{"id":"https://openalex.org/W2517248918","doi":"https://doi.org/10.18653/v1/w16-3212","title":"Text2voronoi: An Image-driven Approach to Differential Diagnosis","display_name":"Text2voronoi: An Image-driven Approach to Differential Diagnosis","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2517248918","doi":"https://doi.org/10.18653/v1/w16-3212","mag":"2517248918"},"language":"en","primary_location":{"id":"doi:10.18653/v1/w16-3212","is_oa":false,"landing_page_url":"https://doi.org/10.18653/v1/w16-3212","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th Workshop on Vision and Language","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008340710","display_name":"Alexander Mehler","orcid":"https://orcid.org/0000-0003-2567-7539"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alexander Mehler","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088017296","display_name":"Tolga Uslu","orcid":"https://orcid.org/0000-0003-0053-5956"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tolga Uslu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5038751969","display_name":"Wahed Hemati","orcid":"https://orcid.org/0000-0002-5477-2538"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wahed Hemati","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008340710"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.89,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8433468,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"80","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9983000159263611,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9983000159263611,"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/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.7197211980819702},{"id":"https://openalex.org/keywords/differential-diagnosis","display_name":"Differential diagnosis","score":0.6724936366081238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6361632943153381},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6036030650138855},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.588824450969696},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5749714374542236},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.542323887348175},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5223406553268433},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5083183646202087},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.49899959564208984},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44691309332847595},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4217304289340973},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3339264988899231},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.3326653838157654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2872017025947571},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1903741955757141},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.11729368567466736}],"concepts":[{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.7197211980819702},{"id":"https://openalex.org/C2780801072","wikidata":"https://www.wikidata.org/wiki/Q837512","display_name":"Differential diagnosis","level":2,"score":0.6724936366081238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6361632943153381},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6036030650138855},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.588824450969696},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5749714374542236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.542323887348175},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5223406553268433},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5083183646202087},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.49899959564208984},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44691309332847595},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4217304289340973},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3339264988899231},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.3326653838157654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2872017025947571},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1903741955757141},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11729368567466736},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","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},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/w16-3212","is_oa":false,"landing_page_url":"https://doi.org/10.18653/v1/w16-3212","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th Workshop on Vision and Language","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W77951312","https://openalex.org/W184303886","https://openalex.org/W571491959","https://openalex.org/W1546150263","https://openalex.org/W1956885672","https://openalex.org/W1970379189","https://openalex.org/W1972978393","https://openalex.org/W1982524865","https://openalex.org/W1990076359","https://openalex.org/W1997313699","https://openalex.org/W2000744668","https://openalex.org/W2042582653","https://openalex.org/W2109636054","https://openalex.org/W2114443277","https://openalex.org/W2146089916","https://openalex.org/W2153579005","https://openalex.org/W2171802301","https://openalex.org/W2171879071","https://openalex.org/W2250471514","https://openalex.org/W2313947547","https://openalex.org/W2578952363"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W1969219540","https://openalex.org/W2370459448","https://openalex.org/W2105067402"],"abstract_inverted_index":{"Differential":[0],"diagnosis":[1,70],"aims":[2],"at":[3],"distinguishing":[4],"between":[5,32],"diseases":[6],"causing":[7],"similar":[8],"symptoms.":[9],"This":[10],"is":[11,44],"exemplified":[12],"by":[13],"epilepsies":[14],"and":[15,139],"dissociative":[16],"disorders.":[17],"Recently,":[18],"it":[19,43],"has":[20],"been":[21],"shown":[22],"that":[23,145],"linguistic":[24,83,88,108],"features":[25,115],"of":[26,64,74,90,134,137],"physician-patient":[27,91],"talks":[28,92,136],"allow":[29],"for":[30,47,60],"differentiating":[31],"these":[33],"two":[34],"diseases.":[35],"Since":[36],"this":[37,51],"method":[38],"relies":[39],"on":[40,82,152],"trained":[41],"linguists,":[42],"not":[45,106],"suitable":[46],"daily":[48],"use.":[49],"In":[50,77],"paper,":[52],"we":[53,86,104,124,143],"introduce":[54],"a":[55,72],"novel":[56],"approach,":[57],"called":[58],"text2voronoi,":[59],"utilizing":[61],"the":[62,118,153],"paradigm":[63],"text":[65,75],"visualization":[66],"to":[67,93,102,128],"reconstruct":[68],"differential":[69,84,130],"as":[71],"task":[73],"categorization.":[76],"line":[78],"with":[79],"current":[80],"research":[81],"diagnosis,":[85],"explore":[87,113],"characteristics":[89],"span":[94],"our":[95,146],"feature":[96,109],"space.":[97],"However,":[98],"unlike":[99],"standard":[100],"approaches":[101],"categorization,":[103],"do":[105],"use":[107],"spaces":[110],"directly,":[111],"but":[112],"visual":[114],"derived":[116],"from":[117],"talks\u2019":[119],"pictorial":[120],"representations.":[121],"That":[122],"is,":[123],"provide":[125],"an":[126],"approach":[127,147],"image-driven":[129],"diagnosis.":[131],"By":[132],"example":[133],"24":[135],"epileptics":[138],"dissociatively":[140],"disordered":[141],"patients,":[142],"show":[144],"outperforms":[148],"its":[149],"counterpart":[150],"based":[151],"bag-of-words":[154],"model.":[155]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}