{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,11]],"date-time":"2026-09-11T00:28:03Z","timestamp":1789086483440,"version":"build-2803163510"},"reference-count":84,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,1,23]],"date-time":"2020-01-23T00:00:00Z","timestamp":1579737600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71774044"],"award-info":[{"award-number":["71774044"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71672050"],"award-info":[{"award-number":["71672050"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71272191"],"award-info":[{"award-number":["71272191"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71774044"],"award-info":[{"award-number":["71774044"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71672050"],"award-info":[{"award-number":["71672050"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71272191"],"award-info":[{"award-number":["71272191"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71774044"],"award-info":[{"award-number":["71774044"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71672050"],"award-info":[{"award-number":["71672050"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71272191"],"award-info":[{"award-number":["71272191"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2020,1,23]]},"abstract":"<jats:p>The big data analytics (BDA) has dragged tremendous attention in healthcare organizations. Healthcare organizations are investing substantial money and time in big data analytics and want to adopt it to get potential benefits. Thus, this study proposes a BDA adoption model in healthcare organizations to explore the critical factors that can influence its adoption process. The study extends the technology acceptance model (TAM) with the self-efficacy as an external factor and also includes gender and resistance to change (RTC) as moderators to strengthen the research model. The proposed research model has been tested on 283 valid responses which were collected through a structured survey, by applying structural equation modeling. Our results portray that self-efficacy is a strong predictor of intention to use BDA along with other TAM factors. Moreover, it is confirmed by the results that RTC dampens the positive relationship between intention to use and actual use of BDA in healthcare organizations. The outcomes revealed that male employees as compared to female employees are dominant towards the positive intention to use BDA. Furthermore, females create more RTC than males while adopting BDA in healthcare organizations. Theoretical and practical implications, limitations, and future research directions also underlined in this study.<\/jats:p>","DOI":"10.1155\/2020\/2173765","type":"journal-article","created":{"date-parts":[[2020,1,23]],"date-time":"2020-01-23T18:30:42Z","timestamp":1579804242000},"page":"1-13","source":"Crossref","is-referenced-by-count":38,"title":["Moderating Effects of Gender and Resistance to Change on the Adoption of Big Data Analytics in Healthcare"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2391-6997","authenticated-orcid":true,"given":"Muhammad","family":"Shahbaz","sequence":"first","affiliation":[{"name":"School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5352-0005","authenticated-orcid":true,"given":"Changyuan","family":"Gao","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lili","family":"Zhai","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fakhar","family":"Shahzad","sequence":"additional","affiliation":[{"name":"School of Management, Jiangsu University, Zhenjiang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muhammad Rizwan","family":"Arshad","sequence":"additional","affiliation":[{"name":"College of Electrification and Automation, Northeast Agriculture University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.3390\/su9050798"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2016.08.002"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1186\/2047-2501-2-3"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0170-y"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.3390\/su10113956"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M3042"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.bushor.2009.01.001"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-014-9500-y"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1509\/jmkg.66.3.98.18510"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.2307\/249720"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2015.11.036"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1922\/CDH_2120VandenBroucke08"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1089\/big.2013.0037"},{"issue":"4","key":"16","first-page":"255","volume":"17","year":"2014","journal-title":"Educational Technology and Society"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.nedt.2014.05.010"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1287\/isre.11.4.342.11872"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/bs.adcom.2017.08.002"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1177\/0266666916652671"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1016\/j.elerap.2017.02.002"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1080\/19932820.2018.1500349"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/8496187"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1016\/S0747-5632(02)00006-7"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.24.5.1180"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-9-15"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2010.02.007"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1177\/0959353507088265"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1080\/01900692.2015.1068325"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-7796-8_1"},{"key":"33","year":"2016","journal-title":"Geographies"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.7721"},{"key":"35","first-page":"62","volume":"21 