cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2mjf0m
title: CCDC 2428850: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmb7s
title: CCDC 2372065: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mjf1n
title: CCDC 2428851: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmb9v
title: CCDC 2372067: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbbw
title: CCDC 2372068: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbdy
title: CCDC 2372070: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbg0
title: CCDC 2372072: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbfz
title: CCDC 2372071: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbk3
title: CCDC 2372075: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmbm5
title: CCDC 2372077: Experimental Crystal Structure Determination

description: Related Article: Jessica P. Metherall, Philip A. Corner, James F. McCabe, Michael R. Probert, Michael J. Hall|2025|Chemical Science|16|9843|doi:10.1039/D4SC07556K
description: Related Article: Jessica Metherall, Philip Corner, James McCabe, Michael Probert, Michael Hall|2024|ChemRxiv|||doi:10.26434/chemrxiv-2024-40s32
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/seea7f
title: University of New Brunswick: Fish surveys conducted in small estuarine streams entering Saint John Harbour, New Brunswick.

description: This version of the resource contains species occurrence records extracted from the thesis data files. The thesis (Vallieres 2005) contains additional details and measurements. This resource was created as part of an Atlantic Ecosystem Initiative data rescue activity.
DOI: 10.15468/dl.6m9hxk
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miconia alborufescens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 678 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009489-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmq6hr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras seussi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009493-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjeuqy
title: Occurrence Download

description: A dataset containing 1815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Obovaria subrotunda",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1815 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009491-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17898/adp_apsbz19_v1/1
title: apsbz19_p1_en_v1_r3.tab

description: :unav
DOI: 10.17898/adp_apsbz19_v1/2
title: apsbz19_vp1_en_v1_r1.pdf

description: :unav
DOI: 10.17898/adp_apsbz19_v1
title: Anketa o porabniških stereotipih glede blagovnih znamk, 2019

description: Raziskava je bila izvedena v okviru mednarodnega raziskovalnega projekta "Spremljanje preferenc potrošnikov skozi potrošniške stereotipe", katerega namen je proučiti, kako različne vrste porabniških stereotipov v zvezi z blagovnimi znamkami (država izvora, tipični kupci znamke, znamka sama) vplivajo na nakupno vedenje porabnikov. Stereotipe, skladno z modelom vsebine stereotipov (angl. Stereotype content model), opredelimo kot zaznave topline in kompetentnosti objekta (znamke, kupca, države). Skladno z obstoječimi raziskavami, ki so posamezne vrste stereotipov obravnavale v izolaciji, predvidevamo, da imajo vsi trije porabniški stereotipi vpliv na stališča in namere porabnikov. Zato je bil namen te raziskave izmeriti vse tri stereotipe, stališča in nakupne namere porabnikov glede različnih blagovnih znamk. To nam omogoča preverbo alternativnih teoretičnih modelov o povezavah med tremi stereotipi in njihovem vplivu na stališča in nakupne namere porabnikov.
DOI: 10.15468/dl.k6d2vw
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula plana",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011413-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/vv3-2jl-nvf
title: Marcia hiantina (Lamarck, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvp-ddl-6g6
title: Vitrinorbis arabscripta Rolán & Rubio, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29144978
title: Modeling Typicality and Novelty Perception with Adaptive Explainable AI in Aesthetic Cognition

description: Advances in computational power and large-scale perceptual data enable new integrations of machine learning and psychological research on aesthetic judgment. Yet predicting how non-experts evaluate product form remains challenging. This study presents an AI-assisted design support system operationalizing the Unified Model of Aesthetics (UMA) and the MAYA principle (Most Advanced Yet Acceptable) within a human–AI collaboration framework. A two-phase experiment combined Bayesian Adaptive Design Optimization (ADO) with an interactive Explainable AI (XAI) interface. In Phase I, an improved deep learning model classified PC designs into typical, novel, and MAYA-balanced categories, and predictions were compared with ratings from 234 non-design participants. In Phase II, 18 professional designers were randomly assigned to AI-assisted or control groups to assess whether Grad-CAM visualizations and textual explanations improved alignment with lay preferences. Model predictions correlated strongly with human ratings for novelty and typicality. The AI-assisted group achieved higher Top-2 cognitive alignment and greater decision confidence. Thematic analysis indicated that XAI outputs enhanced empathy for non-expert perspectives. By embedding psychological constructs into computational modeling, this approach demonstrates the potential of combining ADO and XAI to address methodological challenges in applying machine learning to perception and preference research.
DOI: 10.3535/389-qb1-6pb
title: Fissurella nimbosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rtm-qbh-jxq
title: Zelithophaga truncata (J. E. Gray, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29144978.v2
title: Modeling Typicality and Novelty Perception with Adaptive Explainable AI in Aesthetic Cognition

