{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T12:46:27Z","timestamp":1785847587729,"version":"3.56.0"},"reference-count":71,"publisher":"Acoustical Society of America (ASA)","issue":"2","content-domain":{"domain":["pubs.aip.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,8,1]]},"abstract":"<jats:p>Many studies on predictability of soundscape perception apply the ISO\/TS 12913-3 circumplex to derive Pleasantness and Eventfulness scores as targets in statistical models. The standard assumes a fixed geometry; its validation within prediction pipelines, however, remains uncommon. Therefore, a Bayesian framework was applied to three datasets under a shared set of acoustic and psychoacoustic predictors to assess ISO circumplex compliance. Bayesian mixed-effects ordered-logistic models were fitted to predict ratings of each perceived affective quality (PAQ) item and evaluated using participant-level cross-validation. Results showed a consistent hierarchy of learnability across datasets. Furthermore, circumplex angles were inferred with uncertainty, and axis-resolved dominance of predictor loadings on PAQ items was quantified, allowing direct comparison to ISO anchors and evaluation of cross-axis coupling in the predictor-informed space. Systematic deviations of item angles together with dominance patterns indicated increased susceptibility of the Eventfulness coordinate to mixing with Pleasantness when fixed ISO angles are used, given the considered predictors. The findings indicate that Eventfulness scores computed with fixed ISO angles can be predicted well even when the dimension is not expressed as an axis-pure acoustic construct. More generally, the proposed framework can be used to evaluate circular models of affect and supports cautious interpretation of derived dimension targets.<\/jats:p>","DOI":"10.1121\/10.0044501","type":"journal-article","created":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T11:49:24Z","timestamp":1785844164000},"page":"925-947","update-policy":"https:\/\/doi.org\/10.1063\/aip-crossmark-policy-page","source":"Crossref","is-referenced-by-count":0,"title":["Pleasantness in Eventfulness? Bayesian circumplex assessment for ISO soundscape prediction models"],"prefix":"10.1121","volume":"160","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-1379-2486","authenticated-orcid":false,"given":"Patrick","family":"Bl\u00e4ttermann","sequence":"first","affiliation":[{"name":"Institute of Sound and Vibration Engineering, University of Applied Sciences D\u00fcsseldorf , M\u00fcnsterstra\u00dfe 156, D\u00fcsseldorf 40476,","place":["Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2057-2367","authenticated-orcid":false,"given":"Siegbert","family":"Vers\u00fcmer","sequence":"additional","affiliation":[{"name":"Institute of Sound and Vibration Engineering, University of Applied Sciences D\u00fcsseldorf , M\u00fcnsterstra\u00dfe 156, D\u00fcsseldorf 40476,","place":["Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7693-1432","authenticated-orcid":false,"given":"Jochen","family":"Steffens","sequence":"additional","affiliation":[{"name":"Institute of Sound and Vibration Engineering, University of Applied Sciences D\u00fcsseldorf , M\u00fcnsterstra\u00dfe 156, D\u00fcsseldorf 40476,","place":["Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"231","published-online":{"date-parts":[[2026,8,4]]},"reference":[{"key":"2026080407491718400_c1","doi-asserted-by":"publisher","first-page":"e1516","DOI":"10.7717\/peerj-cs.1516","article-title":"PyMC: A modern, and comprehensive probabilistic programming framework in Python","volume":"9","year":"2023","journal-title":"PeerJ. Comput. Sci."},{"key":"2026080407491718400_c2","doi-asserted-by":"publisher","first-page":"1712","DOI":"10.3390\/ijerph15081712","article-title":"Towards an urban vibrancy model: A soundscape approach","volume":"15","year":"2018","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"2026080407491718400_c3","doi-asserted-by":"publisher","first-page":"4988","DOI":"10.3390\/ijerph16244988","article-title":"Promoting healthy and supportive acoustic environments: Going beyond the quietness","volume":"16","year":"2019","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"2026080407491718400_c4","doi-asserted-by":"publisher","first-page":"110109","DOI":"10.1016\/j.apacoust.2024.110109","article-title":"Soundscape descriptors in eighteen languages: Translation and validation through listening experiments","volume":"224","year":"2024","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c5","doi-asserted-by":"publisher","first-page":"2392","DOI":"10.3390\/ijerph15112392","article-title":"Associations between positive health-related effects and soundscapes perceptual constructs: A systematic review","volume":"15","year":"2018","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"2026080407491718400_c6","doi-asserted-by":"publisher","first-page":"710","DOI":"10.1007\/s40726-023-00283-6","article-title":"Adoption of ISO\/TS 12913-2:2018 Protocols for data collection from individuals in soundscape studies: An overview of the literature","volume":"9","year":"2023","journal-title":"Curr. Pollut. Rep."