{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,6,7]],"date-time":"2024-06-07T00:31:21Z","timestamp":1717720281183},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2024,5,19]],"date-time":"2024-05-19T00:00:00Z","timestamp":1716076800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,5,19]],"date-time":"2024-05-19T00:00:00Z","timestamp":1716076800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Real-Time Image Proc"],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.1007\/s11554-024-01463-3","type":"journal-article","created":{"date-parts":[[2024,5,19]],"date-time":"2024-05-19T08:01:18Z","timestamp":1716105678000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Adaptive complexity control for AV1 video encoder using machine learning"],"prefix":"10.1007","volume":"21","author":[{"given":"Isis","family":"Bender","sequence":"first","affiliation":[]},{"given":"Gustavo","family":"Rehbein","sequence":"additional","affiliation":[]},{"given":"Guilherme","family":"Correa","sequence":"additional","affiliation":[]},{"given":"Luciano","family":"Agostini","sequence":"additional","affiliation":[]},{"given":"Marcelo","family":"Porto","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,5,19]]},"reference":[{"key":"1463_CR1","unstructured":"Alliance for Open Media: AV1 Codec Library (2015). https:\/\/aomedia.googlesource.com\/aom\/"},{"key":"1463_CR2","unstructured":"AOMedia: Alliance for open media: the open and royalty-free codec for next-generation ultra high-definition media (2015). http:\/\/aomedia.org\/"},{"key":"1463_CR3","doi-asserted-by":"publisher","unstructured":"Bender, I. et al: Compression efficiency and computational cost comparison between AV1 and HEVC encoders. In: IEEE European Signal Processing Conference (EUSIPCO), pp. 1\u20135 (2019). https:\/\/doi.org\/10.23919\/EUSIPCO.2019.8903006","DOI":"10.23919\/EUSIPCO.2019.8903006"},{"issue":"50","key":"1463_CR4","doi-asserted-by":"publisher","first-page":"4454","DOI":"10.1007\/s11554-023-01308-5","volume":"20","author":"I Bender","year":"2023","unstructured":"Bender, I., et al.: Complexity and compression efficiency analysis of libaom AV1 video codec. J. Real Time Image Process. 20(50), 4454\u20134469 (2023). https:\/\/doi.org\/10.1007\/s11554-023-01308-5","journal-title":"J. Real Time Image Process."},{"issue":"5","key":"1463_CR5","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1111\/j.1475-1313.1997.tb00072.x","volume":"17","author":"J Birch","year":"1997","unstructured":"Birch, J.: Efficiency of the Ishihara test for identifying red-green colour deficiency. Ophthalm. Physiol. Opt. 17(5), 403\u2013408 (1997)","journal-title":"Ophthalm. Physiol. Opt."},{"key":"1463_CR6","doi-asserted-by":"publisher","unstructured":"B\u00f6ttger, T., Ibrahim, G., Vallis, B.: How the internet reacted to covid-19: a perspective from facebook\u2019s edge network. In: Proceedings of the ACM Internet Measurement conference, IMC \u201920, pp. 34\u201341. Association for Computing Machinery, New York (2020). https:\/\/doi.org\/10.1145\/3419394.3423621","DOI":"10.1145\/3419394.3423621"},{"key":"1463_CR7","volume-title":"The Hundred-Page Machine Learning Book","author":"A Burkov","year":"2019","unstructured":"Burkov, A.: The Hundred-Page Machine Learning Book, vol. 1. Andriy Burkov, Quebec (2019)"},{"key":"1463_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13640-018-0341-3","volume":"2018","author":"F Chen","year":"2018","unstructured":"Chen, F., Wen, P., Peng, Z., Jiang, G., Yu, M., Chen, H.: Hierarchical complexity control algorithm for hevc based on coding unit depth decision. EURASIP J. Image Video Process. 2018, 1\u201314 (2018)","journal-title":"EURASIP J. Image Video Process."