{"id":"https://openalex.org/W7134037663","doi":"https://doi.org/10.48550/arxiv.2603.04754","title":"VizCrit: Exploring Strategies for Displaying Computational Feedback in a Visual Design Tool","display_name":"VizCrit: Exploring Strategies for Displaying Computational Feedback in a Visual Design Tool","publication_year":2026,"publication_date":"2026-03-05","ids":{"openalex":"https://openalex.org/W7134037663","doi":"https://doi.org/10.48550/arxiv.2603.04754"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.04754","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033986910","display_name":"Mingyi Li","orcid":"https://orcid.org/0000-0002-7192-7407"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Mingyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010072813","display_name":"M. Chen","orcid":"https://orcid.org/0009-0002-2357-6654"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Mengyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128274840","display_name":"Sarah Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Sarah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127806376","display_name":"Yining Cao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cao, Yining","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016819583","display_name":"Haijun Xia","orcid":"https://orcid.org/0000-0002-9425-0881"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xia, Haijun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088925151","display_name":"Maitraye Das","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Das, Maitraye","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051426773","display_name":"Steven P. Dow","orcid":"https://orcid.org/0000-0002-1354-9866"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dow, Steven P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128224996","display_name":"Jane L. E","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"E, Jane L.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20412041,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.5145000219345093,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.5145000219345093,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11079","display_name":"Creativity in Education and Neuroscience","score":0.12759999930858612,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.08100000023841858,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.8219000101089478},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.637499988079071},{"id":"https://openalex.org/keywords/communication-design","display_name":"Communication design","score":0.5286999940872192},{"id":"https://openalex.org/keywords/design-tool","display_name":"Design tool","score":0.4731000065803528},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.40290001034736633},{"id":"https://openalex.org/keywords/visual-feedback","display_name":"Visual feedback","score":0.40149998664855957},{"id":"https://openalex.org/keywords/visual-perception","display_name":"Visual perception","score":0.35989999771118164},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3345000147819519}],"concepts":[{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.8219000101089478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6579999923706055},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6424000263214111},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.637499988079071},{"id":"https://openalex.org/C41022531","wikidata":"https://www.wikidata.org/wiki/Q333657","display_name":"Communication design","level":2,"score":0.5286999940872192},{"id":"https://openalex.org/C2777466363","wikidata":"https://www.wikidata.org/wiki/Q17008971","display_name":"Design tool","level":2,"score":0.4731000065803528},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.40290001034736633},{"id":"https://openalex.org/C3020716817","wikidata":"https://www.wikidata.org/wiki/Q4132092","display_name":"Visual feedback","level":2,"score":0.40149998664855957},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.35989999771118164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34950000047683716},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3345000147819519},{"id":"https://openalex.org/C33276779","wikidata":"https://www.wikidata.org/wiki/Q1943363","display_name":"Design elements and principles","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C144229578","wikidata":"https://www.wikidata.org/wiki/Q3467934","display_name":"Design education","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.29589998722076416},{"id":"https://openalex.org/C139140526","wikidata":"https://www.wikidata.org/wiki/Q8034614","display_name":"Job design","level":4,"score":0.28790000081062317},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28630000352859497},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2825999855995178},{"id":"https://openalex.org/C52641369","wikidata":"https://www.wikidata.org/wiki/Q1426250","display_name":"Creativity technique","level":3,"score":0.28119999170303345},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C206674616","wikidata":"https://www.wikidata.org/wiki/Q7038222","display_name":"Program Design Language","level":2,"score":0.25760000944137573}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.04754","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Article"},{"id":"doi:10.48550/arxiv.2603.04754","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.04754","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.04754","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.47132083773612976,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Visual":[0],"design":[1,27,59,95,114,160],"instructors":[2],"often":[3],"provide":[4],"multi-modal":[5],"feedback,":[6,18,42,123],"mixing":[7],"annotations":[8,38],"with":[9,121,155],"text.":[10],"Prior":[11],"theory":[12],"emphasizes":[13],"the":[14,46,75,135,144],"importance":[15],"of":[16,48,55,58,98,146],"actionable":[17],"where":[19],"\"actionability\"":[20],"lies":[21],"on":[22,127],"a":[23,67,88,94],"spectrum--from":[24],"surfacing":[25],"relevant":[26],"concepts":[28],"to":[29,112,150],"suggesting":[30],"concrete":[31],"fixes.":[32],"How":[33],"might":[34],"creativity":[35,119,128],"tools":[36],"implement":[37],"that":[39,73,108],"support":[40],"such":[41],"and":[43,61,83,116,158],"how":[44],"does":[45],"actionability":[47,76,149],"feedback":[49,72,110,148],"impact":[50],"novices'":[51],"process-related":[52],"behaviors,":[53],"perceptions":[54],"creativity,":[56],"learning":[57],"principles,":[60],"overall":[62],"outcomes?":[63],"We":[64,106,133],"introduce":[65],"VizCrit,":[66],"system":[68],"for":[69,137],"providing":[70],"computational":[71],"supports":[74],"spectrum,":[77],"realized":[78],"through":[79],"algorithmic":[80],"issue":[81],"detection":[82],"visual":[84],"annotation":[85],"generation.":[86],"In":[87],"between-subjects":[89],"study":[90],"(N=36),":[91],"novices":[92,152],"revised":[93],"under":[96],"one":[97],"three":[99],"conditions:":[100],"textbook-based,":[101],"awareness-centered,":[102],"or":[103],"solution-centered":[104,109],"feedback.":[105],"found":[107],"led":[111],"fewer":[113],"issues":[115],"higher":[117],"self-perceived":[118],"compared":[120],"textbook-based":[122],"although":[124],"expert":[125],"ratings":[126],"showed":[129],"no":[130],"significant":[131],"differences.":[132],"discuss":[134],"implications":[136],"AI":[138],"in":[139],"Creativity":[140],"Support":[141],"Tools,":[142],"including":[143],"potential":[145],"calibrating":[147],"help":[151],"balance":[153],"productivity":[154],"learning,":[156],"growth,":[157],"developing":[159],"awareness.":[161]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-03-07T00:00:00"}