},{"key":"2026080407491718400_c7","doi-asserted-by":"publisher","first-page":"2836","DOI":"10.1121\/1.3493436","article-title":"A principal components model of soundscape perception","volume":"128","year":"2010","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c8","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1260\/0957456001497535","article-title":"New WHO guidelines for community Noise","volume":"31","year":"2000","journal-title":"Noise Vib. Worldwide"},{"key":"2026080407491718400_c9","doi-asserted-by":"publisher","first-page":"2412","DOI":"10.1121\/1.4778517","article-title":"Origins and application of the European Union Position paper on dose response relationships between transportation noise and annoyance","volume":"114","year":"2003","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c10","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1177\/2515245918823199","article-title":"Ordinal regression models in psychology: A tutorial","volume":"2","year":"2019","journal-title":"Adv. Methods Practices Psychological Sci."},{"key":"2026080407491718400_c11","doi-asserted-by":"publisher","first-page":"125","DOI":"10.4103\/1463-1741.155833","article-title":"Noise pollution and annoyance: An urban soundscapes study","volume":"17","year":"2015","journal-title":"Noise Health"},{"key":"2026080407491718400_c12","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1007\/s40726-021-00197-1","article-title":"A review of the use of psychoacoustic indicators on soundscape studies","volume":"7","year":"2021","journal-title":"Curr. Pollut. Rep."},{"key":"2026080407491718400_c13","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1175\/1520-0450(1969)008%3C0985:ASSFPF%3E2.0.CO;2","article-title":"A scoring system for probability forecasts of ranked categories","volume":"8","year":"1969","journal-title":"J. Appl. Meteorol."},{"key":"2026080407491718400_c14","doi-asserted-by":"publisher","first-page":"646","DOI":"10.17743\/jaes.2016.0044","article-title":"Automatic soundscape affect recognition using a dimensional approach","volume":"64","year":"2016","journal-title":"J. Audio Eng. Soc."},{"key":"2026080407491718400_c15","first-page":"289","article-title":"Soundscape Emotion Recognition Via Deep Learning","year":"2018"},{"key":"2026080407491718400_c16","doi-asserted-by":"publisher","first-page":"3588","DOI":"10.1121\/10.0034418","article-title":"Determining factors for the appropriateness of soundscapes: A cross-sectional large-sample study in London (UK)","volume":"156","year":"2024","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c17","first-page":"207","article-title":"Evaluation methods for ordinal classification","volume-title":"Advances in Artificial Intelligence Lecture Notes in Computer Science","author":"Gao","year":"2009"},{"key":"2026080407491718400_c18","doi-asserted-by":"publisher","first-page":"432","DOI":"10.1198\/004017005000000661","article-title":"Multilevel (hierarchical) modeling: What it can and cannot do","volume":"48","year":"2006","journal-title":"Technometrics"},{"key":"2026080407491718400_c19","volume-title":"Bayesian Data Analysis","year":"2013"},{"key":"2026080407491718400_c20","article-title":"Analytical methods for social research","volume-title":"Data Analysis Using Regression and Multilevel\/Hierarchical Models","year":"2009"},{"key":"2026080407491718400_c21","unstructured":"Gelman, A., Vehtari, A., Simpson, D., Margossian, C. C., Carpenter, B., Yao, Y., Kennedy, L., Gabry, J., B\u00fcrkner, P.-C., and Modr\u00e1k, M. (2020). \u201cBayesian workflow,\u201d arXiv:2011.01808."},{"key":"2026080407491718400_c22","doi-asserted-by":"publisher","first-page":"A200","DOI":"10.1121\/10.0018653","article-title":"New methods for predicting soundscape","volume":"153","year":"2023","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c23","unstructured":"Hoffman, M. D., and Gelman, A. (2011). \u201cthe no-U-turn sampler: Adaptively setting path lengths in Hamiltonian Monte Carlo,\u201d arXiv:1111.4246."