{"id":"https://openalex.org/W2888536298","doi":"https://doi.org/10.2298/csis180430017d","title":"An empirical study of data visualization techniques in PACS design","display_name":"An empirical study of data visualization techniques in PACS design","publication_year":2018,"publication_date":"2018-08-21","ids":{"openalex":"https://openalex.org/W2888536298","doi":"https://doi.org/10.2298/csis180430017d","mag":"2888536298"},"language":"en","primary_location":{"id":"doi:10.2298/csis180430017d","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis180430017d","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800017D","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800017D","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024175995","display_name":"\u0414\u0438\u043d\u0443 \u0414\u0440\u0430\u0433\u0430\u043d","orcid":"https://orcid.org/0000-0001-8623-1923"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dinu Dragan","raw_affiliation_strings":["Faculty of Technical Sciences, Novi Sad"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Novi Sad","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045804321","display_name":"Veljko Petrovi\u0107","orcid":"https://orcid.org/0000-0001-8662-1366"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Veljko Petrovic","raw_affiliation_strings":["Faculty of Technical Sciences, Novi Sad"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Novi Sad","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102162602","display_name":"Du\u0161an Gaji\u0107","orcid":"https://orcid.org/0000-0003-0495-8788"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dusan Gajic","raw_affiliation_strings":["Faculty of Technical Sciences, Novi Sad"],"raw_orcid":"https://orcid.org/0000-0003-0495-8788","affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Novi Sad","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027381052","display_name":"\u017darko \u017divanov","orcid":null},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Zarko Zivanov","raw_affiliation_strings":["Faculty of Technical Sciences, Novi Sad"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Novi Sad","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033977352","display_name":"Dragan Iveti\u0107","orcid":"https://orcid.org/0000-0002-3086-5422"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dragan Ivetic","raw_affiliation_strings":["Faculty of Technical Sciences, Novi Sad"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Novi Sad","institution_ids":["https://openalex.org/I170726198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170726198"],"apc_list":null,"apc_paid":null,"fwci":0.338,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68730184,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"16","issue":"1","first_page":"247","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.8644999861717224,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.8644999861717224,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.8626000285148621,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.8550999760627747,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9064598083496094},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.839504599571228},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6056029200553894},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.5883090496063232},{"id":"https://openalex.org/keywords/parallel-coordinates","display_name":"Parallel coordinates","score":0.577908992767334},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5666307806968689},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5571929216384888},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.5361015796661377},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.5184228420257568},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.4724579155445099},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.46642833948135376},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4625086188316345},{"id":"https://openalex.org/keywords/creative-visualization","display_name":"Creative visualization","score":0.46177423000335693},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3545653223991394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21311798691749573},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09676596522331238},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.078470379114151}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9064598083496094},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.839504599571228},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6056029200553894},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.5883090496063232},{"id":"https://openalex.org/C60011546","wikidata":"https://www.wikidata.org/wiki/Q932996","display_name":"Parallel