Exploring Music Representation Learning for Detection of Finer-grained Details

Exploring Music Representation Learning for Detection of Finer-grained Details | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Exploring Music Representation Learning for Detection of Finer-grained Details Vishnu S Pendyala, Samhita Konduri, Kriti Pendyala This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8050788/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract The art of music is profound and includes the fine-tuning of multiple fine-grained aspects. Taking the example of one such attribute, the music tonic, this paper investigates if machine learning can be effectively applied to detect fine-grained features from various representations of music. It describes the methodology and experiments to determine the effectiveness of the audio representations and non-linear machine learning classifiers such as Support Vector Machines, K-Nearest Neighbors, and tree-based methods in capturing and detecting tonic informa-tion. The effectiveness of Mel-frequency cepstral coefficients is compared with Bark-frequency cepstral coefficients and Mel spectrogram data, which are other audio representations. The feature extraction of the Mel-frequency cepstral coef-ficients is performed using two different tools for comparison. A spectral analysis of the music renditions in a chosen dataset using Principal Component Analysis, and other dimensionality reduction techniques, t-distributed stochastic neighbor embedding, auto-encoder, and Uniform Manifold Approximation and Projection provided valuable insights into the representation learning of music in general. Classification using fine-tuned machine learning models demonstrated the fea-sibility of automating the detection and possible prediction of the music tonic. The work also resulted in a dataset with vocal renditions of the second and third authors of this paper that was used for some of the experiments. Cepstral Coefficients Machine Learning Uniform Manifold Approximation and Projection Support Vector Machines Random Forests Boosting Classifiers Full Text Additional Declarations The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8050788","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":541176005,"identity":"92f07261-fdaf-42a0-b6f4-34ed1ca00765","order_by":0,"name":"Vishnu S Pendyala","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABD0lEQVRIiWNgGAWjYDACZgY2GNOAgaGAQY6B4QBEnEgtBgzGhLUwoGlJbIAZhQsYHGd/9riwjSGPX7p5m8QPA7v0+Y3Hn0kwVFjD9GJqOcxjbjyzjaFYcs6xMskeg+TcDQfOmEkwnEnHqUWymYdNmreNIXHDjRwzCR4D5twNDGfYJBjbDuPRwv4MrGU/UIvkH4P6dPkGoMMY/+HWws/MYAaxRSLHTJrH4HACw4EDZhKMDfi08ABVnpMolriRVmwtY3DcEOgXY4uEY+nGuLSw8R9/Js1TZpPHPyN54803FdXy8jOOP7zxocZaFpcWKJBIABIsEhD2AQaGBPzKwQCkhvkDxK0EjB8Fo2AUjIIRBwA9ClK4T/hJFwAAAABJRU5ErkJggg==","orcid":"https://orcid.org/0000-0001-6494-7832","institution":"San Jose State University","correspondingAuthor":true,"prefix":"","firstName":"Vishnu","middleName":"S","lastName":"Pendyala","suffix":""},{"id":541176006,"identity":"06403f0a-db82-449e-90b1-f1e358e313db","order_by":1,"name":"Samhita Konduri","email":"","orcid":"","institution":"Palo Alto High School","correspondingAuthor":false,"prefix":"","firstName":"Samhita","middleName":"","lastName":"Konduri","suffix":""},{"id":541176007,"identity":"13e31917-5815-452d-a6ac-d54f2e647ac1","order_by":2,"name":"Kriti Pendyala","email":"","orcid":"","institution":"University Preparatory Academy","correspondingAuthor":false,"prefix":"","firstName":"Kriti","middleName":"","lastName":"Pendyala","suffix":""}],"badges":[],"createdAt":"2025-11-06 18:52:54","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-8050788/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8050788/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":95528855,"identity":"ed94d918-cc1c-4780-9fae-8b9ebc232d44","added_by":"auto","created_at":"2025-11-10 10:16:32","extension":"docx","order_by":0,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1369923,"visible":true,"origin":"","legend":"","description":"","filename":"MusicTonic.docx","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/68cb11f7094083b376cd735a.docx"},{"id":95509965,"identity":"ad01c6c8-3a93-4d62-ac6f-937c388d3ebe","added_by":"auto","created_at":"2025-11-10 07:09:07","extension":"json","order_by":1,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":342,"visible":true,"origin":"","legend":"","description":"","filename":"rs8050788.json","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/044890b4269cb18ce6314463.json"},{"id":95509974,"identity":"951a0730-0fd8-4714-b931-15485135aca0","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"xml","order_by":2,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":175200,"visible":true,"origin":"","legend":"","description":"","filename":"rs80507880enriched.xml","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/54e251eabfb173c9c5fd8d43.xml"},{"id":95529148,"identity":"2867e962-af45-433a-8fa2-e65bcd08c940","added_by":"auto","created_at":"2025-11-10 10:16:50","extension":"eps","order_by":3,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/7cbce71e78c7b008824a49c7.eps"},{"id":95509963,"identity":"a62603a9-1077-4f78-b40d-bd68020b8ccc","added_by":"auto","created_at":"2025-11-10 07:09:07","extension":"eps","order_by":4,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/aaf23a0bbff652b1230c07c1.eps"},{"id":95509969,"identity":"97b38f17-120a-4d3e-8b4c-2a84c1c11465","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"eps","order_by":5,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":389,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage3.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c78918a1b0fc5dd2a7ad92ff.eps"},{"id":95509967,"identity":"f4c01e50-d566-48ca-88e8-ce0f672fa5eb","added_by":"auto","created_at":"2025-11-10 07:09:07","extension":"eps","order_by":6,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/93a82dc31df2c9ee220198cc.eps"},{"id":95509964,"identity":"9aeb272c-3eb1-4079-bcb5-b4736623474f","added_by":"auto","created_at":"2025-11-10 07:09:07","extension":"eps","order_by":7,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/4a47f0aec1e3c36d06641041.eps"},{"id":95510000,"identity":"09f53c83-5533-4993-af4c-7d7366fe6b5c","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"eps","order_by":8,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":389,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage3.