{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,27]],"date-time":"2026-05-27T23:03:43Z","timestamp":1779923023904,"version":"3.53.1"},"reference-count":29,"publisher":"SAGE Publications","issue":"2","license":[{"start":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T00:00:00Z","timestamp":1651017600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Librarianship and Information Science"],"published-print":{"date-parts":[[2023,6]]},"abstract":"<jats:p>Users\u2019 search performance indicates the effectiveness and success with which users\u2019 information needs are met, which is calculated based on the relevance judgment by users themselves. This study proposed to explore the prediction of users\u2019 search performance in the context of cross-device search. A user experiment was performed to collect users\u2019 relevance judgments and search behaviors in cross-device search. Based on users\u2019 relevance judgments, users\u2019 search performance was evaluated by calculating the percentage of valid clicks, effective search time, nDCG@n, and satisfaction. A simple linear regression model was adopted to train the prediction model. The final results showed that a combination of users\u2019 search performance in pre-switch sessions and their search behavior in post-switch sessions can attain the best prediction accuracy. Important features to predict users\u2019 search performance in cross-device search shed light on improving search systems to aid users in completing the task efficiently.<\/jats:p>","DOI":"10.1177\/09610006221090956","type":"journal-article","created":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T08:34:53Z","timestamp":1651048493000},"page":"464-477","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Users\u2019 search performance prediction in cross-device search"],"prefix":"10.1177","volume":"55","author":[{"given":"Dan","family":"Wu","sequence":"first","affiliation":[{"name":"School of Information Management, Wuhan University, China"},{"name":"The Center for Studies of the Human-Computer Interaction and User Behavior, Wuhan University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6883-3901","authenticated-orcid":false,"given":"Jing","family":"Dong","sequence":"additional","affiliation":[{"name":"School of Information Management, Central China Normal University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fang","family":"Yuan","sequence":"additional","affiliation":[{"name":"Sun Yat-sen University Library, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lei","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Information Management, Wuhan University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2022,4,27]]},"reference":[{"key":"bibr1-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009965"},{"key":"bibr2-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1108\/OIR-07-2015-0243"},{"key":"bibr3-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20340"},{"key":"bibr4-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1177\/02666669211010211"},{"key":"bibr5-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/1357054.1357177"},{"key":"bibr6-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/1059981.1059982"},{"key":"bibr7-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2468356.2468683"},{"key":"bibr8-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1016\/j.lisr.2018.09.003"},{"key":"bibr9-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1002\/pra2.2017.14505401017"},{"key":"bibr10-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2738036"},{"key":"bibr11-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2005.11.003"},{"key":"bibr12-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2854946.2855005"},{"key":"bibr13-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/3020165.3020176"},{"key":"bibr14-09610006221090956","first-page":"183","volume-title":"Proceedings of SIGIR conference on research and development in information","author":"Kelly D and","year":"2015"},{"key":"bibr15-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/3020165.3020173"},{"key":"bibr16-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2433396.2433414"},{"key":"bibr17-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009922"},{"key":"bibr18-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511809071"},{"key":"bibr19-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2661829.2661910"},{"key":"bibr20-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1177\/0961000616656234"},{"key":"bibr21-09610006221090956","first-page":"37","volume-title":"Proceedings of SAUCE conference on human information interaction and retrieval","author":"O\u2019Brien HL","year":"2016"},{"key":"bibr22-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/1148170.1148176"},{"key":"bibr23-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2433396.2433484"},{"key":"bibr24-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-78105-1_62"},{"key":"bibr25-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102073"},{"key":"bibr26-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1002\/asi.24307"},{"key":"bibr27-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1108\/LHT-06-2017-0130"},{"key":"bibr28-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1002\/meet.14505001074"},{"key":"bibr29-09610006221090956","doi-asserted-by":"publisher","DOI":"10.1145\/2930238.2930241"}],"container-title":["Journal of Librarianship and Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/09610006221090956","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/09610006221090956","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/09610006221090956","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T22:58:42Z","timestamp":1777676322000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/09610006221090956"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,27]]},"references-count":29,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2023,6]]}},"alternative-id":["10.1177\/09610006221090956"],"URL":"https:\/\/doi.org\/10.1177\/09610006221090956","relation":{},"ISSN":["0961-0006","1741-6477"],"issn-type":[{"value":"0961-0006","type":"print"},{"value":"1741-6477","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,4,27]]}}}