1","year":"1999"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2016912137"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-20744-5_14"},{"key":"38","doi-asserted-by":"publisher","DOI":"10.3414\/ME15-06-1001"},{"key":"39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2014.10.007"},{"key":"40","doi-asserted-by":"publisher","DOI":"10.1037\/0021-9010.88.4.680"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/6561417"},{"issue":"3","key":"42","first-page":"37","volume":"3","year":"2013","journal-title":"Journal of Intelligence Studies in Business"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1016\/j.telpol.2015.03.007"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.46.2.186.11926"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1006\/obhd.2000.2896"},{"issue":"2","key":"46","first-page":"183","volume":"14","year":"2013","journal-title":"Electronic Commerce Research"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1016\/S0305-0483(98)00028-0"},{"key":"48","doi-asserted-by":"publisher","DOI":"10.1080\/10447318.2018.1516844"},{"issue":"1","key":"49","first-page":"17","volume":"14","year":"2016","journal-title":"International Journal of Applied Business and Economic Research"},{"key":"50","first-page":"3","volume":"11","year":"2016","journal-title":"ARPN Journal of Engineering and Applied Sciences"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2016.10.028"},{"key":"52","doi-asserted-by":"publisher","DOI":"10.1080\/09537287.2017.1336802"},{"key":"53","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-017-0081-8"},{"key":"55","doi-asserted-by":"publisher","DOI":"10.1016\/j.tele.2017.09.009"},{"key":"56","doi-asserted-by":"publisher","DOI":"10.17705\/1CAIS.02602"},{"key":"57","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2008.01.003"},{"key":"58","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781107415324.004"},{"key":"59","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-7206(00)00061-6"},{"key":"60","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781107415324.004"},{"key":"61","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbspro.2016.09.055"},{"key":"62","doi-asserted-by":"publisher","DOI":"10.2307\/3151312"},{"issue":"1","key":"63","first-page":"9","volume":"15","year":"1950","journal-title":"Management Journal"},{"key":"64","doi-asserted-by":"publisher","DOI":"10.5465\/AMR.1991.4279002"},{"key":"65","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpharm.2011.02.019"},{"key":"66","doi-asserted-by":"publisher","DOI":"10.1016\/j.tele.2017.01.003"},{"key":"67","doi-asserted-by":"publisher","DOI":"10.1108\/TG-05-2013-0013"},{"key":"68","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21068"},{"key":"69","doi-asserted-by":"publisher","DOI":"10.1177\/0972150917741187"},{"key":"70","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-012-9895-2"},{"key":"71","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ejis.3000717"},{"key":"72","doi-asserted-by":"publisher","DOI":"10.1002\/j.2161-1920.2014.00048.x"},{"key":"73","doi-asserted-by":"publisher","DOI":"10.4102\/sajip.v39i2.1136"},{"key":"74","doi-asserted-by":"publisher","DOI":"10.1016\/j.giq.2010.03.001"},{"key":"76","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2016.09.041"},{"key":"77","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-015-9613-y"},{"key":"78","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoenv.2016.10.029"},{"key":"79","doi-asserted-by":"publisher","DOI":"10.1287\/isre.2.3.192"},{"key":"80","doi-asserted-by":"publisher","DOI":"10.1109\/TEM.2004.839967"},{"key":"81","doi-asserted-by":"publisher","DOI":"10.2307\/249555"},{"key":"82","doi-asserted-by":"publisher","DOI":"10.1177\/0165551508099088"},{"key":"83","volume-title":"Research methods for business students","year":"2016"},{"key":"85","doi-asserted-by":"publisher","DOI":"10.4324\/9781410600219"},{"key":"86","doi-asserted-by":"publisher","DOI":"10.1504\/IJEIM.2012.044077"},{"key":"87","doi-asserted-by":"publisher","DOI":"10.2307\/2984057"},{"key":"88","doi-asserted-by":"publisher","DOI":"10.1037\/0021-9010.88.5.879"},{"issue":"4","key":"89","first-page":"104","volume":"5","year":"2010","journal-title":"Journal of Usability Studies"},{"key":"90","doi-asserted-by":"publisher","DOI":"10.1016\/j.jfbs.2014.01.002"},{"key":"91","doi-asserted-by":"publisher","DOI":"10.3390\/su11010027"}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/2173765.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/2173765.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/2173765.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,1,23]],"date-time":"2020-01-23T18:30:53Z","timestamp":1579804253000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/complexity\/2020\/2173765\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1,23]]},"references-count":84,"alternative-id":["2173765","2173765"],"URL":"https:\/\/doi.org\/10.1155\/2020\/2173765","relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,1,23]]}}}