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/2f3818916796ebd878c553a8.eps"},{"id":95528883,"identity":"113a1498-6e35-48a6-9797-e705641d3a03","added_by":"auto","created_at":"2025-11-10 10:16:34","extension":"eps","order_by":9,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/09b385f0918e98d4d47ada5f.eps"},{"id":95509968,"identity":"dba5d04e-1428-41bd-b60d-ea6626d0abb7","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"eps","order_by":10,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":379,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/470b80f69f588613eab480c0.eps"},{"id":95509975,"identity":"8146dd81-bf1b-41c7-b54a-93775e1aabe2","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":11,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":166566,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d8289086ffd1072e8cbcd515.jpeg"},{"id":95509981,"identity":"107dc453-3cf3-414b-a0d5-7bde007bf0a0","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":12,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":167676,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage10.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/9c9c72969a965785b0633988.jpeg"},{"id":95510082,"identity":"cd1493e1-1fe6-46ea-85e3-8a631863bf12","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"jpeg","order_by":13,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":152859,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage11.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/77f93af2142df668bc05e8c3.jpeg"},{"id":95510059,"identity":"ed225812-f88d-472e-991d-bcb155ce8350","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"jpeg","order_by":14,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":148116,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a9663451ccc70ddefa4c442b.jpeg"},{"id":95654170,"identity":"ce539c65-b0dd-4e66-bab7-ffcab9621616","added_by":"auto","created_at":"2025-11-11 16:10:09","extension":"jpeg","order_by":15,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":149900,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage2.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/bf71242f6fe3005eddcfd4a7.jpeg"},{"id":95529647,"identity":"48311741-627d-4932-afc6-5d7848c80a92","added_by":"auto","created_at":"2025-11-10 10:17:20","extension":"jpeg","order_by":16,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":358988,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage3.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/08515f6146335a212c259a21.jpeg"},{"id":95509973,"identity":"42c17239-bb8d-4366-af07-dc4e8daea709","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":17,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":133605,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage4.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/efb6a9efd3fa45f3fc48c247.jpeg"},{"id":95529616,"identity":"ad5a3d5d-8895-44dc-82a4-909115fec0c3","added_by":"auto","created_at":"2025-11-10 10:17:17","extension":"jpeg","order_by":18,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":259512,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage5.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/93c7862851277d6bc39cd46e.jpeg"},{"id":95509979,"identity":"15eba184-10e7-49cc-a369-cad9ff560827","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":19,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":232041,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage6.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/deb6649fdd9ad07d320ebe5f.jpeg"},{"id":95529590,"identity":"c8d2b5c9-54f9-4872-88c7-1c43d347197d","added_by":"auto","created_at":"2025-11-10 10:17:16","extension":"jpeg","order_by":20,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":162796,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage7.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f0964f78c1a517fcd7e80896.jpeg"},{"id":95528817,"identity":"a008c77a-a703-42aa-81f3-e2d2f73a5f05","added_by":"auto","created_at":"2025-11-10 10:16:31","extension":"jpeg","order_by":21,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":138677,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage8.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/95ea1c39cf2e9f966eff366c.jpeg"},{"id":95528863,"identity":"50f39c58-0cb1-4312-aa72-f16f50d8ddaa","added_by":"auto","created_at":"2025-11-10 10:16:32","extension":"jpeg","order_by":22,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":159990,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage9.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/9bde573d3d965e0bc1cdd9b9.jpeg"},{"id":95528496,"identity":"a74a5d05-907d-44c1-9b9c-aeab3f442e4d","added_by":"auto","created_at":"2025-11-10 10:16:12","extension":"jpeg","order_by":23,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/042af7bfed3a6bad10b0e82e.jpeg"},{"id":95510078,"identity":"a3fbb0e7-ddc9-49ea-901f-ce861ad28f0d","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"jpeg","order_by":24,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/dc87ac64057a0f246c135b80.jpeg"},{"id":95510014,"identity":"06472622-24c2-47ea-ae1e-d4174bfb518d","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":25,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e84871230cad73c95340e8ec.jpeg"},{"id":95509971,"identity":"e68c7613-07bf-4e0f-8867-5fef0680ef21","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":26,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/2af9a1c123e7a79c32767ad8.jpeg"},{"id":95509986,"identity":"132eff89-86d1-43b3-84ee-552286a69168","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":27,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/86a958cc49e513a69b59ffd0.jpeg"},{"id":95510101,"identity":"bf0150f0-fe21-42eb-aca0-64a3773dc671","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"jpeg","order_by":28,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/dfed5afee6b8d4a25d75b94b.jpeg"},{"id":95510122,"identity":"949bdb39-88a3-45b6-b2e9-756e8e6e2b91","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"jpeg","order_by":29,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/dc464e530fb76b71761f9493.jpeg"},{"id":95510057,"identity":"9f9e2b2d-dac9-4966-b85c-52b14fef9600","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"jpeg","order_by":30,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/91b459c9200c68a25817257b.jpeg"},{"id":95510121,"identity":"95ae9699-640c-4e9d-8af3-9bf36be8b774","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"jpeg","order_by":31,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e52a5a1db07e13146ad93fd2.jpeg"},{"id":95529524,"identity":"daf44de8-2f92-4179-b895-35cc374b0746","added_by":"auto","created_at":"2025-11-10 10:17:12","extension":"jpeg","order_by":32,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e5924d72de099c44da466f2e.jpeg"},{"id":95509977,"identity":"bec52689-1915-483d-9b13-ab8152062f91","added_by":"auto","created_at":"2025-11-10 