{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T20:29:21Z","timestamp":1766435361061,"version":"3.48.0"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783032091161"},{"type":"electronic","value":"9783032091178"}],"license":[{"start":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T00:00:00Z","timestamp":1761264000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,24]],"date-time":"2025-10-24T00:00:00Z","timestamp":1761264000000},"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":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-09117-8_1","type":"book-chapter","created":{"date-parts":[[2025,10,23]],"date-time":"2025-10-23T11:03:40Z","timestamp":1761217420000},"page":"3-15","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Automating Ergonomics: Scalable AI for\u00a0Technical Hand Grip Classification"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0205-5019","authenticated-orcid":false,"given":"Simone","family":"Borghi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5465-0349","authenticated-orcid":false,"given":"Fabio","family":"Grandi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9418-8487","authenticated-orcid":false,"given":"Giuliano","family":"Iotti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2260-0392","authenticated-orcid":false,"given":"Margherita","family":"Peruzzini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,10,24]]},"reference":[{"key":"1_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12891-021-04615-9","volume":"22","author":"R Govaerts","year":"2021","unstructured":"Govaerts, R., et al.: Prevalence and incidence of work-related musculoskeletal disorders in secondary industries of 21st century Europe: a systematic review and meta-analysis. BMC Musculoskelet. Disord. 22, 1\u201330 (2021)","journal-title":"BMC Musculoskelet. Disord."},{"issue":"4","key":"1_CR2","first-page":"635","volume":"51","author":"JT Costa","year":"2015","unstructured":"Costa, J.T., Baptista, J.S., Vaz, M.: Incidence and prevalence of upper-limb work related musculoskeletal disorders: a systematic review. Work 51(4), 635\u2013644 (2015)","journal-title":"Work"},{"issue":"6","key":"1_CR3","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1016\/S0003-6870(00)00034-X","volume":"31","author":"JR Wilson","year":"2000","unstructured":"Wilson, J.R.: Fundamentals of ergonomics in theory and practice. Appl. Ergon. 31(6), 557\u2013567 (2000)","journal-title":"Appl. Ergon."},{"key":"1_CR4","unstructured":"Health. Division of Physical Sciences: NIOSH, Manual of Analytical Methods. US Department of Health and Human Services, Public Health Service, Centers (1994)"},{"issue":"2","key":"1_CR5","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1016\/S0003-6870(99)00039-3","volume":"31","author":"S Hignett","year":"2000","unstructured":"Hignett, S., McAtamney, L.: Rapid entire body assessment (REBA). Appl. Ergon. 31(2), 201\u2013205 (2000)","journal-title":"Appl. Ergon."},{"issue":"2","key":"1_CR6","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/0003-6870(93)90080-S","volume":"24","author":"L McAtamney","year":"1993","unstructured":"McAtamney, L., Corlett, E.N.: RULA: a survey method for the investigation of work-related upper limb disorders. Appl. Ergon. 24(2), 91\u201399 (1993)","journal-title":"Appl. Ergon."},{"issue":"4","key":"1_CR7","first-page":"790","volume":"19","author":"JP Stradioto","year":"2020","unstructured":"Stradioto, J.P., Michaloski, A.O., Paula Xavier, A.A., Colombini, D.: Comparison of RULA and checklist OCRA ergonomic risk methods for civil construction. Industr. Eng. Manage. Syst. 19(4), 790\u2013802 (2020)","journal-title":"Industr. Eng. Manage. Syst."