},{"key":"2026080407491718400_c24","doi-asserted-by":"publisher","first-page":"110043","DOI":"10.1016\/j.apacoust.2024.110043","article-title":"Evaluation of soundscape attribute translations from English to Croatian","volume":"221","year":"2024","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c25","doi-asserted-by":"publisher","first-page":"2186","DOI":"10.1109\/TMM.2026.3651023","article-title":"Soundscape captioning using sound affective quality network and large language model","volume":"28","year":"2026","journal-title":"IEEE Trans. Multimedia"},{"key":"2026080407491718400_c26","article-title":"IEC Standard 61672\u20131, Electroacoustics\u2014Sound Level Meters: Part 1: Specifications","author":"IEC","year":"2013"},{"key":"2026080407491718400_c27","volume-title":"ISO Standard 12913\u20131:2014, Acoustics\u2014Soundscape: Part 1: Definition and Conceptual Framework","author":"ISO","year":"2014"},{"key":"2026080407491718400_c28","article-title":"ISO Standard 1996\u20131, Acoustics\u2014Description, Measurement and Assessment of Environmental Noise: Part 1: Basic Quantities and Assessment Procedures","author":"ISO","year":"2016"},{"key":"2026080407491718400_c29","article-title":"ISO Standard 532\u20131, Acoustics\u2014Methods for Calculating Loudness: Part 1: Zwicker Method","author":"ISO","year":"2017"},{"key":"2026080407491718400_c30","article-title":"ISO\/TS 12913\u20132:2018, Acoustics\u2014Soundscape: Part 2: Data Collection and Reporting Requirements","author":"ISO","year":"2018"},{"key":"2026080407491718400_c31","article-title":"Acoustics\u2014Soundscape: Part 3: Data Analysis","volume-title":"ISO\/TS 12913\u20133:2025","author":"ISO","year":"2025"},{"key":"2026080407491718400_c32","volume-title":"Theory of Probability","year":"1985"},{"key":"2026080407491718400_c33","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1515\/noise-2018-0004","article-title":"A model for implementing soundscape maps in smart cities","volume":"5","year":"2018","journal-title":"Noise Mapping"},{"key":"2026080407491718400_c34","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1080\/00031305.2016.1277159","article-title":"Optimal whitening and decorrelation","volume":"72","year":"2018","journal-title":"Am. Stat."},{"key":"2026080407491718400_c35","doi-asserted-by":"publisher","first-page":"109675","DOI":"10.1016\/j.apacoust.2023.109675","article-title":"Crossing the linguistic causeway: Ethnonational differences on soundscape attributes in Bahasa Melayu","volume":"214","year":"2023","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c36","doi-asserted-by":"publisher","first-page":"107479","DOI":"10.1016\/j.apacoust.2020.107479","article-title":"A systematic review of prediction models for the experience of urban soundscapes","volume":"170","year":"2020","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c37","doi-asserted-by":"publisher","first-page":"602831","DOI":"10.3389\/fpsyg.2020.602831","article-title":"Introducing a method for intervals correction on multiple Likert scales: A case study on an urban soundscape data collection instrument","volume":"11","year":"2020","journal-title":"Front. Psychol."},{"key":"2026080407491718400_c38","unstructured":"Martin, O. A., Hartikainen, A., Abril-Pla, O., Carroll, C., Kumar, R., Naeem, R., Arroyuelo, A., Gautam, P., Goldman, R., Banerjea, A., Pasricha, N., Axen, S., Sanjay, R., Gruevski, P., Rochford, A., Mahweshwari, U., Kazantsev, Volodymyr, Zinkov, R., Du Phan, Chai, C. P., Matamoros, A. A., Arunava, Shekhar, M., Andorra, A., Carrera, E., Osthege, M., Munoz, H., Gorelli, M. E., Capretto, T., and Kunanuntakij, T. (2025). \u201cArviZ,\u201d Zenodo. https:\/\/doi.org\/10.5281\/zenodo.14982984"},{"key":"2026080407491718400_c39","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1080\/0022250X.1975.9989847","article-title":"A statistical model for the analysis of ordinal level dependent variables","volume":"4","year":"1975","journal-title":"J. Math. Sociol."},{"key":"2026080407491718400_c40","doi-asserted-by":"publisher","first-page":"037201","DOI":"10.1121\/10.0009794","article-title":"How to analyse and represent quantitative soundscape data","volume":"2","year":"2022","journal-title":"JASA Express Lett."