07:09:08","extension":"jpeg","order_by":33,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/288f02d74dd7f2dcde24d938.jpeg"},{"id":95528884,"identity":"7f8060d4-059a-4ff1-9e54-6200fbcdccd3","added_by":"auto","created_at":"2025-11-10 10:16:34","extension":"jpeg","order_by":34,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/18fb05ba94f5f8b175c146de.jpeg"},{"id":95528529,"identity":"78dc4e3e-f9be-4674-9bc0-7a8ddde893ae","added_by":"auto","created_at":"2025-11-10 10:16:15","extension":"jpeg","order_by":35,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a5e5c83d1118144e651a16fe.jpeg"},{"id":95510017,"identity":"055e30d1-c3a1-4bbd-baf5-c761aa39e992","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"jpeg","order_by":36,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/02f65b0feb8980252facded7.jpeg"},{"id":95528525,"identity":"b26aff8e-8836-4d0a-b9e7-a43495d61a87","added_by":"auto","created_at":"2025-11-10 10:16:14","extension":"jpeg","order_by":37,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8776fb08c4e2bcd2e898f371.jpeg"},{"id":95529905,"identity":"185c0369-6490-4618-8dca-5a63b8d5febd","added_by":"auto","created_at":"2025-11-10 10:17:39","extension":"jpeg","order_by":38,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/119a61ca5b69857a17d7d11e.jpeg"},{"id":95528898,"identity":"7f7b8eb3-bd78-4c7f-b7cb-9182994d6455","added_by":"auto","created_at":"2025-11-10 10:16:35","extension":"jpeg","order_by":39,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/855a89e562cdaee516438e33.jpeg"},{"id":95510064,"identity":"5a6e47bd-e7b8-4f8c-9614-c4bed2e48c10","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"jpeg","order_by":40,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d54da302800e748ce3605256.jpeg"},{"id":95528935,"identity":"29d58dc6-88e0-407e-9eec-fa13a5a00320","added_by":"auto","created_at":"2025-11-10 10:16:37","extension":"jpeg","order_by":41,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c22633dbf3adc7955bfc5500.jpeg"},{"id":95529248,"identity":"1ed9b2e5-bda6-49b3-84fa-558aa3dcef59","added_by":"auto","created_at":"2025-11-10 10:16:55","extension":"jpeg","order_by":42,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a48d3c8cd1e2c9953f7d6100.jpeg"},{"id":95528438,"identity":"807ab3d9-0b8b-4a31-a0bf-4ab725952ebe","added_by":"auto","created_at":"2025-11-10 10:16:06","extension":"jpeg","order_by":43,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/10aae37726de0c7bc55fefe4.jpeg"},{"id":95509984,"identity":"b69882fd-439d-4161-9086-a239278d263c","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":44,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/0efb9877ab7d1da13e0a7cb2.jpeg"},{"id":95510036,"identity":"bae1d48e-335b-48d5-b5b0-97cda85f8bc9","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"jpeg","order_by":45,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/3ed49583fa2b92c875f15353.jpeg"},{"id":95510022,"identity":"2f708f03-5044-4ea3-88db-d7360773af0f","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"jpeg","order_by":46,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6a637c6e2f6e2724de19c309.jpeg"},{"id":95529077,"identity":"7f1f1b5a-4be6-430a-9104-f85e0d5ac466","added_by":"auto","created_at":"2025-11-10 10:16:46","extension":"jpeg","order_by":47,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f3237da741b667ce340be738.jpeg"},{"id":95510088,"identity":"37c301bd-54fb-4113-8a52-35b416fd41d7","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"jpeg","order_by":48,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/5fdff305714801b35d0d2004.jpeg"},{"id":95529603,"identity":"04073b9b-f14a-461d-a79b-443dfc27adbe","added_by":"auto","created_at":"2025-11-10 10:17:17","extension":"jpeg","order_by":49,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/dcb5b451e65fe72b3d77e2cb.jpeg"},{"id":95529501,"identity":"84af515f-1526-4354-8da5-a78403be4ed8","added_by":"auto","created_at":"2025-11-10 10:17:11","extension":"jpeg","order_by":50,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/226dddaf5e22cf84218647e5.jpeg"},{"id":95509987,"identity":"af31e697-db2e-42fb-aa98-ea9a08115aa9","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":51,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/370916d515b3ebb76da59649.jpeg"},{"id":95529742,"identity":"2a348452-b712-444f-9d53-acf1c88c8163","added_by":"auto","created_at":"2025-11-10 10:17:27","extension":"jpeg","order_by":52,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/29a370f85ffef9aeb085f0a3.jpeg"},{"id":95529717,"identity":"fd94022c-bc6d-412d-bd48-232cf5491a2b","added_by":"auto","created_at":"2025-11-10 10:17:25","extension":"jpeg","order_by":53,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/1e32d9f3da5db3f68629fcc4.jpeg"},{"id":95529122,"identity":"20f1d548-d0bd-4b8a-9357-26129a674d27","added_by":"auto","created_at":"2025-11-10 10:16:48","extension":"jpeg","order_by":54,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/533778a578d332356c338343.jpeg"},{"id":95529174,"identity":"885c2290-c8f6-4f30-a4ca-655b1e823e12","added_by":"auto","created_at":"2025-11-10 10:16:51","extension":"jpeg","order_by":55,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/1c479c8d2dee58e0d413d869.jpeg"},{"id":95510011,"identity":"d096313b-1636-46c2-b9b3-4d5c4a8ec2b3","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":56,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/afd3818f966eccca00b57f88.jpeg"},{"id":95654085,"identity":"321ee32e-98fa-4104-a1e3-ccdeca4ae20b","added_by":"auto","created_at":"2025-11-11 16:09:37","extension":"jpeg","order_by":57,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/11a32e820e285649c34a240c.jpeg"},{"id":95510002,"identity":"4739d181-71e6-43e3-adcb-b730c8692df7","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":58,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a3771e61444076fbf20585e7.jpeg"},{"id":95528809,"identity":"235f31e7-9351-4853-877d-c3b09ad5c9a5","added_by":"auto","created_at":"2025-11-10 10:16:31","extension":"jpeg","order_by":59,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/659c1fc5107f3174766758f4.jpeg"},{"id":95509982,"identity":"2e0449b9-2473-45c8-ac43-1a4c53639a5b","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":60,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/791ff23ad784bbb185d0b314.jpeg"},{"id":95529751,"identity":"325a1252-ca8b-41f8-b12d-ea881c581c44","added_by":"auto","created_at":"2025-11-10 10:17:28","extension":"jpeg","order_by":61,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/ebbeb98d2f8a2046233f7ea5.jpeg"},{"id":95528564,"identity":"689ea261-1927-4c27-b33d-620db818f37f","added_by":"auto","created_at":"2025-11-10 