},{"key":"1463_CR9","doi-asserted-by":"publisher","unstructured":"Chen, G., et\u00a0al.: AV1 in-loop filtering using a wide-activation structured residual network. In: IEEE International Conference on Image Processing (ICIP), pp. 1725\u20131729 (2019a). https:\/\/doi.org\/10.1109\/ICIP.2019.8803127","DOI":"10.1109\/ICIP.2019.8803127"},{"key":"1463_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1017\/ATSIP.2020.2","volume":"9","author":"Y Chen","year":"2020","unstructured":"Chen, Y., Mukherjee, D., Han, J., Grange, A., Xu, Y., Parker, S., Chen, C., Su, H., Joshi, U., Chiang, C.H., et al.: An overview of coding tools in AV1: the first video codec from the alliance for open media. APSIPA Trans. Signal Inf. Process. 9, 1\u201315 (2020). https:\/\/doi.org\/10.1017\/ATSIP.2020.2","journal-title":"APSIPA Trans. Signal Inf. Process."},{"key":"1463_CR11","doi-asserted-by":"publisher","unstructured":"Chiang, C., Han, J., Xu, Y.: A multi-pass coding mode search framework for AV1 encoder optimization. In: 2019 Data Compression Conference (DCC), pp. 458\u2013467 (2019). https:\/\/doi.org\/10.1109\/DCC.2019.00054","DOI":"10.1109\/DCC.2019.00054"},{"key":"1463_CR12","doi-asserted-by":"publisher","unstructured":"Chiang, C., Han, J., Xu, Y.: A multi-pass coding mode search framework for AV1 encoder optimization. In: 2019 Data Compression Conference (DCC), pp. 458\u2013467 (2019). https:\/\/doi.org\/10.1109\/DCC.2019.00054","DOI":"10.1109\/DCC.2019.00054"},{"key":"1463_CR13","doi-asserted-by":"publisher","unstructured":"Corr\u00eaa, G., et al.: Complexity control of high efficiency video encoders for power-constrained devices. IEEE Trans. Consum. Electron. 57(4), 1866\u20131874 (2011). https:\/\/doi.org\/10.1109\/TCE.2011.6131165","DOI":"10.1109\/TCE.2011.6131165"},{"key":"1463_CR14","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/s11554-013-0392-8","volume":"12","author":"G Corr\u00eaa","year":"2014","unstructured":"Corr\u00eaa, G., et al.: Complexity scalability for real-time HEVC encoders. J. Real Time Image Process. 12, 107\u2013122 (2014). https:\/\/doi.org\/10.1007\/s11554-013-0392-8","journal-title":"J. Real Time Image Process."},{"key":"1463_CR15","unstructured":"Daede, T., Norkin, A., Brailovskiy, I.: Video codec testing and quality measurement (2020). https:\/\/tools.ietf.org\/html\/draft-ietf-netvc-testing-09"},{"issue":"1","key":"1463_CR16","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1109\/TCSVT.2015.2474075","volume":"26","author":"X Deng","year":"2016","unstructured":"Deng, X., et al.: Subjective-driven complexity control approach for HEVC. IEEE Trans. Circuits Syst. Video Technol. 26(1), 91\u2013106 (2016). https:\/\/doi.org\/10.1109\/TCSVT.2015.2474075","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"issue":"1","key":"1463_CR17","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1109\/TCSVT.2015.2474075","volume":"26","author":"X Deng","year":"2016","unstructured":"Deng, X., et al.: Subjective-driven complexity control approach for HEVC. IEEE Trans. Circuits Syst. Video Technol. 26(1), 91\u2013106 (2016). https:\/\/doi.org\/10.1109\/TCSVT.2015.2474075","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"1463_CR18","unstructured":"Free Software Foundation, Inc: gprof(1)\u2014linux man page (2009). https:\/\/linux.die.net\/man\/1\/gprof"},{"key":"1463_CR19","doi-asserted-by":"publisher","unstructured":"Gankhuyag, G., Jeong, J., Kim, Y.: Advanced motion-constrained AV1 encoder for 8K 360 VR tiled streaming. In: IEEE International Conference on Information and Communication Technology Convergence (ICTC), pp. 682\u2013684 (2019). https:\/\/doi.org\/10.1109\/ICTC46691.2019.8939730","DOI":"10.1109\/ICTC46691.2019.8939730"},{"key":"1463_CR20","doi-asserted-by":"publisher","unstructured":"Grellert, M., et\u00a0al.: An adaptive workload management scheme for HEVC encoding. In: IEEE International Conference on Image Processing (ICIP), pp. 1850\u20131854 (2013). https:\/\/doi.org\/10.1109\/ICIP.2013.6738381","DOI":"10.1109\/ICIP.2013.6738381"},{"key":"1463_CR21","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1007\/s11554-016-0602-2","volume":"13","author":"M Grellert","year":"2017","unstructured":"Grellert, M., et al.: Complexity control of HEVC encoders targeting real-time constraints. J. Real Time Image Process. 