{"id":"https://openalex.org/W2783302842","doi":"https://doi.org/10.1145/3173574.3173978","title":"Improving User Confidence in Concept Maps","display_name":"Improving User Confidence in Concept Maps","publication_year":2018,"publication_date":"2018-04-20","ids":{"openalex":"https://openalex.org/W2783302842","doi":"https://doi.org/10.1145/3173574.3173978","mag":"2783302842"},"language":"en","primary_location":{"id":"doi:10.1145/3173574.3173978","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3173574.3173978","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://napier-repository.worktribe.com/preview/1320990/CHI18-ImprovingUserConfidence.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101479765","display_name":"Pierre Le Bras","orcid":"https://orcid.org/0000-0002-0670-6552"},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pierre Le Bras","raw_affiliation_strings":["Heriot-Watt University, Edinburgh, Midlothian, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University, Edinburgh, Midlothian, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041721293","display_name":"David A. Robb","orcid":"https://orcid.org/0000-0003-4514-959X"},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David A. Robb","raw_affiliation_strings":["Heriot-Watt University, Edinburgh, Midlothian, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University, Edinburgh, Midlothian, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009445729","display_name":"Thomas S. Methven","orcid":"https://orcid.org/0000-0002-9518-3596"},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas S. Methven","raw_affiliation_strings":["Heriot-Watt University, Edinburgh, Midlothian, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University, Edinburgh, Midlothian, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019032728","display_name":"Stefano Padilla","orcid":"https://orcid.org/0000-0002-7104-8349"},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stefano Padilla","raw_affiliation_strings":["Heriot-Watt University, Edinburgh, Midlothian, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University, Edinburgh, Midlothian, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040482568","display_name":"Mike J. Chantler","orcid":"https://orcid.org/0000-0002-8381-1751"},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mike J. Chantler","raw_affiliation_strings":["Heriot-Watt University, Edinburgh, Midlothian, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University, Edinburgh, Midlothian, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6961,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.88401818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9980999827384949,"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/clarity","display_name":"CLARITY","score":0.842719316482544},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7160782217979431},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.6958705186843872},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5117461681365967},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4533117115497589},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3834906816482544},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.36191076040267944},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32312285900115967}],"concepts":[{"id":"https://openalex.org/C2777146004","wikidata":"https://www.wikidata.org/wiki/Q14949826","display_name":"CLARITY","level":2,"score":0.842719316482544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7160782217979431},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.6958705186843872},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5117461681365967},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4533117115497589},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3834906816482544},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.36191076040267944},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32312285900115967},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3173574.3173978","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3173574.3173978","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:repository@napier.ac.uk:1320980","is_oa":true,"landing_page_url":"https://napier-repository.worktribe.com/output/1320980","pdf_url":"https://napier-repository.worktribe.com/preview/1320990/CHI18-ImprovingUserConfidence.pdf","source":{"id":"https://openalex.org/S4306402591","display_name":"Edinburgh Napier Research Repository (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},{"id":"pmh:oai:napier-surface.worktribe.com:1320980","is_oa":true,"landing_page_url":"https://napier-surface.worktribe.com/1320980/1/Improving%20User%20Confidence%20in%20Concept%20Maps%3A%20Exploring%20Data%20Driven%20Explanations","pdf_url":null,"source":{"id":"https://openalex.org/S4306400544","display_name":"Research Output (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":{"id":"pmh:oai:repository@napier.ac.uk:1320980","is_oa":true,"landing_page_url":"https://napier-repository.worktribe.com/output/1320980","pdf_url":"https://napier-repository.worktribe.com/preview/1320990/CHI18-ImprovingUserConfidence.pdf","source":{"id":"https://openalex.org/S4306402591","display_name":"Edinburgh Napier Research Repository (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G2838024195","display_name":"UK Robotics and Artificial Intelligence Hub for Offshore Energy Asset Integrity Management","funder_award_id":"EP/R026173/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4769159658","display_name":"Digital Personhood Network","funder_award_id":"EP/L012626/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8602921712","display_name":null,"funder_award_id":"EP/R026173","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320311518","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2783302842.pdf","grobid_xml":"https://content.openalex.org/works/W2783302842.