10:16:16","extension":"jpeg","order_by":62,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/405cb140dab31e84ebc9e40d.jpeg"},{"id":95510003,"identity":"8a5d9f8d-bc6d-4c3d-b9ae-9bdb3b3bca82","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":63,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/85b30bce2b864c7f1f306d83.jpeg"},{"id":95510012,"identity":"bec907f5-4e44-4285-bfc1-dba4669cbe42","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":64,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/da2285dc8838961e03d06856.jpeg"},{"id":95510029,"identity":"ceacf2ee-0863-4c9c-bc6d-80974ce33e85","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"jpeg","order_by":65,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/dffa918c445a4c8d536f97a2.jpeg"},{"id":95529400,"identity":"7c30e292-b717-4dbf-b4bc-8fafb25c8e5f","added_by":"auto","created_at":"2025-11-10 10:17:04","extension":"jpeg","order_by":66,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/fd207d07f6070ac69708ef91.jpeg"},{"id":95528176,"identity":"e71c3c87-5662-4d79-b85d-81a5fd56451e","added_by":"auto","created_at":"2025-11-10 10:15:40","extension":"jpeg","order_by":67,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8e941b00de440a14e17f320e.jpeg"},{"id":95509990,"identity":"6b52ea15-794d-40ce-8ef0-cf520d5ebe47","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":68,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6b0a318183bf6958ad5ea3c2.jpeg"},{"id":95509993,"identity":"dff87b01-9791-4b62-ae82-ae6f524d0e27","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":69,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cd94bc0dd056ebc144b141c6.jpeg"},{"id":95509996,"identity":"022e7614-e502-409e-93fb-423e583c7706","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":70,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6c5fe26871034b2d3513ddf1.jpeg"},{"id":95528562,"identity":"2035411c-185f-4ab2-97fb-8a61ce73ce2c","added_by":"auto","created_at":"2025-11-10 10:16:16","extension":"jpeg","order_by":71,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/0c785d61b7c721b4f1365392.jpeg"},{"id":95510114,"identity":"ba1b3c3e-7d2d-4fa3-b0a5-5f685a365d7a","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"jpeg","order_by":72,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c6c25a657989193d7327a9c9.jpeg"},{"id":95528924,"identity":"4158de65-3e7d-44a0-a4f0-fedbf519c848","added_by":"auto","created_at":"2025-11-10 10:16:36","extension":"jpeg","order_by":73,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cf377349d1973a798a56d922.jpeg"},{"id":95510040,"identity":"741f6f5b-d408-4477-bee8-e5647a132f15","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"jpeg","order_by":74,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/26de5778e66413a65b41dad8.jpeg"},{"id":95529598,"identity":"20cc15a8-b42d-4ec5-8f0d-3c40645d1899","added_by":"auto","created_at":"2025-11-10 10:17:16","extension":"jpeg","order_by":75,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/4a014a08a9ded34a9741c9bd.jpeg"},{"id":95510096,"identity":"d3e4d038-50ee-46b0-bd1b-de4370b20ffd","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"jpeg","order_by":76,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6fdb8ab1a85790b505f6811e.jpeg"},{"id":95510127,"identity":"fcbd00d3-a25a-4f74-a8a4-740bc99b0a59","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"jpeg","order_by":77,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/ebaf8f6e4c76e6b90284c4c5.jpeg"},{"id":95528758,"identity":"16140d08-e8d5-48de-a08f-6f54b7220d38","added_by":"auto","created_at":"2025-11-10 10:16:27","extension":"jpeg","order_by":78,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f9b4f2b649d93f0a4aa02b2d.jpeg"},{"id":95528921,"identity":"e73b1f45-065a-46b8-ae96-74c1b05e87f6","added_by":"auto","created_at":"2025-11-10 10:16:36","extension":"jpeg","order_by":79,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/0a0f6c53418acd5d3afa7cb8.jpeg"},{"id":95510045,"identity":"e0518363-274d-4619-b70b-49deea14de8a","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"jpeg","order_by":80,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/4ea6aafb33a862ed5ff47897.jpeg"},{"id":95529560,"identity":"37a8eed0-8657-44d7-95e3-5ccaeb9f28a2","added_by":"auto","created_at":"2025-11-10 10:17:13","extension":"jpeg","order_by":81,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d747016c1f040ac05c758810.jpeg"},{"id":95510055,"identity":"1d6b8b7b-d0f4-44c5-a4ea-a9f7ae3ba84a","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"jpeg","order_by":82,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6e65385a88f132cd6b08ec94.jpeg"},{"id":95529682,"identity":"c325f044-a530-46a8-b89a-878fe53727bd","added_by":"auto","created_at":"2025-11-10 10:17:22","extension":"jpeg","order_by":83,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f14ff3e0b31454ceb9418f5f.jpeg"},{"id":95654177,"identity":"55956b38-6b7a-4cfb-8f17-ca8a90f7c200","added_by":"auto","created_at":"2025-11-11 16:10:10","extension":"jpeg","order_by":84,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/9630a06aeddbc9a7d15c3e0d.jpeg"},{"id":95529247,"identity":"5435293d-8103-49ef-9e56-bf2e239111f5","added_by":"auto","created_at":"2025-11-10 10:16:55","extension":"jpeg","order_by":85,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/11e74d198c04ac847e56ee91.jpeg"},{"id":95510076,"identity":"1d730833-47a1-45dc-b8ce-67ee0afdbdc6","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"jpeg","order_by":86,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/78ba3daffe9ea6a7e5a00d51.jpeg"},{"id":95528607,"identity":"8e6b2828-a792-4156-aba7-076cfbd826f0","added_by":"auto","created_at":"2025-11-10 10:16:19","extension":"jpeg","order_by":87,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e3f3e0ddd1303a1950f415cb.jpeg"},{"id":95510005,"identity":"c4b65a5a-caaf-4473-a9ef-e743b065804c","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":88,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/7bffd81dd7269a06eedbfd28.jpeg"},{"id":95529579,"identity":"adc485f0-00b6-400e-9047-8cd20c840e43","added_by":"auto","created_at":"2025-11-10 10:17:15","extension":"jpeg","order_by":89,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/651395a0287c8526e210a3a6.jpeg"},{"id":95528823,"identity":"3ead1f06-8820-445d-98d9-084038aad3fb","added_by":"auto","created_at":"2025-11-10 10:16:31","extension":"jpeg","order_by":90,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cd4e713c74b39fd2ed7548eb.jpeg"},{"id":95510115,"identity":"7ab37bb3-4507-47ad-9fc3-e2b86090ff6d","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"jpeg","order_by":91,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e75aa097e916b2bca081092c.jpeg"},{"id":95509992,"identity":"52767d76-af64-4ac7-a8c6-cb45b7c55078","added_by":"auto","created_at":"2025-11-10 