{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,19]],"date-time":"2025-12-19T08:23:27Z","timestamp":1766132607696,"version":"3.48.0"},"reference-count":102,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Brazilian National Council for Scientific and Technological Development","award":["306607\/2023-9"],"award-info":[{"award-number":["306607\/2023-9"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3638646","type":"journal-article","created":{"date-parts":[[2025,11,28]],"date-time":"2025-11-28T18:44:00Z","timestamp":1764355440000},"page":"210169-210184","source":"Crossref","is-referenced-by-count":0,"title":["A Scientometric Review of Practical Applications in Quantum Natural Language Processing (QNLP): Trends, Gaps, and Research Opportunities"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-3594-8853","authenticated-orcid":false,"given":"Victor R.","family":"Silva","sequence":"first","affiliation":[{"name":"Federal University of Piau&#x00ED;, Campus Universit&#x00E1;rio Ministro Petr&#x00F4;nio Portella, Teresina, Piau&#x00ED;, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5473-0584","authenticated-orcid":false,"given":"F\u00e1bio R.","family":"Barbosa","sequence":"additional","affiliation":[{"name":"Federal University of Piau&#x00ED;, Campus Universit&#x00E1;rio Ministro Petr&#x00F4;nio Portella, Teresina, Piau&#x00ED;, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-6811-2264","authenticated-orcid":false,"given":"Jasson C.","family":"Silva","sequence":"additional","affiliation":[{"name":"Federal University of Piau&#x00ED;, Campus Universit&#x00E1;rio Ministro Petr&#x00F4;nio Portella, Teresina, Piau&#x00ED;, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8519-5916","authenticated-orcid":false,"given":"Francisco J.","family":"Santos","sequence":"additional","affiliation":[{"name":"Universidade de Fortaleza (UNIFOR), Campus Fortaleza, Fortaleza, Cear&#x00E1;, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1482-6404","authenticated-orcid":false,"given":"Ricardo A. L.","family":"Rabelo","sequence":"additional","affiliation":[{"name":"Federal University of Piau&#x00ED;, Campus Universit&#x00E1;rio Ministro Petr&#x00F4;nio Portella, Teresina, Piau&#x00ED;, Brazil"}]},{"given":"Joel J. P. C.","family":"Rodrigues","sequence":"additional","affiliation":[{"name":"Federal University of Piau&#x00ED;, Campus Universit&#x00E1;rio Ministro Petr&#x00F4;nio Portella, Teresina, Piau&#x00ED;, Brazil"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.191373698"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1088\/0034-4885\/61\/2\/002"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-61601-4_2"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.molstruc.2024.137917"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s42254-020-00247-5"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s12525-022-00570-y"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICECA63461.2024.10800767"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/APCIT62007.2024.10673456"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3649476.3658701"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-81-322-3972-7_19"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-25928-9_5"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1080\/00437956.1954.11659520"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1108\/eb026526"},{"key":"ref14","article-title":"Document embedding for scientific articles: Efficacy of word embeddings vs TFIDF","author":"Meijer","year":"2021","journal-title":"arXiv:2107.05151"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.33166\/AETiC.2024.03.003"},{"key":"ref16","article-title":"Efficient estimation of word representations in vector space","author":"Mikolov","year":"2013","journal-title":"arXiv:1301.3781"},{"key":"ref17","first-page":"58","article-title":"Word embeddings in NLP","volume":"58","author":"Uckan","year":"2024","journal-title":"Pioneer Innov. Stud. Comput. Sci. Eng."},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00051"},{"key":"ref20","first-page":"2227","article-title":"Deep contextualized word representations","volume-title":"Proc. Conf. North Amer. Chapter Assoc. Comput. Linguistics, Hum. Lang. Technol.","author":"Peters"},{"key":"ref21","first-page":"4171","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","volume-title":"Proc. Conf. North Amer. Chapter Assoc. Comput. Linguistics, Hum. Lang. Technol.","volume":"1","author":"Devlin"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3641289"},{"article-title":"Improving language understanding by generative pre-training (2018)","year":"2018","author":"Radford","key":"ref23"},{"key":"ref24","article-title":"Albert Q. Jiang, Alexandre Sablayrolles, Arthur mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, L\u00c9Lio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven le Scao, Thibaut Lavril, Thomas Wang, Timoth\u00e9e Lacroix, William el Sayed","author":"Chaplot","year":"2023","journal-title":"arXiv:2310.06825"},{"key":"ref25","article-title":"The llama 3 herd of models","author":"Grattafiori","year":"2024","journal-title":"arXiv:2407.21783"},{"key":"ref26","article-title":"DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning","author":"Guo","year":"2025","journal-title":"arXiv:2501.12948"},{"key":"ref27","article-title":"Qwen3 technical report","volume-title":"arXiv:2505.09388","author":"Yang","year":"2025"},{"key":"ref28","article-title":"Gemma: Open models based on Gemini research and technology","author":"Team","year":"2024","journal-title":"arXiv:2403.08295"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3649506"},{"key":"ref30","article-title":"The rising costs of training frontier AI models","author":"Cottier","year":"2024","journal-title":"arXiv:2405.21015"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/app14052074"},{"volume-title":"OpenAI\u2019s GPT-3 Language Model: A Technical Overview","year":"2020","author":"Li","key":"ref32"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1017\/cbo9780511976667"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1137\/23M1573975"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3041719"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.32481\/djph.2022.12.043"},{"volume-title":"The Cost of Caring: Challenges Facing America\u2019s Hospitals in 