13, 5\u201324 (2017). https:\/\/doi.org\/10.1007\/s11554-016-0602-2","journal-title":"J. Real Time Image Process."},{"key":"1463_CR22","doi-asserted-by":"publisher","unstructured":"Gu, J., Wen, J.: Mid-depth based blocks structure determination for AV1. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1617\u20131621 (2019). https:\/\/doi.org\/10.1109\/ICASSP.2019.8682955","DOI":"10.1109\/ICASSP.2019.8682955"},{"key":"1463_CR23","doi-asserted-by":"publisher","unstructured":"Guo, B., et\u00a0al.: A Bayesian approach to block structure inference in AV1-based multi-rate video encoding. In: 2018 IEEE Data Compression Conference (DCC), pp. 383\u2013392 (2018). https:\/\/doi.org\/10.1109\/DCC.2018.00047","DOI":"10.1109\/DCC.2018.00047"},{"key":"1463_CR24","doi-asserted-by":"publisher","unstructured":"Guo, B., Han, Y., Wen, J.: Fast block structure determination in Av1-based multiple resolutions video encoding. In: 2018 IEEE International Conference on Multimedia and Expo (ICME) (2018). https:\/\/doi.org\/10.1109\/ICME.2018.8486492","DOI":"10.1109\/ICME.2018.8486492"},{"key":"1463_CR25","unstructured":"Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers (2011)"},{"key":"1463_CR26","doi-asserted-by":"publisher","unstructured":"Han, J., Li, B., Mukherjee, D., Chiang, C.H., Grange, A., Chen, C., Su, H., Parker, S., Deng, S., Joshi, U., Chen, Y., Wang, Y., Wilkins, P., Xu, Y., Bankoski, J.: A technical overview of AV1. In: Proceedings of the IEEE, pp. 1\u201328 (2021). https:\/\/doi.org\/10.1109\/JPROC.2021.3058584","DOI":"10.1109\/JPROC.2021.3058584"},{"key":"1463_CR27","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1007\/s11554-020-00996-7","volume":"18","author":"E Hosseini","year":"2020","unstructured":"Hosseini, E., et al.: Fine-grain complexity control of HEVC intra prediction in battery-powered video codecs. J. Real Time Image Process. 18, 603\u2013618 (2020). https:\/\/doi.org\/10.1007\/s11554-020-00996-7","journal-title":"J. Real Time Image Process."},{"key":"1463_CR28","doi-asserted-by":"publisher","unstructured":"Huang, C., et\u00a0al.: Encoding complexity control for live video applications: an interpretable machine learning approach. In: IEEE International Conference on Multimedia and Expo (ICME), pp. 1456\u20131461 (2019).https:\/\/doi.org\/10.1109\/ICME.2019.00252","DOI":"10.1109\/ICME.2019.00252"},{"issue":"11","key":"1463_CR29","doi-asserted-by":"publisher","first-page":"4454","DOI":"10.1109\/TCSVT.2021.3053635","volume":"31","author":"Y Huang","year":"2021","unstructured":"Huang, Y., et al.: Modeling Acceleration Properties for Flexible Intra HEVC Complexity Control. IEEE Transactions on Circuits and Systems for Video Technology 31(11), 4454\u20134469 (2021). https:\/\/doi.org\/10.1109\/TCSVT.2021.3053635","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"key":"1463_CR30","doi-asserted-by":"publisher","unstructured":"Huang, Y., et\u00a0al: Intra Encoding Complexity Control with a Time-Cost Model for Versatile Video Coding. In: IEEE International Symposium on Circuits and Systems (ISCAS), 2027\u20132031 (2022). https:\/\/doi.org\/10.1109\/ISCAS48785.2022.9937658","DOI":"10.1109\/ISCAS48785.2022.9937658"},{"key":"1463_CR31","doi-asserted-by":"publisher","unstructured":"Huang, Y., et\u00a0al: Precise Encoding Complexity Control for Versatile Video Coding. In: IEEE Transactions on Broadcasting, 1\u201316 (2022a). https:\/\/doi.org\/10.1109\/TBC.2022.3187813","DOI":"10.1109\/TBC.2022.3187813"},{"key":"1463_CR32","unstructured":"ITU-R: Recommendation itu-r bt.500-13 - methodology for the subjective assessment of the quality of television pictures (2012). https:\/\/www.itu.int\/dms_pubrec\/itu-r\/rec\/bt\/R-REC-BT.500-13-201201-I!!PDF-E.pdf. 2012"},{"key":"1463_CR33","unstructured":"ITU-T: Series p: Telephone transmission quality, telephone installations, local line networks:audiovisual quality in multimedia services - subjective video quality assessment methods for multimedia applications (p9.10) (1999). https:\/\/www.itu.int\/rec\/dologin_pub.asp?lang=e &id=T-REC-P.910-199909-S!!PDF-E &type=items. 