07:09:09","extension":"jpeg","order_by":92,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/95aab60ccd6d0b49b95528f9.jpeg"},{"id":95510020,"identity":"ec3ea57f-ed87-4a06-82f2-9b25f9e9eb8b","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"jpeg","order_by":93,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d074fc61590f20fb11e19fca.jpeg"},{"id":95510016,"identity":"32b30185-761a-4110-8638-ca76c0cf6e4d","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"jpeg","order_by":94,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/110e70e96fae2b0323d730eb.jpeg"},{"id":95510007,"identity":"ad28103d-9b63-4f84-b4dc-06656be989e6","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":95,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cacf5afbb3079b5e617c0d53.jpeg"},{"id":95529079,"identity":"e634becc-4962-416f-9fc6-2021b46bf688","added_by":"auto","created_at":"2025-11-10 10:16:46","extension":"jpeg","order_by":96,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/ba758e680af572f7f7053572.jpeg"},{"id":95509998,"identity":"a2dab956-770c-4af4-b1ed-a72ef0740666","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"jpeg","order_by":97,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/df9ea0c752a34bf7d14f5218.jpeg"},{"id":95510032,"identity":"ea3c435e-bf40-4072-82b7-eeb2bffd01d0","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"jpeg","order_by":98,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":300,"visible":true,"origin":"","legend":"","description":"","filename":"groupimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6718f19ff5a035d644d94fec.jpeg"},{"id":95510052,"identity":"217c0777-fa6e-4c34-a341-f842c18e404d","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"png","order_by":99,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":43267,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/31762e60ff5e42941d97dada.png"},{"id":95654356,"identity":"7cb27b0a-21cb-49ae-9e71-9dbeca71706f","added_by":"auto","created_at":"2025-11-11 16:11:13","extension":"png","order_by":100,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":42368,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d5ecf179f2ea7de207c0260d.png"},{"id":95510134,"identity":"b5d21fdc-f59a-42f4-9fec-e48db66952d9","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":101,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":68683,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage11.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/198885b497aa01114b92fbf0.png"},{"id":95529258,"identity":"28cfe342-5b51-4335-92da-76871b33740c","added_by":"auto","created_at":"2025-11-10 10:16:56","extension":"png","order_by":102,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":28903,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c007518b384d8ccd130dc42c.png"},{"id":95510124,"identity":"6dfec399-3ad3-43b0-a024-1f6ad4928df6","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":103,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":29019,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage2.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/40c238de70ded7582d50d06d.png"},{"id":95528627,"identity":"b8bada7b-cc35-4ffe-bdcb-baac9cbfbe99","added_by":"auto","created_at":"2025-11-10 10:16:21","extension":"png","order_by":104,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":66150,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage3.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/80818f6506c881dfd41b2444.png"},{"id":95529712,"identity":"07811f08-fda8-44db-bb75-e8f3fbd7a2ad","added_by":"auto","created_at":"2025-11-10 10:17:25","extension":"png","order_by":105,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":37753,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage4.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/29b69abd104c3587f16a8570.png"},{"id":95528734,"identity":"bef787dc-47fe-4274-8c4d-e2b29936ca1b","added_by":"auto","created_at":"2025-11-10 10:16:26","extension":"png","order_by":106,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":105238,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage5.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/01726c83df2e8c140c85c063.png"},{"id":95510133,"identity":"58b94e2d-7a55-488d-89e0-3f7b45562742","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":107,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":97019,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage6.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/703799974be639cf6421b802.png"},{"id":95510091,"identity":"56a14e1d-7de5-4435-ba5e-9f1d5205494c","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"png","order_by":108,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":60662,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage7.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cd52aec639ff7fe7249e416e.png"},{"id":95529866,"identity":"1b4afb0e-8c48-4fe0-8f0b-db484c1a1da4","added_by":"auto","created_at":"2025-11-10 10:17:34","extension":"png","order_by":109,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":34747,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage8.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/52011b1c161c4d8d4bd8d7a1.png"},{"id":95510139,"identity":"482a5c9c-a37f-4848-a817-c25c99d3209e","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":110,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":76711,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage9.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/3ebc72a249f0a335b3dcb6e1.png"},{"id":95510105,"identity":"984f0477-b0a2-45fe-aefe-55c3371a182f","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":111,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/1f99eb40ead7d742256259fa.png"},{"id":95529213,"identity":"961aaf89-790c-4aea-ba85-a65796a2826e","added_by":"auto","created_at":"2025-11-10 10:16:54","extension":"png","order_by":112,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/2b915f60c08955b8d370c590.png"},{"id":95529005,"identity":"3285bdce-efa1-40f0-a370-93fee19b6909","added_by":"auto","created_at":"2025-11-10 10:16:42","extension":"png","order_by":113,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/31f00d4fd8998f34fae00cf4.png"},{"id":95529114,"identity":"06899089-e1bc-43cc-a514-8998473e045f","added_by":"auto","created_at":"2025-11-10 10:16:46","extension":"png","order_by":114,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/fe2f756cc2ad39ed846f5b1d.png"},{"id":95529108,"identity":"2dc61e24-b827-4d37-bd9e-a15b35fea389","added_by":"auto","created_at":"2025-11-10 10:16:46","extension":"png","order_by":115,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8ddd841d97f37e6178ed9c65.png"},{"id":95510033,"identity":"da53758f-ff51-4740-a02b-cc0c518b0270","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"png","order_by":116,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/10a370dd89b04cdb1c4f7141.png"},{"id":95529537,"identity":"b186fff9-6975-470d-a155-cf592823f394","added_by":"auto","created_at":"2025-11-10 