{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T15:48:34Z","timestamp":1753890514574,"version":"3.41.2"},"reference-count":18,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T00:00:00Z","timestamp":1698019200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Big Data"],"abstract":"<jats:sec><jats:title>Introduction<\/jats:title><jats:p>The main goal of this study is to develop a methodology for the organization of experimental selection of operator personnel based on the analysis of their behavior under the influence of micro-stresses.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>A human-machine interface model has been developed, which considers the change in the functional state of the human operator. The presented concept of the difficulty of detecting the object of attention contributed to developing a particular sequence of ordinary test images with stressor images included in it and presented models of the flow of presenting test images to the recipient.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>With the help of descriptive statistics, the parameters of individual box-plot diagrams were determined, and the recipient group was clustered.<\/jats:p><\/jats:sec><jats:sec><jats:title>Discussion<\/jats:title><jats:p>Overall, the proposed approach based on the example of the conducted grouping makes it possible to ensure the objectivity and efficiency of the professional selection of applicants for operator specialties.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fdata.2023.1239017","type":"journal-article","created":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T08:12:52Z","timestamp":1698048772000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Experimental study and clustering of operating staff of search systems in the sense of stress resistance"],"prefix":"10.3389","volume":"6","author":[{"given":"Nataliya","family":"Shakhovska","sequence":"first","affiliation":[]},{"given":"Roman","family":"Kaminskyi","sequence":"additional","affiliation":[]},{"given":"Bohdan","family":"Khudoba","sequence":"additional","affiliation":[]}],"member":"1965","published-online":{"date-parts":[[2023,10,23]]},"reference":[{"key":"B1","unstructured":"\u201cThe roles of human operator and machine in decision aid strategies for target detection,\u201d\n            AllenN.\n            KesselR.\n          RTO HFM Symposium on the Role of Humans in Intelligent and Automated Systems2002"},{"key":"B2","doi-asserted-by":"publisher","first-page":"102721","DOI":"10.1016\/j.conb.2023.102721","article-title":"Mathematical models of learning and what can be learned from them","volume":"80","author":"Barak","year":"2023","journal-title":"Curr. Opin. Neurobiol."},{"key":"B3","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1016\/j.jfs.2018.03.010","article-title":"Financial networks and stress testing: Challenges and new research avenues for systemic risk analysis and financial stability implications","volume":"35","author":"Battiston","year":"2018","journal-title":"J. Finan. Stabil."},{"key":"B4","first-page":"16","article-title":"Stress tests to promote financial stability: as-sessing progress and looking to the future","volume":"7","author":"Bookstaber","year":"2014","journal-title":"J. Risk Manage. Finan. Institut."},{"key":"B5","first-page":"1","article-title":"\u201cLearning rate sensitivity model,\u201d","author":"Brown","year":"2019","journal-title":"2019 IEEE Aerospace Conference."},{"key":"B6","doi-asserted-by":"crossref","first-page":"628","DOI":"10.1002\/9781444315783.ch33","article-title":"\u201cComputer-assisted teaching and testing,\u201d","author":"Chapelle","year":"2009","journal-title":"The Handbook of Language Teaching"},{"key":"B7","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1109\/13.865199","article-title":"Constructing a computer-assisted testing and evaluation system on the World Wide Web-the CATES experi-ence","volume":"43","author":"Chou","year":"2000","journal-title":"IEEE Trans. Educ"},{"key":"B8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1057\/s41261-022-00207-2","article-title":"Environmental sustainability and financial stability: can macroprudential stress testing measure and mitigate climate-related systemic financial risk?","volume":"2","author":"DeMenno","year":"2022","journal-title":"J. Bank. Regulat."},{"key":"B9","doi-asserted-by":"publisher","first-page":"1270009","DOI":"10.1080\/10872981.2016.1270009","article-title":"Ambiguity and uncertainty tolerance, need for cognition, and their association with stress. A study among Italian practicing physicians","volume":"22","author":"Iannello","year":"2017","journal-title":"Med. Educ."},{"key":"B10","first-page":"297","article-title":"Synthesis control system physiological state of a soldier on the battlefield","volume":"2488","author":"Kryvenchuk","year":"2019","journal-title":"CEUR-Worg S."},{"key":"B11","unstructured":"\u201cWorkplace stress: a collective challenge,\u201d\n            LeeL. T.\n          National Institute Of Occupational Safety And Health2016"},{"key":"B12","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1523\/JNEUROSCI.0733-19.2019","article-title":"Revisiting the stress concept: implications for affective disorders","volume":"40","author":"McEwen","year":"2020","journal-title":"J. Neurosci."},{"key":"B13","doi-asserted-by":"publisher","first-page":"808","DOI":"10.3758\/BRM.40.3.808","article-title":"Combining computer adaptive testing technology with cognitively diagnostic assessment","volume":"40","author":"McGlohen","year":"2008","journal-title":"Behav. Res. Meth"},{"key":"B14","first-page":"1","article-title":"Understanding operator fatigue, frustration, and cognitive workload in tactical cybersecurity operations","volume":"16","author":"Paul","year":"2017","journal-title":"J. Inform. Warfare"},{"key":"B15","doi-asserted-by":"crossref","first-page":"786","DOI":"10.3850\/9783981537079_0954","article-title":"\u201cIntegrating symbolic and statistical methods for testing intelligent systems: Applications to machine learning and computer vision,\u201d","author":"Ramanathan","year":"2016","journal-title":"2016 Design, Automation & Test in Eu-rope Conference & Exhibition (DATE), Dresden"},{"key":"B16","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/B978-0-12-394433-7.00003-8","article-title":"\u201cValidity of polygraph techniques and decision methods,\u201d","volume-title":"Credibility Assessment","author":"Raskin","year":"2014"},{"key":"B17","doi-asserted-by":"publisher","first-page":"121432","DOI":"10.1016\/j.physa.2019.121432","article-title":"Human behavior modeling for simulating evacuation of buildings during emergencies","volume":"528","author":"Sahin","year":"2019","journal-title":"Physica A."},{"key":"B18","first-page":"149","article-title":"\u201cDatamorphic testing: a method for testing intelligent applications,\u201d","author":"Zhu","year":"2019","journal-title":"IEEE International Conference On Artificial Intelligence Testing (AITest)"}],"container-title":["Frontiers in Big Data"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdata.2023.1239017\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T08:13:01Z","timestamp":1698048781000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdata.2023.1239017\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,23]]},"references-count":18,"alternative-id":["10.3389\/fdata.2023.1239017"],"URL":"https:\/\/doi.org\/10.3389\/fdata.2023.1239017","relation":{},"ISSN":["2624-909X"],"issn-type":[{"type":"electronic","value":"2624-909X"}],"subject":[],"published":{"date-parts":[[2023,10,23]]},"article-number":"1239017"}}