2025","year":"2025","key":"ref37"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.4103\/2224-3151.309881"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1002\/nop2.1607"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-32-9949-8_22"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.jstrokecerebrovasdis.2019.02.004"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2017.09.008"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocx160"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1186\/s13326-019-0214-4"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-022-00730-6"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/BigData62323.2024.10826002"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s44227-024-00028-x"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/QCE60285.2024.10260"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.inlg-main.22"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s13218-024-00861-w"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/QCE60285.2024.10350"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1088\/1402-4896\/ad6299"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2024.107004"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICTC62082.2024.10826708"},{"key":"ref55","article-title":"Scientometrics","author":"Leydesdorff","year":"2012","journal-title":"arXiv:1208.4566"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2015.04.002"},{"key":"ref57","first-page":"2","article-title":"Publication trends in facebook: A scientometric study","volume":"111","author":"Basak","year":"2015","journal-title":"Comput. Hum. Behav."},{"issue":"10","key":"ref58","first-page":"28041","article-title":"Quantum computing for healthcare applications","volume":"12","author":"Sharma","year":"2022","journal-title":"Int. J. Develop. Res."},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3389\/fcomp.2025.1464122"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz682"},{"key":"ref61","article-title":"Quantum machine learning: Unveiling trends, impacts through bibliometric analysis","author":"Bansal","year":"2025","journal-title":"arXiv:2504.07726"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.jocs.2024.102382"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1002\/bse.2521"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1186\/1742-5581-3-1"},{"issue":"3","key":"ref65","first-page":"15","article-title":"Update on scopus and web of science","volume":"8","author":"Goodman","year":"2007","journal-title":"Charleston Advisor"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1136\/BMJ.N71"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1108\/DTA-08-2023-0461"},{"issue":"9","key":"ref68","first-page":"1","article-title":"Pandas: A foundational Python library for data analysis and statistics","volume":"14","author":"McKinney","year":"2011","journal-title":"Python High Perform. Sci. Comput."},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-009-0146-3"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1002\/asi.4630240406"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1016\/j.joi.2017.08.007"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-51726-6_8"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2971546"},{"key":"ref74","article-title":"Lambeq: An efficient high-level Python library for quantum NLP","author":"Kartsaklis","year":"2021","journal-title":"arXiv:2110.04236"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.nlp.2024.100123"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1080\/01973533.2024.2433720"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-89905-8_4"},{"volume-title":"The Elements of Statistical Learning: Data Mining, Inference, and Prediction","year":"2010","author":"Rosa","key":"ref78"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1002\/wics.1198"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1177\/154405910408300516"},{"issue":"12","key":"ref81","first-page":"317","article-title":"The frequency distribution of scientific productivity","volume":"16","author":"Lotka","year":"1926","journal-title":"J. Washington Acad. Sci."},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1080\/0194262X.2025.2503941"},{"key":"ref83","article-title":"Application of lotka\u2019s law to the research productivity in the field of open educational resources during 2011\u20132020","volume":"2021","author":"Nagaiah","year":"2021","journal-title":"Library Philosophy Pract."},{"key":"ref84","article-title":"Mathematical foundations for a compositional distributional model of meaning","author":"Coecke","year":"2010","journal-title":"arXiv:1003. 4394"},{"key":"ref85","article-title":"A multiclass Q-NLP sentiment analysis experiment using DisCoCat","author":"Martinez","year":"2022","journal-title":"arXiv:2209. 03152"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/QCE57702.2023.10178"},{"key":"ref87","article-title":"A CCG-based version of the DisCoCat framework","author":"Yeung","year":"2021","journal-title":"arXiv:2105.07720"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.4204\/eptcs.340.11"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.94.015004"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9747369"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1590\/S0034-759020140302"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.3171\/2015.3.JNS15149"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1111\/j.1530-9290.2008.00015.x"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1613\/jair.1.12702"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1016\/j.tourman.2017.10.001"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.3399\/bjgp12X630142"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1016\/j.proeng.2017.01.223"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.5395\/rde.2023.48.e41"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2022.e09369"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2022.1062943"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-016-0085-1"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.3390\/app13074550"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11271215.pdf?arnumber=11271215","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,19]],"date-time":"2025-12-19T08:18:38Z","timestamp":1766132318000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11271215\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":102,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3638646","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2025]]}}}