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W86985864","https://openalex.org/W104553443","https://openalex.org/W649953152","https://openalex.org/W1502071157","https://openalex.org/W1531774733","https://openalex.org/W1549093959","https://openalex.org/W1565377632","https://openalex.org/W1576460547","https://openalex.org/W1602220440","https://openalex.org/W1823329909","https://openalex.org/W1880262756","https://openalex.org/W1964791670","https://openalex.org/W1965434963","https://openalex.org/W1969224847","https://openalex.org/W1976161616","https://openalex.org/W1980068489","https://openalex.org/W1981425990","https://openalex.org/W1984519402","https://openalex.org/W1996250973","https://openalex.org/W2001141328","https://openalex.org/W2003970683","https://openalex.org/W2025544150","https://openalex.org/W2032433185","https://openalex.org/W2041322477","https://openalex.org/W2049967574","https://openalex.org/W2063639707","https://openalex.org/W2064133037","https://openalex.org/W2065434594","https://openalex.org/W2080799411","https://openalex.org/W2081093195","https://openalex.org/W2085081981","https://openalex.org/W2088987104","https://openalex.org/W2089621285","https://openalex.org/W2099966724","https://openalex.org/W2100484636","https://openalex.org/W2101732210","https://openalex.org/W2116354394","https://openalex.org/W2118762351","https://openalex.org/W2123932410","https://openalex.org/W2124957865","https://openalex.org/W2133761762","https://openalex.org/W2135415614","https://openalex.org/W2141018272","https://openalex.org/W2141461755","https://openalex.org/W2148413148","https://openalex.org/W2154157725","https://openalex.org/W2154396921","https://openalex.org/W2157363237","https://openalex.org/W2158934860","https://openalex.org/W2158949540","https://openalex.org/W2159611455","https://openalex.org/W2174706414","https://openalex.org/W2229908198","https://openalex.org/W2282821441","https://openalex.org/W2291790179","https://openalex.org/W2323537747","https://openalex.org/W2390008750","https://openalex.org/W2403343111","https://openalex.org/W2466313891","https://openalex.org/W2474265885","https://openalex.org/W2509916105","https://openalex.org/W2521368330","https://openalex.org/W2611405151","https://openalex.org/W2906151105","https://openalex.org/W2992302334","https://openalex.org/W3022452870","https://openalex.org/W3023293374","https://openalex.org/W3214833809","https://openalex.org/W4231510805","https://openalex.org/W4293114085"],"related_works":["https://openalex.org/W2086338133","https://openalex.org/W4367679314","https://openalex.org/W225526533","https://openalex.org/W2009234990","https://openalex.org/W2078361494","https://openalex.org/W4244083766","https://openalex.org/W2091016074","https://openalex.org/W2023583523","https://openalex.org/W2134615400","https://openalex.org/W26869551"],"abstract_inverted_index":{"Automated":[0],"tools":[1,140],"are":[2,42],"increasingly":[3],"being":[4],"used":[5],"to":[6,15,45],"generate":[7],"highly":[8],"engaging":[9],"concept":[10,128],"maps":[11],"as":[12],"an":[13],"aid":[14],"strategic":[16],"planning":[17],"and":[18,41,81,91,112,116,141],"other":[19],"decision-making":[20],"tasks.":[21],"Unless":[22],"stakeholders":[23],"can":[24,135],"understand":[25],"the":[26,29,58,103,124,127],"principles":[27],"of":[28,63,123,126,138],"underlying":[30],"layout":[31,93,117],"process,":[32],"however,":[33],"we":[34,52,83],"have":[35],"found":[36],"that":[37,102,113],"they":[38],"lack":[39],"confidence":[40,62,108],"therefore":[43],"reluctant":[44],"use":[46,84],"these":[47,133],"maps.":[48,129],"In":[49],"this":[50],"paper,":[51],"present":[53],"a":[54],"qualitative":[55],"study":[56],"exploring":[57],"effect":[59],"on":[60,89],"users'":[61,121],"using":[64],"data-driven":[65,104],"explanation":[66,86],"mechanisms,":[67],"by":[68],"conducting":[69],"in-depth":[70],"scenario-based":[71],"interviews":[72],"with":[73],"ten":[74],"participants.":[75],"To":[76],"provide":[77],"diversity":[78],"in":[79,98,109],"stimulus":[80],"approach":[82],"two":[85],"mechanisms":[87],"based":[88],"projection":[90],"agglomerative":[92],"methods.":[94],"The":[95],"themes":[96],"exposed":[97],"our":[99],"results":[100],"indicate":[101],"explanations":[105],"improved":[106],"user":[107,143],"several":[110],"ways,":[111],"process":[114],"clarity":[115],"density":[118],"also":[119],"affected":[120],"views":[122],"credibility":[125],"We":[130],"discuss":[131],"how":[132],"factors":[134],"increase":[136],"uptake":[137],"automated":[139],"affect":[142],"confidence.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2018-01-26T00:00:00"}