10:17:13","extension":"png","order_by":117,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/0f5f0a76f50d796e31088a7b.png"},{"id":95529889,"identity":"956f0a53-07fc-4a9f-b476-1b6f9151be86","added_by":"auto","created_at":"2025-11-10 10:17:37","extension":"png","order_by":118,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6d32acfa4d963bacbc58d35d.png"},{"id":95510046,"identity":"4dc29e44-27fe-4d7f-9f8d-21da75d2ed96","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"png","order_by":119,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/870537863d1863814eff8436.png"},{"id":95510009,"identity":"cbf8eade-db67-431d-8531-251649c6e7d4","added_by":"auto","created_at":"2025-11-10 07:09:10","extension":"png","order_by":120,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/7514da09feb54753166d3de2.png"},{"id":95528617,"identity":"1beaab34-4a14-48e6-b8fe-0f9cfabf6670","added_by":"auto","created_at":"2025-11-10 10:16:20","extension":"png","order_by":121,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/45b3e37244f62d1ccfe243b8.png"},{"id":95510150,"identity":"ceef6a21-d524-4ac3-9922-1a91f1d6cfcc","added_by":"auto","created_at":"2025-11-10 07:09:18","extension":"png","order_by":122,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c67f22347833450ac0bc753e.png"},{"id":95510067,"identity":"cae8348a-bd7b-4ec4-be93-d9eebb039735","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":123,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/4f43ee8dfd5ee01741ee3324.png"},{"id":95510018,"identity":"c87c0d47-5ae0-493b-9181-40569817e2ef","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"png","order_by":124,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/751c0c2b49729a2aa0ef60e7.png"},{"id":95528700,"identity":"46649f50-1d7f-4308-bb2f-dd4b8c51e4b4","added_by":"auto","created_at":"2025-11-10 10:16:24","extension":"png","order_by":125,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/45bd1dd8d657279402b47a8b.png"},{"id":95529208,"identity":"1f842333-d92e-4c38-ade1-4643a942510e","added_by":"auto","created_at":"2025-11-10 10:16:53","extension":"png","order_by":126,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/3e0480c7d82b47da1a88a432.png"},{"id":95528183,"identity":"bcc853ee-321a-4af1-871a-1c1043507041","added_by":"auto","created_at":"2025-11-10 10:15:40","extension":"png","order_by":127,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f8505d8f0de1ec3a6911b80c.png"},{"id":95528878,"identity":"0957bd92-10f0-4e8a-89f2-2ae3f61f135c","added_by":"auto","created_at":"2025-11-10 10:16:33","extension":"png","order_by":128,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/700db181097ed4eb2def5ebf.png"},{"id":95654145,"identity":"9f40bae7-b953-4b1b-8603-0ed4ad666704","added_by":"auto","created_at":"2025-11-11 16:10:01","extension":"png","order_by":129,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d6036282a2006db28db8a532.png"},{"id":95510044,"identity":"fefc24c9-2072-40cd-88b0-ad1c91d0216a","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"png","order_by":130,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/70d366d16f6c09367b8c6896.png"},{"id":95510110,"identity":"e65b86d0-398f-4b65-a995-e10de8e4794b","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":131,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d73d0dd29ef5bc7f15b50194.png"},{"id":95510144,"identity":"d90d5a6a-e611-48b4-8030-dcd334290a86","added_by":"auto","created_at":"2025-11-10 07:09:18","extension":"png","order_by":132,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6db7aae439f7c34806db3dad.png"},{"id":95510118,"identity":"c9c934d3-2476-47bc-b496-bc01e839a574","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":133,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/640921d3edb27270c9b6f718.png"},{"id":95510062,"identity":"d0ad19f7-5758-46b3-8197-9ffeca376125","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":134,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/b82444e198ba9b335c30b5c7.png"},{"id":95510065,"identity":"9f12d68b-f4b9-4d8e-b2fd-29721f08259a","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":135,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f4b432a45c7beef69d88caa7.png"},{"id":95510053,"identity":"842abe1b-26dc-4afd-b831-66b8c4bcea24","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"png","order_by":136,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/5fb99c9556b5614d13a16658.png"},{"id":95510031,"identity":"97fff3bc-c5cb-4214-8347-d4d7ef61e594","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"png","order_by":137,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/e284e4788efe355126659784.png"},{"id":95510049,"identity":"4e1918db-13af-449e-a951-cdd8073bc382","added_by":"auto","created_at":"2025-11-10 07:09:13","extension":"png","order_by":138,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/154da5642f6899e60065f665.png"},{"id":95529020,"identity":"60ecfa07-62dd-47d2-8e86-85050735a36b","added_by":"auto","created_at":"2025-11-10 10:16:42","extension":"png","order_by":139,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/adc8c240ecb300209e6bbc29.png"},{"id":95510132,"identity":"8aa959dd-c7c6-4ca6-80ba-394df65e175c","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":140,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f150ac2a91b222e26f01b658.png"},{"id":95529159,"identity":"92937236-f54a-4bb1-940c-ed5f51320574","added_by":"auto","created_at":"2025-11-10 10:16:51","extension":"png","order_by":141,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f39cca7f3fe072afbce9b524.png"},{"id":95529707,"identity":"e66c7fc9-adf9-41de-92ee-0b0001422916","added_by":"auto","created_at":"2025-11-10 10:17:24","extension":"png","order_by":142,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d9490964b9db63b3fc433384.png"},{"id":95654032,"identity":"9d2e0515-49d8-4621-95ec-e082dda23fb5","added_by":"auto","created_at":"2025-11-11 16:08:53","extension":"png","order_by":143,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/36b2428d6b9e45fcf754ee25.png"},{"id":95510025,"identity":"dc090268-ec62-4b34-89b0-5eeddec64b71","added_by":"auto","created_at":"2025-11-10 07:09:11","extension":"png","order_by":144,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/9513a93ef3ea1e465b3d18a5.png"},{"id":95529399,"identity":"787e5400-5f86-4577-a0d7-c33b6a48ae85","added_by":"auto","created_at":"2025-11-10 10:17:04","extension":"png","order_by":145,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/fbd058db959134213820abdc.png"},{"id":95528493,"identity":"bc04f52d-6b29-4b50-9c02-ccbf3ab77f4a","added_by":"auto","created_at":"2025-11-10 