{"id":"https://openalex.org/W4416366455","doi":"https://doi.org/10.1109/tvcg.2025.3634830","title":"Deconstructing Implicit Beliefs in Visual Data Journalism: Unstable Meanings Behind Data as Truth & Design for Insight","display_name":"Deconstructing Implicit Beliefs in Visual Data Journalism: Unstable Meanings Behind Data as Truth & Design for Insight","publication_year":2025,"publication_date":"2025-11-19","ids":{"openalex":"https://openalex.org/W4416366455","doi":"https://doi.org/10.1109/tvcg.2025.3634830","pmid":"https://pubmed.ncbi.nlm.nih.gov/41259189"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2025.3634830","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3634830","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://osf.io/5fr48","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ke Er Amy Zhang","orcid":"https://orcid.org/0009-0006-9132-006X"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Ke Er Amy Zhang","raw_affiliation_strings":["Univ. of Bergen, Norway"],"raw_orcid":"https://orcid.org/0009-0006-9132-006X","affiliations":[{"raw_affiliation_string":"Univ. of Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065018982","display_name":"Jodie Jenkinson","orcid":"https://orcid.org/0000-0002-4066-9732"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jodie Jenkinson","raw_affiliation_strings":["Univ. of Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0002-4066-9732","affiliations":[{"raw_affiliation_string":"Univ. of Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011301258","display_name":"Laura Garrison","orcid":"https://orcid.org/0000-0001-7134-2006"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Laura Garrison","raw_affiliation_strings":["Univ. of Bergen, Norway"],"raw_orcid":"https://orcid.org/0000-0001-7134-2006","affiliations":[{"raw_affiliation_string":"Univ. of Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.475,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67144497,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"32","issue":"1","first_page":"1350","last_page":"1360"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.8597999811172485,"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":0.8597999811172485,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.019899999722838402,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.01549999974668026,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deconstruction","display_name":"Deconstruction (building)","score":0.7404999732971191},{"id":"https://openalex.org/keywords/storytelling","display_name":"Storytelling","score":0.554099977016449},{"id":"https://openalex.org/keywords/sociotechnical-system","display_name":"Sociotechnical system","score":0.4999000132083893},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4830000102519989},{"id":"https://openalex.org/keywords/visual-research","display_name":"Visual research","score":0.47749999165534973},{"id":"https://openalex.org/keywords/meaning","display_name":"Meaning (existential)","score":0.4578999876976013},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4569999873638153},{"id":"https://openalex.org/keywords/cognitive-reframing","display_name":"Cognitive reframing","score":0.4505000114440918},{"id":"https://openalex.org/keywords/sensemaking","display_name":"Sensemaking","score":0.44830000400543213},{"id":"https://openalex.org/keywords/strict-constructionism","display_name":"Strict constructionism","score":0.39910000562667847}],"concepts":[{"id":"https://openalex.org/C138855539","wikidata":"https://www.wikidata.org/wiki/Q3536388","display_name":"Deconstruction (building)","level":2,"score":0.7404999732971191},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.5852000117301941},{"id":"https://openalex.org/C2776538412","wikidata":"https://www.wikidata.org/wiki/Q989963","display_name":"Storytelling","level":3,"score":0.554099977016449},{"id":"https://openalex.org/C127627568","wikidata":"https://www.wikidata.org/wiki/Q1639361","display_name":"Sociotechnical system","level":2,"score":0.4999000132083893},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4830000102519989},{"id":"https://openalex.org/C2775977372","wikidata":"https://www.wikidata.org/wiki/Q17147499","display_name":"Visual research","level":2,"score":0.47749999165534973},{"id":"https://openalex.org/C2780876879","wikidata":"https://www.wikidata.org/wiki/Q3054749","display_name":"Meaning (existential)","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4569999873638153},{"id":"https://openalex.org/C187029079","wikidata":"https://www.wikidata.org/wiki/Q958679","display_name":"Cognitive reframing","level":2,"score":0.4505000114440918},{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.44830000400543213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44339999556541443},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.4153999984264374},{"id":"https://openalex.org/C154350673","wikidata":"https://www.wikidata.org/wiki/Q7623615","display_name":"Strict constructionism","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.3885999917984009},{"id":"https://openalex.org/C119513131","wikidata":"https://www.wikidata.org/wiki/Q11030","display_name":"Journalism","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.3644999861717224},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.3594000041484833},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.33329999446868896},{"id":"https://openalex.org/C552651612","wikidata":"https://www.wikidata.org/wiki/Q7328862","display_name":"Visual thinking","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C2856821","wikidata":"https://www.wikidata.org/wiki/Q597136","display_name":"Constructionism","level":2,"score":0.33250001072883606},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.32350000739097595},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C63075964","wikidata":"https://www.wikidata.org/wiki/Q3277307","display_name":"Visual rhetoric","level":3,"score":0.30959999561309814},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C41022531","wikidata":"https://www.wikidata.org/wiki/Q333657","display_name":"Communication