description: Advances in computational power and large-scale perceptual data enable new integrations of machine learning and psychological research on aesthetic judgment. Yet predicting how non-experts evaluate product form remains challenging. This study presents an AI-assisted design support system operationalizing the Unified Model of Aesthetics (UMA) and the MAYA principle (Most Advanced Yet Acceptable) within a human–AI collaboration framework. A two-phase experiment combined Bayesian Adaptive Design Optimization (ADO) with an interactive Explainable AI (XAI) interface. In Phase I, an improved deep learning model classified PC designs into typical, novel, and MAYA-balanced categories, and predictions were compared with ratings from 234 non-design participants. In Phase II, 18 professional designers were randomly assigned to AI-assisted or control groups to assess whether Grad-CAM visualizations and textual explanations improved alignment with lay preferences. Model predictions correlated strongly with human ratings for novelty and typicality. The AI-assisted group achieved higher Top-2 cognitive alignment and greater decision confidence. Thematic analysis indicated that XAI outputs enhanced empathy for non-expert perspectives. By embedding psychological constructs into computational modeling, this approach demonstrates the potential of combining ADO and XAI to address methodological challenges in applying machine learning to perception and preference research.
DOI: 10.3535/9wm-84w-j7e
title: Nucula nucleus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3w-430-ptz
title: Loripes orbiculatus Poli, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29144978.v1
title: Cognitive Alignment Through Explainable AI: Supporting Designers’ Understanding of Typicality and Novelty in User Aesthetic Perception

description: This study presents a human-centered AI (Artificial Intelligence) system designed to support designers in interpreting how non-expert users cognitively perceive product form characteristics. Grounded in the Unified Model of Aesthetics (UMA), the system classifies personal computer (PC) designs along the cognitive dimensions of typicality, novelty, and MAYA balance, using an improved YOLOv11s framework. It outputs interpretable feedback through Grad-CAM visualizations and textual rationales to enhance designer understanding and support perceptually aligned design decisions. In Phase I, the model showed high alignment with non-designers rated novelty and moderate alignment with typicality, supporting its cognitive validity in capturing perceptual salience and identifying schema-based form expectations. In Phase II, designers using the system achieved higher Top-2 cognitive alignment and Spearman correlations, reporting greater confidence, usability, and empathy toward non-designers. Thematic analysis of post-task interviews confirmed the system’s transparency and its role in bridging expert and non-expert perception gaps. By integrating explainable AI with cognitive aesthetics, this research contributes a replicable framework for perceptual mediation in early-stage design. The system enhances human–AI collaboration by facilitating interpretability, fostering empathic alignment, and promoting inclusive design reasoning.
DOI: 10.3535/6ws-mlk-gt4
title: Heliconoides inflatus (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q1m-7r3-ax6
title: Atlanta inclinata J. E. Gray, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1tv-kcr-as1
title: Ervilia purpurea E. A. Smith, 1906

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yyd-kzv-7mf
title: Nuculidae J. E. Gray, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdq-g2r-qhs
title: Mactra stultorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n5s-ce2-kjk
title: Mytilus galloprovincialis Lamarck, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjh-r4p-1gz
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yx2-j29-vrs
title: Pseudochama gryphina (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2j-fsj-3e2
title: Hyalina cylindrica (G. B. Sowerby II, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.hatxcx
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Indonesia, Australia, Korea (Democratic People’s Republic of))",
 "DatasetKey is iNaturalist Research-grade Observations",
 "MediaType is Image",
 "TaxonKey is Lampyridae"
 ]
}

 The dataset includes 401 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006843-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ql4-zxj-1ma
title: Telodiacria danae (van Leyen & van der Spoel, 1982)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zlm-48z-mxh
title: Axinulus croulinensis (Jeffreys, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jlm-f77-8fr
title: Trophonopsis Bucquoy & Dautzenberg, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n7p-q0s-av7
title: Acar gradata (Broderip & G. B. Sowerby I, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y47-pdz-gva
title: Austrochloritis bellengerensis (J. C. Cox, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8h5-gaz-v9y
title: Plicatula Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qgj-t7g-ay6
title: Ocenebra erinaceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8m6-ynl-jkt
title: Steromphala spratti (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jz9-sbr-12k
title: Nucella lapillus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjq-mvr-587
title: Spirula spirula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lr4-10t-2mc
title: Lehmannia marginata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ag-nyn-t8q
title: Diplodonta brocchii (Deshayes, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nx4-q8f-y9b
title: Spondylus sinensis Schreibers, 1793

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dnb-s2y-bs5
title: Heteranomia squamula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rmb-h8l-qsk
title: Limopsis cristata Jeffreys, 1876

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vlj-wb0-amr
title: Brachidontes Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h6n-qzj-dkb
title: Argopecten nucleus (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qvf-er1-72l
title: Arca noae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/an4-y4m-swt
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y31-hlt-jdg
title: Doxander vittatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/790-e8l-4m4
title: Chondrina avenacea (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0kr-m4m-tfg
title: Scaphopoda Bronn, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/953-4rf-bg7
title: Propeamussium lucidum (Jeffreys, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cys-m29-xk6
title: Sepia officinalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q9l-bdg-9v7
title: Melo melo ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bef-4xb-092
title: Pteria colymbus (Röding, 1798)

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