10:16:12","extension":"png","order_by":146,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8e170754e8c4b2c67a6887a0.png"},{"id":95510130,"identity":"fb6d100c-f1df-4ff1-bc1a-d7aaca155c30","added_by":"auto","created_at":"2025-11-10 07:09:17","extension":"png","order_by":147,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/21cda5c384e4ffff091656d3.png"},{"id":95529627,"identity":"db5c0918-703f-4f14-bd56-df72bc6e240c","added_by":"auto","created_at":"2025-11-10 10:17:19","extension":"png","order_by":148,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cbe1fc4d1441b1c79783575e.png"},{"id":95510151,"identity":"40af23ad-4d73-44d2-918a-17c8f6ade994","added_by":"auto","created_at":"2025-11-10 07:09:18","extension":"png","order_by":149,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/4c367b4cf1fc8ccb88228c3d.png"},{"id":95510085,"identity":"8e1d1612-5692-4c0c-a8df-8c9993107d9f","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"png","order_by":150,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/98e2e5fb697d97c8c59bb65f.png"},{"id":95529266,"identity":"79931601-3d5a-4978-8cf3-f913f17d0924","added_by":"auto","created_at":"2025-11-10 10:16:56","extension":"png","order_by":151,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/7b22f4be8ca8680331ff9226.png"},{"id":95528789,"identity":"baa6a8bf-ab06-4967-826b-53c117bc2b89","added_by":"auto","created_at":"2025-11-10 10:16:30","extension":"png","order_by":152,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/2359e512487c1446f68460a1.png"},{"id":95529411,"identity":"5fbd6278-b2d5-4dbd-9275-b4681dbeed82","added_by":"auto","created_at":"2025-11-10 10:17:05","extension":"png","order_by":153,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a5d63829fe21eb0cf108df7b.png"},{"id":95510079,"identity":"36b8816d-bc72-4828-808a-2f3d4b380721","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":154,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/77b6e96ae18b42a4df8922b5.png"},{"id":95529188,"identity":"318a2139-d670-49f9-841f-598ce1ba4ffb","added_by":"auto","created_at":"2025-11-10 10:16:52","extension":"png","order_by":155,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/827735f2cb1eaf5b17e6b87a.png"},{"id":95510143,"identity":"cad4849a-7330-44bd-9963-2603e73ba5dd","added_by":"auto","created_at":"2025-11-10 07:09:18","extension":"png","order_by":156,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/ace42059cf3c2c16c2930e47.png"},{"id":95529535,"identity":"c4c62234-234a-438b-8bae-d7471821acc4","added_by":"auto","created_at":"2025-11-10 10:17:12","extension":"png","order_by":157,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f362defce09cd2c729954033.png"},{"id":95510093,"identity":"b502292c-8893-4f2d-99e2-ba5e31ec19e7","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"png","order_by":158,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/2aad931064d0623816d6fe0a.png"},{"id":95529663,"identity":"596be5ac-a746-457e-a82b-32b1e7933738","added_by":"auto","created_at":"2025-11-10 10:17:21","extension":"png","order_by":159,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/bb7466873717296a2b429a4c.png"},{"id":95529430,"identity":"c5307208-2cde-4932-b0a2-3c0ada4456ff","added_by":"auto","created_at":"2025-11-10 10:17:06","extension":"png","order_by":160,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f106ebccf3291f08f6805b23.png"},{"id":95528730,"identity":"0e4148ac-a017-4fe4-b789-439ffc284704","added_by":"auto","created_at":"2025-11-10 10:16:26","extension":"png","order_by":161,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/356c0cd6911273af4ff9fcb6.png"},{"id":95529620,"identity":"3bf302bc-35e4-4832-81c7-68eb4d365114","added_by":"auto","created_at":"2025-11-10 10:17:18","extension":"png","order_by":162,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/20c4a801b59875dee53c78d2.png"},{"id":95529069,"identity":"e6791a7b-6bd0-4dad-8637-ac743501dbe7","added_by":"auto","created_at":"2025-11-10 10:16:44","extension":"png","order_by":163,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/500b7bc81e1e98467ce0785a.png"},{"id":95529667,"identity":"e89e9c88-96cc-46f8-ab04-7be69086249c","added_by":"auto","created_at":"2025-11-10 10:17:21","extension":"png","order_by":164,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/7605b4600bb6bd888e9bff84.png"},{"id":95529490,"identity":"9e48c7d0-f086-4d1a-8ba0-17048155636c","added_by":"auto","created_at":"2025-11-10 10:17:10","extension":"png","order_by":165,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/c3c3106ddaeb6e57d01413af.png"},{"id":95528980,"identity":"d8254120-a60a-4536-a6e6-d1a6da3e3ba0","added_by":"auto","created_at":"2025-11-10 10:16:40","extension":"png","order_by":166,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8eee439b5417fef2f820c170.png"},{"id":95529867,"identity":"4beecd2d-91e8-4237-9b30-030cfe138b9a","added_by":"auto","created_at":"2025-11-10 10:17:34","extension":"png","order_by":167,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/6716ac87ce0723ab7a707909.png"},{"id":95529659,"identity":"e065a0da-abed-4d28-8ed7-8233aa9255d2","added_by":"auto","created_at":"2025-11-10 10:17:21","extension":"png","order_by":168,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/1fe41f191e1c297040558a43.png"},{"id":95510042,"identity":"692029d7-caed-47cb-988a-933af7504016","added_by":"auto","created_at":"2025-11-10 07:09:12","extension":"png","order_by":169,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/1e59c5497fd3779bfef937c9.png"},{"id":95529184,"identity":"f545a546-8b2c-4c83-80e3-fbed12eebfca","added_by":"auto","created_at":"2025-11-10 10:16:52","extension":"png","order_by":170,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/5639357cf5c703e8caf798ed.png"},{"id":95510141,"identity":"0b015071-bf4c-4694-a3fd-059c7a1efd62","added_by":"auto","created_at":"2025-11-10 07:09:18","extension":"png","order_by":171,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/d35694153cf17244987d7036.png"},{"id":95529153,"identity":"9ba8cab8-7b39-42e3-8751-ee759ace330f","added_by":"auto","created_at":"2025-11-10 10:16:51","extension":"png","order_by":172,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/0724eb9a7b9ae5cac9692dbd.png"},{"id":95529666,"identity":"9c930624-6467-40da-a00c-89adb6089c16","added_by":"auto","created_at":"2025-11-10 10:17:21","extension":"png","order_by":173,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a00c56c3b7fb2e95a10e310f.png"},{"id":95529156,"identity":"fd683d42-c517-44f7-87be-dacdb775b992","added_by":"auto","created_at":"2025-11-10 10:16:51","extension":"png","order_by":174,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a13c35a0bacc896303393def.png"},{"id":95528463,"identity":"2ad86034-4e68-4823-a5a0-5cd276ab656e","added_by":"auto","created_at":"2025-11-10 