design","level":2,"score":0.28940001130104065},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.2831999957561493},{"id":"https://openalex.org/C2781276458","wikidata":"https://www.wikidata.org/wiki/Q22906812","display_name":"Meaning-making","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C2777508537","wikidata":"https://www.wikidata.org/wiki/Q7936620","display_name":"Visual reasoning","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2745000123977661},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2644999921321869},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2599000036716461},{"id":"https://openalex.org/C52268767","wikidata":"https://www.wikidata.org/wiki/Q1248245","display_name":"Relational theory","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2025.3634830","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3634830","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:41259189","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41259189","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:share.osf.io:6f6613f8-5dba-44d3-9bee-f4c6f3937c55","is_oa":true,"landing_page_url":"https://osf.io/5fr48","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"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":"Project"}],"best_oa_location":{"id":"pmh:oai:share.osf.io:6f6613f8-5dba-44d3-9bee-f4c6f3937c55","is_oa":true,"landing_page_url":"https://osf.io/5fr48","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"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":"Project"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1512621015","https://openalex.org/W1564976861","https://openalex.org/W1633631835","https://openalex.org/W1971781829","https://openalex.org/W1975424506","https://openalex.org/W1979324238","https://openalex.org/W1987269142","https://openalex.org/W1988702139","https://openalex.org/W2008594005","https://openalex.org/W2013821356","https://openalex.org/W2059090723","https://openalex.org/W2097156270","https://openalex.org/W2097318140","https://openalex.org/W2108982845","https://openalex.org/W2109214573","https://openalex.org/W2140420369","https://openalex.org/W2157900633","https://openalex.org/W2163228377","https://openalex.org/W2311239099","https://openalex.org/W2313943916","https://openalex.org/W2493815167","https://openalex.org/W2736403058","https://openalex.org/W2762008185","https://openalex.org/W2770535647","https://openalex.org/W2900287891","https://openalex.org/W2900961887","https://openalex.org/W2940239237","https://openalex.org/W2949747642","https://openalex.org/W2952342347","https://openalex.org/W3029464893","https://openalex.org/W3036108767","https://openalex.org/W3092234597","https://openalex.org/W3195275799","https://openalex.org/W3204781564","https://openalex.org/W3205259242","https://openalex.org/W3208645186","https://openalex.org/W4229672445","https://openalex.org/W4237617041","https://openalex.org/W4237739761","https://openalex.org/W4241533297","https://openalex.org/W4242918116","https://openalex.org/W4243761327","https://openalex.org/W4244412586","https://openalex.org/W4249055427","https://openalex.org/W4251069133","https://openalex.org/W4251895121","https://openalex.org/W4287448283","https://openalex.org/W4297094715","https://openalex.org/W4299588845","https://openalex.org/W4301746591","https://openalex.org/W4307603975","https://openalex.org/W4315749638","https://openalex.org/W4322576410","https://openalex.org/W4322742451","https://openalex.org/W4366548422","https://openalex.org/W4366823431","https://openalex.org/W4381328123","https://openalex.org/W4386864859","https://openalex.org/W4388018862","https://openalex.org/W4388286204","https://openalex.org/W4388430708","https://openalex.org/W4389988668","https://openalex.org/W4396832570","https://openalex.org/W4396832678","https://openalex.org/W4396833136","https://openalex.org/W4400827355","https://openalex.org/W4401237113","https://openalex.org/W4402351093","https://openalex.org/W4402401999","https://openalex.org/W4402828271","https://openalex.org/W4405327929","https://openalex.org/W4408145418","https://openalex.org/W4409477154"],"related_works":[],"abstract_inverted_index":{"We":[0,20,62],"conduct":[1],"a":[2,6,22,67,78,101],"deconstructive":[3],"reading":[4],"of":[5,32,51,103,157],"qualitative":[7],"interview":[8],"study":[9],"with":[10,119],"17":[11],"visual":[12,56,93,131],"data":[13,57,94,132,163],"journalists":[14],"from":[15,25],"newsrooms":[16],"across":[17],"the":[18,30,142,154],"globe.":[19],"borrow":[21],"deconstruction":[23,72,124],"approach":[24],"literary":[26],"critique":[27],"to":[28,152],"explore":[29],"instability":[31],"meaning":[33],"in":[34,40,55,130,144],"language":[35],"and":[36,42,60,107,125,134,162],"reveal":[37],"implicit":[38,53],"beliefs":[39,54,65,90],"words":[41],"ideas.":[43],"Through":[44,112],"our":[45],"analysis":[46,86],"we":[47,115,146],"surface":[48],"two":[49],"sets":[50],"opposing":[52,83],"journalism:":[58],"objectivity/subjectivity":[59],"humanism/mechanism.":[61],"contextualize":[63],"these":[64,82,89],"through":[66],"genealogical":[68],"analysis,":[69],"which":[70,145],"brings":[71],"theory":[73],"into":[74],"practice":[75],"by":[76],"providing":[77],"historic":[79],"backdrop":[80],"for":[81,168],"perspectives.":[84],"Our":[85],"shows":[87],"that":[88],"held":[91],"within":[92],"journalism":[95],"are":[96,171],"not":[97],"self-enclosed":[98],"but":[99],"rather":[100],"product":[102],"external":[104],"societal":[105],"forces":[106],"paradigm":[108],"shifts":[109],"over":[110],"time.":[111],"this":[113,169],"work,":[114],"demonstrate":[116],"how":[117],"thinking":[118],"critical":[120],"theories":[121],"such":[122],"as":[123,147],"genealogy":[126],"can":[127],"reframe":[128],"\"success\"":[129],"storytelling":[133],"diversify":[135],"visualization":[136],"research":[137],"outcomes.":[138],"These":[139],"efforts":[140],"push":[141],"ways":[143],"researchers":[148],"produce":[149],"domain":[150],"knowledge":[151],"examine":[153],"sociotechnical":[155],"issues":[156],"today's":[158],"values":[159],"towards":[160],"datafication":[161],"visualization.":[164],"All":[165],"supplemental":[166],"materials":[167],"work":[170],"available":[172],"at":[173],"osf.io/5fr48.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-11-19T00:00:00"}