{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,18]],"date-time":"2026-05-18T05:07:48Z","timestamp":1779080868894,"version":"3.51.4"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031977800","type":"print"},{"value":"9783031977817","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"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\/978-3-031-97781-7_25","type":"book-chapter","created":{"date-parts":[[2025,9,30]],"date-time":"2025-09-30T22:18:45Z","timestamp":1759270725000},"page":"346-354","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Reasoning Models and Decision-Making in Medicine\u2014Are we Finally There?"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5837-5743","authenticated-orcid":false,"given":"Gerson Hiroshi Yoshinari","family":"Junior","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-0550-7962","authenticated-orcid":false,"given":"Ana L\u00eddia Corr\u00eaa","family":"da Silva Moreira","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-0509-9216","authenticated-orcid":false,"given":"Samantha Teofilo Valerio","family":"Yoshinari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1023-8488","authenticated-orcid":false,"given":"Luciano Magalh\u00e3es","family":"Vitorino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,10,1]]},"reference":[{"issue":"3","key":"25_CR1","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1145\/3236386.3241340","volume":"16","author":"ZC Lipton","year":"2018","unstructured":"Lipton, Z.C.: The mythos of model interpretability: In machine learning, the concept of interpretability is both important and slippery. Queue. 16(3), 31\u201357 (2018)","journal-title":"Queue"},{"key":"25_CR2","volume-title":"Deep Medicine: How Artificial Intelligence can Make Healthcare Human Again","author":"E Topol","year":"2019","unstructured":"Topol, E.: Deep Medicine: How Artificial Intelligence can Make Healthcare Human Again. Hachette, UK (2019)"},{"issue":"5","key":"25_CR3","doi-asserted-by":"publisher","first-page":"1589","DOI":"10.1109\/JBHI.2017.2767063","volume":"22","author":"B Shickel","year":"2017","unstructured":"Shickel, B., Tighe, P.J., Bihorac, A., Rashidi, P.: Deep EHR: A survey of recent advances in deep learning techniques for electronic health record (EHR) analysis. IEEE J. Biomed. Health Inform. 22(5), 1589\u20131604 (2017)","journal-title":"IEEE J. Biomed. Health Inform."},{"key":"25_CR4","unstructured":"Liu A, et al. (2024) Deepseek-v3 Technical Report. arXiv preprint arXiv:241219437"},{"key":"25_CR5","unstructured":"Doshi-Velez F, Kim B (2017) Towards a Rigorous Science of Interpretable Machine Learning. arXiv preprint arXiv:170208608"},{"issue":"1","key":"25_CR6","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1038\/s41591-021-01614-0","volume":"28","author":"P Rajpurkar","year":"2022","unstructured":"Rajpurkar, P., Chen, E., Banerjee, O., Topol, E.J.: AI in health and medicine. Nat. Med. 28(1), 31\u201338 (2022)","journal-title":"Nat. Med."},{"issue":"11","key":"25_CR7","doi-asserted-by":"publisher","DOI":"10.33448\/rsd-v13i11.47357","volume":"13","author":"CF Fernandes","year":"2024","unstructured":"Fernandes, C.F., Pereira, P.I.A., J\u00fanior, G.H.Y.: Valida\u00e7\u00e3o da conduta terap\u00eautica proposta pela intelig\u00eancia artificial frente ao contexto de pacientes com Diabetes mellitus que apresentam rea\u00e7\u00e3o de hipersensibilidade \u00e0 insulina ex\u00f3gena. Res. Soc. Dev. 13(11), e73131147357 (2024)","journal-title":"Res. Soc. Dev."},{"issue":"5","key":"25_CR8","volume":"7","author":"AP Gelain","year":"2021","unstructured":"Gelain, A.P., Grando, T.N., Grando, L.C.K.: Apendicite aguda com m\u00e1-rota\u00e7\u00e3o intestinal: Relato de caso. Braz. J. Dev. 7(5), 49722 (2021)","journal-title":"Braz. J. Dev."},{"issue":"1","key":"25_CR9","doi-asserted-by":"publisher","first-page":"129","DOI":"10.21270\/archi.v10i1.4845","volume":"10","author":"GF Barbosa","year":"2021","unstructured":"Barbosa, G.F., et al.: Apendicite aguda em paciente gestante: Relato de caso. Arch. Health Investig. 10(1), 129\u2013133 (2021)","journal-title":"Arch. Health Investig."},{"key":"25_CR10","first-page":"1","volume":"58","author":"OC de Lima","year":"2021","unstructured":"de Lima, O.C., Silva, J.P.S.M., Aguiar, C., de Lima Moura, A.C., Gontijo, D.D.: O desafio do diagn\u00f3stico de apendicite na mulher: relato de caso e revis\u00e3o da literatura. Bras\u00edlia Med. 58, 1\u20134 (2021)","journal-title":"Bras\u00edlia Med."},{"key":"25_CR11","volume-title":"Working Notes of CLEF","author":"J Peng","year":"2024","unstructured":"Peng, J., et al.: A multilingual text detoxification method based on few-shot learning and CO-STAR framework. In: Working Notes of CLEF (2024)"},{"issue":"165","key":"25_CR12","doi-asserted-by":"publisher","first-page":"1044","DOI":"10.1590\/198053143988","volume":"47","author":"RM Mendes","year":"2017","unstructured":"Mendes, R.M., Miskulin, R.G.S.: A an\u00e1lise de conte\u00fado como uma metodologia. Cad. Pesqui. 47(165), 1044\u20131066 (2017)","journal-title":"Cad. Pesqui."},{"issue":"1","key":"25_CR13","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-024-01010-1","volume":"7","author":"T Savage","year":"2024","unstructured":"Savage, T., Nayak, A., Gallo, R., Rangan, E., Chen, J.H.: Diagnostic reasoning prompts reveal the potential for large language model interpretability in medicine. NPJ Digit. Med. 7(1), 20 (2024)","journal-title":"NPJ Digit. Med."},{"issue":"6","key":"25_CR14","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1001\/jamainternmed.2023.1838","volume":"183","author":"JW Ayers","year":"2023","unstructured":"Ayers, J.W., et al.: Comparing physician and artificial intelligence Chatbot responses to patient questions posted to a public social media forum. JAMA Intern. Med. 183(6), 589\u2013596 (2023)","journal-title":"JAMA Intern. Med."},{"issue":"1","key":"25_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-024-02126-3","volume":"48","author":"GHY J\u00fanior","year":"2024","unstructured":"J\u00fanior, G.H.Y., Vitorino, L.M.: Large language models in healthcare: an urgent call for ongoing, rigorous validation. J. Med. Syst. 48(1), 105 (2024)","journal-title":"J. Med. Syst."},{"key":"25_CR16","unstructured":"Molino, P., Tagliabue, J.: Witgenstein\u2019s Influence on Artificial Intelligence (2023). arXiv preprint arXiv:230201570"}],"container-title":["Lecture Notes in Computer Science","Extended Reality"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97781-7_25","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,18]],"date-time":"2026-05-18T04:47:16Z","timestamp":1779079636000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97781-7_25"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,1]]},"ISBN":["9783031977800","9783031977817"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97781-7_25","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,1]]},"assertion":[{"value":"1 October 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"XR Salento","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Extended Reality","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Otranto","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":"17 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 June 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"avr2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.xrsalento.it","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}