10:16:09","extension":"png","order_by":175,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/f5d00aa7f926410c2b322a04.png"},{"id":95510069,"identity":"e49f0b8e-d532-4226-ba34-60fb2a86a1d9","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":176,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/9dd5296fa64c2cc3d8809327.png"},{"id":95510073,"identity":"718bcc3d-41e3-46bf-bbcc-291091b54e29","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"png","order_by":177,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/bec88126539953c5999db3b2.png"},{"id":95510112,"identity":"ef9dca18-04b4-48dc-8b93-f286b1af45c3","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":178,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/8c17015407740b782fb290cc.png"},{"id":95510106,"identity":"56a46290-e1ce-4e2b-9182-6fd341e26e2a","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":179,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/5b6149d3903749608e360790.png"},{"id":95510084,"identity":"3945248d-764e-41b4-a291-279d8b2c0b2a","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"png","order_by":180,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/3fc8faf48f8507b845ede347.png"},{"id":95510152,"identity":"df84ef99-ed5f-446e-b618-91a0e363136c","added_by":"auto","created_at":"2025-11-10 07:09:19","extension":"png","order_by":181,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/a3d2e7996253543f780e97d9.png"},{"id":95510089,"identity":"e519a7e0-ec44-42fb-890c-ddd06f0c7092","added_by":"auto","created_at":"2025-11-10 07:09:15","extension":"png","order_by":182,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/62f157dcd4e028ea4b44f220.png"},{"id":95510108,"identity":"28eb99ad-7f7e-4538-842a-225ef68fe4b1","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":183,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cb7342238a8669c6a9e966b9.png"},{"id":95529900,"identity":"7d3b6db4-94e4-483f-8144-a2a2a871a9a8","added_by":"auto","created_at":"2025-11-10 10:17:39","extension":"png","order_by":184,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/537cceee4d18f90bffe88eb2.png"},{"id":95510104,"identity":"1dd6c31a-a58f-402a-9240-1333d438f2d3","added_by":"auto","created_at":"2025-11-10 07:09:16","extension":"png","order_by":185,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/bb51daf8b5a16a208c5028eb.png"},{"id":95529472,"identity":"a7df69b0-aece-494a-b2b3-3c6879fb5955","added_by":"auto","created_at":"2025-11-10 10:17:08","extension":"png","order_by":186,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":335,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinegroupimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/92a4fd920967b1bd00bb55d3.png"},{"id":95510070,"identity":"423a909c-a68f-4aec-8d0f-a6f33df362c7","added_by":"auto","created_at":"2025-11-10 07:09:14","extension":"xml","order_by":187,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":173491,"visible":true,"origin":"","legend":"","description":"","filename":"rs80507880structuring.xml","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cb88048e50602228ef88732e.xml"},{"id":95510155,"identity":"38a6c928-649b-4b15-88aa-6634534e361e","added_by":"auto","created_at":"2025-11-10 07:09:19","extension":"html","order_by":188,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":184193,"visible":true,"origin":"","legend":"","description":"","filename":"earlyproof.html","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1/cb9579c5fd5baa3af8c6bd2b.html"},{"id":95659856,"identity":"4309778d-2fe0-4cfa-a10f-75281a57ccbf","added_by":"auto","created_at":"2025-11-11 16:29:40","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":959890,"visible":true,"origin":"","legend":"","description":"","filename":"MusicTonic.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8050788/v1_covered_bbc3e458-e75a-4f84-8c02-2aeae28ea2bf.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eExploring Music Representation Learning for Detection of Finer-grained Details\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"San Jose State University","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Cepstral Coefficients, Machine Learning, Uniform Manifold Approximation and Projection, Support Vector Machines, Random Forests, Boosting Classifiers","lastPublishedDoi":"10.21203/rs.3.rs-8050788/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8050788/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eThe art of music is profound and includes the fine-tuning of multiple fine-grained aspects. Taking the example of one such attribute, the music tonic, this paper investigates if machine learning can be effectively applied to detect fine-grained features from various representations of music. It describes the methodology and experiments to determine the effectiveness of the audio representations and non-linear machine learning classifiers such as Support Vector Machines, K-Nearest Neighbors, and tree-based methods in capturing and detecting tonic informa-tion. The effectiveness of Mel-frequency cepstral coefficients is compared with Bark-frequency cepstral coefficients and Mel spectrogram data, which are other audio representations. The feature extraction of the Mel-frequency cepstral coef-ficients is performed using two different tools for comparison. A spectral analysis of the music renditions in a chosen dataset using Principal Component Analysis, and other dimensionality reduction techniques, t-distributed stochastic neighbor embedding, auto-encoder, and Uniform Manifold Approximation and Projection provided valuable insights into the representation learning of music in general. Classification using fine-tuned machine learning models demonstrated the fea-sibility of automating the detection and possible prediction of the music tonic. The work also resulted in a dataset with vocal renditions of the second and third authors of this paper that was used for some of the experiments.\u003c/p\u003e","manuscriptTitle":"Exploring Music Representation Learning for Detection of Finer-grained Details","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-11-10 07:08:50","doi":"10.21203/rs.3.rs-8050788/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"f3019ea8-3c5c-4734-b0f0-d4d1cbea2a9c","owner":[],"postedDate":"November 10th, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2025-11-10T07:08:50+00:00","versionOfRecord":[],"versionCreatedAt":"2025-11-10 07:08:50","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8050788","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8050788","identity":"rs-8050788","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}