},{"key":"1_CR8","doi-asserted-by":"crossref","unstructured":"Arputharaj, J.V., Prasad, D.D., Adu-Manu, K.S.: Navigating data privacy in industry 5.0: advanced strategies for sustainability. In: Soft Computing in Industry 5.0 for Sustainability, pp. 117\u2013143. Springer (2024)","DOI":"10.1007\/978-3-031-69336-6_5"},{"key":"1_CR9","unstructured":"Brame, C.: Active learning. Vanderbilt University Center for Teaching, 1\u20136 (2016)"},{"key":"1_CR10","unstructured":"Settles, B.: Active learning literature survey. University of Wisconsin-Madison Department of Computer Sciences (2009)"},{"issue":"1","key":"1_CR11","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1038\/s43586-024-00294-7","volume":"4","author":"G Corso","year":"2024","unstructured":"Corso, G., Stark, H., Jegelka, S., Jaakkola, T., Barzilay, R.: Graph neural networks. Nat. Rev. Methods Primers 4(1), 17 (2024)","journal-title":"Nat. Rev. Methods Primers"},{"key":"1_CR12","unstructured":"Kapitanov, A., Kvanchiani, K., Nagaev, A., Kraynov, R., Makhliarchuk, A.: HaGRID\u2013HAnd gesture recognition image dataset. In: Proceedings of the IEEE\/CVF Winter Conference on Applications of Computer Vision, pp. 4572\u20134581 (2024)"},{"issue":"1","key":"1_CR13","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1007\/s11042-020-09700-0","volume":"80","author":"R Rastgoo","year":"2021","unstructured":"Rastgoo, R., Kiani, K., Escalera, S.: Hand pose aware multimodal isolated sign language recognition. Multimedia Tools Appl. 80(1), 127\u2013163 (2021)","journal-title":"Multimedia Tools Appl."},{"key":"1_CR14","doi-asserted-by":"crossref","unstructured":"Hampali, S., Rad, M., Oberweger, M., Lepetit, V.: Honnotate: a method for 3D annotation of hand and object poses. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 3196\u20133206 (2020)","DOI":"10.1109\/CVPR42600.2020.00326"},{"issue":"3","key":"1_CR15","doi-asserted-by":"publisher","first-page":"673","DOI":"10.1007\/s10579-022-09586-4","volume":"56","author":"N Ienaga","year":"2022","unstructured":"Ienaga, N., Cravotta, A., Terayama, K., Scotney, B.W., Saito, H., Busa, M.G.: Semi-automation of gesture annotation by machine learning and human collaboration. Lang. Resour. Eval. 56(3), 673\u2013700 (2022)","journal-title":"Lang. Resour. Eval."},{"key":"1_CR16","doi-asserted-by":"crossref","unstructured":"Ashok, Y., Kumar Rohil, M., Tandon, K., Sethi, H.: VOEDHgesture: a multi-purpose visual odometry\/simultaneous localization and mapping and egocentric dynamic hand gesture data-set for virtual object manipulations in wearable mixed reality. In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence (ICAART), pp. 1336\u20131344 (2024)","DOI":"10.5220\/0012473900003636"},{"key":"1_CR17","unstructured":"Bradski, G., Kaehler, A., et al.: OpenCV. Dr. Dobb\u2019s Journal of Software Tools, 3(2) (2000)"},{"key":"1_CR18","doi-asserted-by":"crossref","unstructured":"Imambi, S., Prakash, K.B., Kanagachidambaresan, G.R.: PyTorch. Programming with TensorFlow: Solution for Edge Computing Applications, 87\u2013104 (2021)","DOI":"10.1007\/978-3-030-57077-4_10"},{"key":"1_CR19","doi-asserted-by":"crossref","unstructured":"Marais, M., Brown, D., Connan, J., Boby, A.: An evaluation of hand-based algorithms for sign language recognition. In: 2022 International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD), pp. 1\u20136. IEEE (2022)","DOI":"10.1109\/icABCD54961.2022.9856310"}],"container-title":["Communications in Computer and Information Science","Annotation of Real-World Data for Artificial Intelligence Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-09117-8_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T17:56:55Z","timestamp":1766426215000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-09117-8_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,24]]},"ISBN":["9783032091161","9783032091178"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-09117-8_1","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2025,10,24]]},"assertion":[{"value":"24 October 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors declare that they have no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ARDUOUS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Annotation of Real-World Data for Artificial Intelligence Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bologna","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 October 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 October 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"arduous2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/Arduous.eu","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}