laser cutting. By releasing and subsequent re-stretching the membrane, tuning of the grown structures is readily achievable, enabling a rapid (~ 30 s) and reversible transition between structured and flat surface. Experimental and simulation results confirm that the micropillar height is governed by the stretch ratio and laser scribing depth. The high aspect ratio enhances tactile perception and allows directional bending for encoding information. These capabilities are demonstrated through proof-of-concept applications in Braille training and information encryption/decryption. The presented SIPS method that combines femtosecond laser cutting and the stretching of elastic membranes, offers an efficient approach for fabricating tunable functional microstructures with great potential in the fields of micro/nanofabrication and adaptive surface engineering.
DOI: 10.6084/m9.figshare.31331896.v1
title: <b>Source data of the manuscript "</b><b>Stretch-induced reversible self-growth of high aspect ratio microstructures</b><b>"</b>

description: Inspired by the intricate surface patterns in nature, the concept of polymer self-growth has recently been applied to construct synthetic structures. However, existing techniques, whether driven by chemical reactions or physical mass transport, fail to offer rapid and reversible tuning, and typically can only produce structures with low aspect ratios. Here, we present a generalized stretch-induced polymer self-growth (SIPS) method for reversibly constructing structures on a wide range of pre-stretched elastic membranes, including silicone, PU, PDMS, dielectric elastomer (VHB), and hydrogel. High aspect ratio (~1.4, much larger than the previously reported value ~0.25) straight and bent micropillars with different cross-sections are facilely fabricated by femtosecond laser cutting. By releasing and subsequent re-stretching the membrane, tuning of the grown structures is readily achievable, enabling a rapid (~ 30 s) and reversible transition between structured and flat surface. Experimental and simulation results confirm that the micropillar height is governed by the stretch ratio and laser scribing depth. The high aspect ratio enhances tactile perception and allows directional bending for encoding information. These capabilities are demonstrated through proof-of-concept applications in Braille training and information encryption/decryption. The presented SIPS method that combines femtosecond laser cutting and the stretching of elastic membranes, offers an efficient approach for fabricating tunable functional microstructures with great potential in the fields of micro/nanofabrication and adaptive surface engineering.
DOI: 10.15468/dl.e6gk2b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyalidea roseola",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014614-260208012135463/datasets/export for details.
DOI: 10.21335/nmdc-599988891
title: Raw hydrography records from the sill of the Lurefjord, Norway, between February 2023 and February 2024

description: Raw hydrography records from the sill of the Lurefjord, Norway, between February 2023 and February 2024. Instrument type, serial number, and depth are given in the file name.
DOI: 10.15468/dl.q7w67q
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paris marmorata"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014616-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvbamq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syagrus yungasensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014615-260208012135463/datasets/export for details.
DOI: 10.5281/zenodo.18628839
title: Dilley et al. 2026 Data Repository

description: Data repository for the following publication:

Dilley ER, Brush EG, Jones RN, Hixon MA. 2026. Coral restoration: roles of shelter for herbivores and reef state in early recruitment success. PeerJ 14:e20891
DOI: 10.5281/zenodo.18628838
title: Dilley et al. 2026 Data Repository

description: Data repository for the following publication:

Dilley ER, Brush EG, Jones RN, Hixon MA. 2026. Coral restoration: roles of shelter for herbivores and reef state in early recruitment success. PeerJ 14:e20891
DOI: 10.15468/dl.vwny8t
title: Occurrence Download

description: A dataset containing 504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammillaria albilanata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 504 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014617-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/pmyovo
title: One-Stage vs. Two-Stage Anaerobic Digestion of Molasses From a Circular Economy Context: Energy Recovery and Digestate Fertilizer Value - raw data

description: Anaerobic digestion (AD) is widely used to recover renewable energy from organic wastes, yet efficiently processing substrates rich in readily fermentable carbon remains challenging in conventional single-stage systems. This study compared a single-stage system with a two-stage configuration separating acidogenic and methanogenic phases, using molasses as a model carbon-rich industrial substrate. The two-stage system achieved approximately 12% higher energy recovery and enabled biohydrogen production contributing about 10% of the total recovered energy, while reducing the accumulation of fermentation intermediates. The resulting digestate exhibited lower residual chemical oxygen demand, higher pH, and increased levels of plant-available nitrogen, alongside microbiome specialization and enrichment of plant growth-promoting taxa. Overall, the findings demonstrate that two-stage AD enhances both energy efficiency and fertilizer value, supporting integrated energy–nutrient recovery within circular bioeconomy systems.
DOI: 10.21335/nmdc-1216479213
title: Raw hydrography and current meter records from mooring MF_sill deployed at the sill of Masfjorden between March 2025 and December 2025

description: Raw hydrography and current meter records from mooring MF_sill deployed at the sill of Masfjorden between March 2025 and December 2025. Instrument type, serial number, and depth are given in the file name.
DOI: 10.15468/dl.m776s8
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyalidea asteriscus",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014618-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jharu2
title: Occurrence Download

description: A dataset containing 734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syagrus flexuosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 734 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014619-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.