1999"},{"key":"1463_CR34","doi-asserted-by":"publisher","unstructured":"Jeong, J., Gankhuyag, G., Kim, Y.: A Fast Intra Mode Decision Based on Accuracy of Rate Distortion Model for AV1 Intra Encoding. In: IEEE International Technical Conference on Circuits\/Systems, Computers and Communications (ITC-CSCC) (2019). https:\/\/doi.org\/10.1109\/ITC-CSCC.2019.8793367","DOI":"10.1109\/ITC-CSCC.2019.8793367"},{"key":"1463_CR35","doi-asserted-by":"publisher","unstructured":"Jeong, J., Gankhuyag, G., Kim, Y.: Fast Chroma Prediction Mode Decision based on Luma Prediction Mode for AV1 Intra Coding. In: IEEE International Conference on Information and Communication Technology Convergence (ICTC), 1050\u20131052 (2019a). https:\/\/doi.org\/10.1109\/ICTC46691.2019.8939936","DOI":"10.1109\/ICTC46691.2019.8939936"},{"key":"1463_CR36","doi-asserted-by":"publisher","unstructured":"JIMENEZ-MORENO, A., MART\u00edNEZ-ENR\u00edQUEZ, E., F.\u00a0MAR\u00edA, D.d.: Complexity Control Based on a Fast Coding Unit Decision Method in the HEVC Video Coding Standard. IEEE TRANSACTIONS ON MULTIMEDIA 18(4), 563-575 (2016). https:\/\/doi.org\/10.1109\/TMM.2016.2524995","DOI":"10.1109\/TMM.2016.2524995"},{"key":"1463_CR37","doi-asserted-by":"publisher","unstructured":"Jin, Y., et\u00a0al: Improved Intra Mode Coding Beyond AV1. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 1580-1584 (2021). https:\/\/doi.org\/10.1109\/ICASSP39728.2021.9413420","DOI":"10.1109\/ICASSP39728.2021.9413420"},{"key":"1463_CR38","doi-asserted-by":"publisher","unstructured":"Kim, J., et\u00a0al: Fast Inter-Prediction Based on Decision Trees for AV1 Encoding. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 1627-1631 (2019). https:\/\/doi.org\/10.1109\/ICASSP.2019.8683580","DOI":"10.1109\/ICASSP.2019.8683580"},{"key":"1463_CR39","doi-asserted-by":"publisher","unstructured":"Layek, M.A., et\u00a0al: Performance analysis of H.264, H.265, VP9 and AV1 video encoders. In: Asia-Pacific Network Operations and Management Symposium (APNOMS), 322-325 (2017). https:\/\/doi.org\/10.1109\/APNOMS.2017.8094162","DOI":"10.1109\/APNOMS.2017.8094162"},{"key":"1463_CR40","doi-asserted-by":"publisher","unstructured":"Mansri, I., Doghmane, N., Kouadria, N., Harize, S., Bekhouch, A.: Comparative Evaluation of VVC, HEVC, H.264, AV1, and VP9 Encoders for Low-Delay Video Applications. In: 2020 Fourth International Conference on Multimedia Computing, Networking and Applications (MCNA), 38\u201343 (2020). https:\/\/doi.org\/10.1109\/MCNA50957.2020.9264275","DOI":"10.1109\/MCNA50957.2020.9264275"},{"key":"1463_CR41","unstructured":"Naser, M.Z., Alavi, A.: Insights into Performance Fitness and Error Metrics for Machine Learning (2021). https:\/\/arxiv.org\/abs\/2006.00887"},{"key":"1463_CR42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.29292\/jics.v16i2.503","volume":"16","author":"R Palau","year":"2021","unstructured":"Palau, R., et al.: Modern Video Coding: Methods, Challenges and Systems. Journal of Integrated Circuits and Systems 16, 1\u201312 (2021). https:\/\/doi.org\/10.29292\/jics.v16i2.503","journal-title":"Journal of Integrated Circuits and Systems"},{"key":"1463_CR43","doi-asserted-by":"publisher","unstructured":"Rehbein, G., et\u00a0al: Multi-Objective Optimized Complexity Control for the AV1 Video Encoder. In: 2022 Picture Coding Symposium (PCS), 259\u2013263 (2022). https:\/\/doi.org\/10.1109\/PCS56426.2022.10018004","DOI":"10.1109\/PCS56426.2022.10018004"},{"key":"1463_CR44","doi-asserted-by":"publisher","unstructured":"SALDANHA, M., et\u00a0al: An Overview of Dedicated Hardware Designs for State-of-the-Art AV1 and H.266\/VVC Video Codecs. In: IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS (ICECS), 3628\u20133632 (2020). https:\/\/doi.org\/10.1109\/ICECS49266.2020.9294862","DOI":"10.1109\/ICECS49266.2020.9294862"},{"key":"1463_CR45","doi-asserted-by":"publisher","unstructured":"Su, H., Chen, M., Bokov, A., Mukherjee, D., Wang, Y., Chen, Y.: Machine Learning Accelerated Transform Search For AV1. In: 2019 Picture Coding Symposium (PCS), 1\u20135 (2019). https:\/\/doi.org\/10.1109\/PCS48520.2019.8954514","DOI":"10.1109\/PCS48520.2019.8954514"},{"key":"1463_CR46","unstructured":"Wade, C.: Hands-On Gradient Boosting with XGBoost and scikit-learn: Perform accessible machine learning and extreme gradient boosting with Python, vol.\u00a01. Packt Publishing (2020)"},{"key":"1463_CR47","unstructured":"WebM: Vp9 video codec (2017). https:\/\/www.webmproject.org\/vp9\/"},{"key":"1463_CR48","unstructured":"Webster, A., Wolf, S.: Spatial and temporal information measures for video quality (1992). https:\/\/www.its.bldrdoc.gov\/publications\/details.aspx?pub=2617"},{"key":"1463_CR49","doi-asserted-by":"publisher","unstructured":"X.\u00a0Chen, e.a.: A Conditional Bayesian Block Structure Inference Model for Optimized AV1 Encoding. In: 2019 IEEE International Conference on Multimedia and Expo (ICME), 1270-1275 (2018). https:\/\/doi.org\/10.1109\/ICME.2019.00221","DOI":"10.1109\/ICME.2019.00221"},{"key":"1463_CR50","unstructured":"XIPH: AV2 Candidate Test Media (2022). https:\/\/media.xiph.org\/video\/"},{"issue":"3","key":"1463_CR51","doi-asserted-by":"publisher","first-page":"736","DOI":"10.1109\/TBC.2021.3071013","volume":"67","author":"M Xu","year":"2021","unstructured":"Xu, M., Jeon, B.: User-Priority Based AV1 Coding Tool Selection. IEEE Transactions on Broadcasting 67(3), 736\u2013745 (2021). https:\/\/doi.org\/10.1109\/TBC.2021.3071013","journal-title":"IEEE Transactions on Broadcasting"},{"key":"1463_CR52","unstructured":"YOUTUBE: YouTube for Press (2022)"},{"issue":"1","key":"1463_CR53","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1109\/TMM.2017.2723238","volume":"20","author":"J Zhang","year":"2018","unstructured":"Zhang, J., et al.: CTU-Level Complexity Control for High Efficiency Video Coding. IEEE Transactions on Multimedia 20(1), 29\u201344 (2018). https:\/\/doi.org\/10.1109\/TMM.2017.2723238","journal-title":"IEEE Transactions on Multimedia"},{"key":"1463_CR54","doi-asserted-by":"publisher","unstructured":"Zhang, J., et\u00a0al: Complexity Control for HEVC Inter Coding Based on Two-Level Complexity Allocation and Mode Sorting. In: IEEE International Conference on Image Processing (ICIP), 3628-3632 (2018a). https:\/\/doi.org\/10.1109\/ICIP.2018.8451088","DOI":"10.1109\/ICIP.2018.8451088"}],"container-title":["Journal of Real-Time Image Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11554-024-01463-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11554-024-01463-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11554-024-01463-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,6]],"date-time":"2024-06-06T08:42:24Z","timestamp":1717663344000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11554-024-01463-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5,19]]},"references-count":54,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,6]]}},"alternative-id":["1463"],"URL":"https:\/\/doi.org\/10.1007\/s11554-024-01463-3","relation":{},"ISSN":["1861-8200","1861-8219"],"issn-type":[{"value":"1861-8200","type":"print"},{"value":"1861-8219","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,5,19]]},"assertion":[{"value":"19 December 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 April 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 May 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"96"}}