coordinates","level":4,"score":0.577908992767334},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5666307806968689},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5571929216384888},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.5361015796661377},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.5184228420257568},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.4724579155445099},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.46642833948135376},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4625086188316345},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.46177423000335693},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3545653223991394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21311798691749573},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09676596522331238},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.078470379114151},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis180430017d","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis180430017d","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800017D","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis180430017d","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis180430017d","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800017D","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2888536298.pdf","grobid_xml":"https://content.openalex.org/works/W2888536298.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W52809394","https://openalex.org/W315192178","https://openalex.org/W980313803","https://openalex.org/W1550334873","https://openalex.org/W1605591227","https://openalex.org/W1632148027","https://openalex.org/W1892979790","https://openalex.org/W1964253918","https://openalex.org/W1972971724","https://openalex.org/W1978015956","https://openalex.org/W1992743299","https://openalex.org/W1997708213","https://openalex.org/W1997984958","https://openalex.org/W2020106118","https://openalex.org/W2027707779","https://openalex.org/W2033945974","https://openalex.org/W2058203255","https://openalex.org/W2077238055","https://openalex.org/W2077939081","https://openalex.org/W2080493719","https://openalex.org/W2081995182","https://openalex.org/W2096286576","https://openalex.org/W2110312393","https://openalex.org/W2112751416","https://openalex.org/W2120329225","https://openalex.org/W2128914638","https://openalex.org/W2132702953","https://openalex.org/W2133804059","https://openalex.org/W2134737380","https://openalex.org/W2146622339","https://openalex.org/W2160843145","https://openalex.org/W2163401499","https://openalex.org/W2188206772","https://openalex.org/W2269710820","https://openalex.org/W2275060590","https://openalex.org/W2420085356","https://openalex.org/W2518571988","https://openalex.org/W2572649260","https://openalex.org/W2577386338","https://openalex.org/W2589933932","https://openalex.org/W2740465137","https://openalex.org/W2903735556","https://openalex.org/W4200501717","https://openalex.org/W4237146182","https://openalex.org/W4237638794","https://openalex.org/W4248841288","https://openalex.org/W4299298909","https://openalex.org/W4299687266","https://openalex.org/W4301221590","https://openalex.org/W4398447095"],"related_works":["https://openalex.org/W2965821047","https://openalex.org/W4200203496","https://openalex.org/W4288274610","https://openalex.org/W2766658722","https://openalex.org/W1559188619","https://openalex.org/W2888536298","https://openalex.org/W3195611212","https://openalex.org/W1503244552","https://openalex.org/W3123416504","https://openalex.org/W2124149049"],"abstract_inverted_index":{"The":[0,10,133],"paper":[1],"presents":[2],"an":[3,182],"empirical":[4,189],"study":[5,11],"of":[6,17,31,50,74,103,120,135,143,157,188],"multidimensional":[7],"visualization":[8,82,158,190],"techniques.":[9],"is":[12,36,66,122],"motivated":[13],"by":[14],"the":[15,47,88,104,128,136,146,154,161,176,186],"problem":[16,96,173],"decision":[18,90,94,113],"making":[19,95],"in":[20,34,77,91,112,131],"PACS":[21],"(Picture":[22],"Archiving":[23],"and":[24,38,59],"Communications":[25],"System)":[26],"design.":[27],"A":[28],"comprehensive":[29],"survey":[30,40],"visualizations":[32,70,108],"used":[33,44],"literature":[35],"performed":[37],"these":[39],"results":[41,105,111,130],"are":[42],"then":[43,167],"to":[45,68,71,79,86,170,185],"produce":[46],"final":[48],"set":[49],"considered":[51,162],"visualizations:":[52],"tables":[53],"(as":[54],"control),":[55],"scatterplots,":[56],"parallel":[57,125],"coordinates,":[58],"star":[60],"plots.":[61],"An":[62],"electronic":[63],"testing":[64],"tool":[65],"developed":[67],"present":[69],"three":[72],"sets":[73],"experimental":[75],"subjects":[76],"order":[78],"determine":[80],"which":[81,165],"technique":[83],"allows":[84],"users":[85],"make":[87],"correct":[89],"a":[92],"sample":[93],"based":[97],"on":[98,140],"real-world":[99],"data.":[100],"Statistical":[101],"analysis":[102],"demonstrates":[106],"that":[107],"show":[109,127],"better":[110],"support":[114],"than":[115],"tables.":[116],"Further,":[117],"when":[118],"number":[119],"dimensions":[121],"large,":[123],"2D":[124],"coordinates":[126],"best":[129],"accuracy.":[132],"contribution":[134],"presented":[137],"research":[138],"operates":[139],"two":[141],"levels":[142],"abstraction.":[144],"On":[145,175],"object":[147],"level,":[148],"it":[149,180],"provides":[150],"useful":[151],"data":[152],"regarding":[153],"relative":[155],"merits":[156],"techniques":[159],"for":[160],"narrow":[163],"use-case,":[164],"can":[166],"be":[168],"generalized":[169],"other":[171],"similar":[172],"sets.":[174],"meta":[177],"level":[178],"above,":[179],"contributes":[181],"enhanced":[183],"methodology":[184],"area":[187],"evaluation":[191],"methods.":[192]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