},{"key":"2026080407491718400_c41","doi-asserted-by":"publisher","first-page":"3694","DOI":"10.1121\/10.0034417","article-title":"Soundscape perception indices (SPIs): Developing context-dependent single value scores of multidimensional soundscape perceptual quality","volume":"156","year":"2024","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c42","unstructured":"Mitchell, A., Oberman, T., Aletta, F., Erfanian, M., Kachlicka, M., Lionello, M., Fang, X., and Kang, J. (2024b). \u201cThe International Soundscape Database: An integrated multimedia database of urban soundscape surveys\u2014Questionnaires with acoustical and contextual information,\u201d Zenodo. https:\/\/doi.org\/https:\/\/10.5281\/ZENODO.10672568"},{"key":"2026080407491718400_c43","doi-asserted-by":"publisher","first-page":"2397","DOI":"10.3390\/app10072397","article-title":"The Soundscape Indices (SSID) Protocol: A method for urban soundscape surveys\u2014Questionnaires with acoustical and contextual information","volume":"10","year":"2020","journal-title":"Appl. Sci."},{"key":"2026080407491718400_c44","doi-asserted-by":"publisher","first-page":"4474","DOI":"10.1121\/10.0008928","article-title":"Investigating urban soundscapes of the COVID-19 lockdown: A predictive soundscape modeling approach","volume":"150","year":"2021","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c45","doi-asserted-by":"publisher","first-page":"109338","DOI":"10.1016\/j.apacoust.2023.109338","article-title":"Optimization strategies for the German version of the soundscape affective quality instrument","volume":"207","year":"2023","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c46","unstructured":"Oberman, T., Mitchell, A., Aletta, F., Almagro Pastor, J. A., Jambro\u0161i\u0107, K., and Kang, J. (2024). \u201cSoundscape attributes translation project (SATP) dataset,\u201d Zenodo. https:\/\/doi.org\/10.5281\/ZENODO.10993139"},{"key":"2026080407491718400_c47","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1109\/TAFFC.2023.3247914","article-title":"ARAUS: A Large-Scale Dataset and Baseline Models of Affective Responses to Augmented Urban Soundscapes","volume":"15","year":"2024","journal-title":"IEEE Trans. Affective Comput."},{"key":"2026080407491718400_c48","doi-asserted-by":"publisher","first-page":"2901","DOI":"10.1609\/aaai.v29i1.9602","article-title":"Obtaining well calibrated probabilities using Bayesian binning","volume":"29","year":"2015","journal-title":"AAAI"},{"key":"2026080407491718400_c49","doi-asserted-by":"publisher","first-page":"878","DOI":"10.1121\/10.0038626","article-title":"Interrelationships between soundscape attributes and sound categories","volume":"158","year":"2025","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c50","doi-asserted-by":"publisher","first-page":"1161","DOI":"10.1037\/h0077714","article-title":"A circumplex model of affect","volume":"39","year":"1980","journal-title":"J. Personality Social Psychol."},{"key":"2026080407491718400_c51","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF02289451","article-title":"A generalized solution of the orthogonal procrustes problem","volume":"31","year":"1966","journal-title":"Psychometrika"},{"key":"2026080407491718400_c52","volume-title":"Soundscapes: Humans and Their Acoustic Environment","year":"2023"},{"key":"2026080407491718400_c53","unstructured":"Seyboldt, A., and PyMC Developers (2025). \u201cnutpie,\u201d Zenodo. https:\/\/doi.org\/10.5281\/zenodo.17740744"},{"key":"2026080407491718400_c54","doi-asserted-by":"publisher","first-page":"1139","DOI":"10.3390\/ijerph14101139","article-title":"WHO environmental noise guidelines for the European region: A systematic review on environmental noise and permanent hearing loss and tinnitus","volume":"14","year":"2017","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"2026080407491718400_c55","doi-asserted-by":"publisher","first-page":"1414","DOI":"10.1121\/1.4976627","article-title":"Situational and person-related factors influencing momentary and retrospective soundscape evaluations in day-to-day life","volume":"141","year":"2017","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c56","doi-asserted-by":"publisher","first-page":"107490","DOI":"10.1016\/j.buildenv.2020.107490","article-title":"Investigating contextual influences on urban soundscape evaluations with structural equation modeling","volume":"188","year":"2021","journal-title":"Build. Environ."},{"key":"2026080407491718400_c57","article-title":"MATLAB: Programming and numeric computing platform","author":"The MathWorks, Inc","year":"2022"},{"key":"2026080407491718400_c58","doi-asserted-by":"publisher","first-page":"114196","DOI":"10.1016\/j.buildenv.2026.114196","article-title":"Machine learning for predicting soundscape: From individual-level deterministic models to group-level probabilistic models","volume":"292","year":"2026","journal-title":"Build. Environ."},{"key":"2026080407491718400_c59","doi-asserted-by":"publisher","first-page":"107152","DOI":"10.1016\/j.buildenv.2020.107152","article-title":"Indoor soundscape assessment: A principal components model of acoustic perception in residential buildings","volume":"182","year":"2020","journal-title":"Build. Environ."},{"key":"2026080407491718400_c60","unstructured":"Torresin, S., Albatici, R., Aletta, F., Babich, F., Oberman, T., Siboni, S., and Kang, J. (2024). \u201cAudio recordings and soundscape assessments from the study: Indoor soundscape assessment: A principal components model of acoustic perception in residential buildings,\u201d Zenodo. https:\/\/doi.org\/10.5281\/ZENODO.10687363"},{"key":"2026080407491718400_c61","doi-asserted-by":"publisher","first-page":"667","DOI":"10.1214\/20-BA1221","article-title":"Rank-normalization, folding, and localization: An improved R\u2009\u0302 for assessing convergence of MCMC (with discussion)","volume":"16","year":"2021","journal-title":"Bayesian Anal."},{"key":"2026080407491718400_c62","first-page":"3882","article-title":"Predicting real indoor soundscapes based on auditory and non-auditory factors across different loudness ranges with linear and nonlinear models","year":"2024"},{"key":"2026080407491718400_c63","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1121\/10.0034849","article-title":"A comparison of methods for modeling soundscape dimensions based on different datasets","volume":"157","year":"2025","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c64","doi-asserted-by":"publisher","first-page":"570761","DOI":"10.3389\/fpsyg.2020.570761","article-title":"Modeling evaluations of low-level sounds in everyday situations using linear machine learning for variable selection","volume":"11","year":"2020","journal-title":"Front. Psychol."},{"key":"2026080407491718400_c65","doi-asserted-by":"publisher","first-page":"2956","DOI":"10.1121\/10.0019413","article-title":"Day-to-day loudness assessments of indoor soundscapes: Exploring the impact of loudness indicators, person, and situation","volume":"153","year":"2023","journal-title":"J. Acoust. Soc. Am."},{"key":"2026080407491718400_c66","doi-asserted-by":"publisher","first-page":"109516","DOI":"10.1016\/j.apacoust.2023.109516","article-title":"Soundscape attributes in Spanish: A comparison with the English version of the protocol proposed in Method A of the ISO\/TS 12913\u20132","volume":"211","year":"2023","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c67","doi-asserted-by":"publisher","first-page":"108962","DOI":"10.1016\/j.apacoust.2022.108962","article-title":"Quantitative evaluation approach for translation of perceptual soundscape attributes: Initial application to the Thai Language","volume":"200","year":"2022","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c68","doi-asserted-by":"publisher","first-page":"109999","DOI":"10.1016\/j.apacoust.2024.109999","article-title":"Validating Thai translations of perceptual soundscape attributes: A non-Procrustean approach with a Procrustes projection","volume":"221","year":"2024","journal-title":"Appl. Acoust."},{"key":"2026080407491718400_c69","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1175\/MWR3280.1","article-title":"The Discrete Brier and Ranked Probability Skill Scores","volume":"135","year":"2007","journal-title":"Mon. Weather Rev."},{"key":"2026080407491718400_c70","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1007\/s12273-022-0955-3","article-title":"A visualized soundscape prediction model for design processes in urban parks","volume":"16","year":"2023","journal-title":"Build. Simul."},{"key":"2026080407491718400_c71","volume-title":"Psychoacoustics, Springer Series in Information Sciences","year":"1999"}],"container-title":["The Journal of the Acoustical Society of America"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/pubs.aip.org\/asa\/jasa\/article-pdf\/160\/2\/925\/21093912\/925_1_10.0044501.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/pubs.aip.org\/asa\/jasa\/article-pdf\/160\/2\/925\/21093912\/925_1_10.0044501.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T11:49:41Z","timestamp":1785844181000},"score":1,"resource":{"primary":{"URL":"https:\/\/pubs.aip.org\/jasa\/article\/160\/2\/925\/3400234\/Pleasantness-in-Eventfulness-Bayesian-circumplex"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,1]]},"references-count":71,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,8,1]]}},"URL":"https:\/\/doi.org\/10.1121\/10.0044501","relation":{},"ISSN":["1520-8524"],"issn-type":[{"value":"1520-8524","type":"electronic"}],"subject":[],"published-other":{"date-parts":[[2026,8]]},"published":{"date-parts":[[2026,8,1]]}}}