{"id":"https://openalex.org/W7159029883","doi":"https://doi.org/10.4230/dagrep.15.8.62","title":"Natural Language Processing for Mental Health (Dagstuhl Seminar 25361)","display_name":"Natural Language Processing for Mental Health (Dagstuhl Seminar 25361)","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7159029883","doi":"https://doi.org/10.4230/dagrep.15.8.62"},"language":"en","primary_location":{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:159991","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Atzil-Slonim=3ADana=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Artikel"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://drops.dagstuhl.de/entities/document/10.4230/DagRep.15.8.62","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120650732","display_name":"Dana Atzil-Slonim","orcid":null},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Atzil-Slonim, Dana","raw_affiliation_strings":["Bar-Ilan University - Ramat-Gan, IL"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bar-Ilan University - Ramat-Gan, IL","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134906394","display_name":"Iryna Gurevych","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gurevych, Iryna","raw_affiliation_strings":["Department of Computer Science, TU Darmstadt, DE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, TU Darmstadt, DE","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134909461","display_name":"Dirk Hovy","orcid":null},"institutions":[{"id":"https://openalex.org/I71209653","display_name":"Bocconi University","ror":"https://ror.org/05crjpb27","country_code":"IT","type":"education","lineage":["https://openalex.org/I71209653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Hovy, Dirk","raw_affiliation_strings":["Bocconi University - Milan, IT"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bocconi University - Milan, IT","institution_ids":["https://openalex.org/I71209653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134905212","display_name":"Diyi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang, Diyi","raw_affiliation_strings":["Stanford University, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University, US","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.49109971,"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/T12488","display_name":"Mental Health via Writing","score":0.83160001039505,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.83160001039505,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11519","display_name":"Digital Mental Health Interventions","score":0.1298999935388565,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.004100000020116568,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.7932999730110168},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.45329999923706055},{"id":"https://openalex.org/keywords/breakout","display_name":"Breakout","score":0.45089998841285706},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.38839998841285706},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.33899998664855957},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.337799996137619}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.7932999730110168},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.45329999923706055},{"id":"https://openalex.org/C2778091849","wikidata":"https://www.wikidata.org/wiki/Q4959649","display_name":"Breakout","level":2,"score":0.45089998841285706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42730000615119934},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.40610000491142273},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.38839998841285706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.353300005197525},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34310001134872437},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.33899998664855957},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3179999887943268},{"id":"https://openalex.org/C2992695702","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental healthcare","level":3,"score":0.3160000145435333},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2939000129699707},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.27810001373291016},{"id":"https://openalex.org/C47602998","wikidata":"https://www.wikidata.org/wiki/Q2588869","display_name":"Language barrier","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.2590000033378601},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.25859999656677246}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:159991","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Atzil-Slonim=3ADana=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Artikel"},{"id":"pmh:oai:drops-oai.dagstuhl.de:25778","is_oa":true,"landing_page_url":"https://drops.dagstuhl.de/entities/document/10.4230/DagRep.15.8.62","pdf_url":null,"source":{"id":"https://openalex.org/S4377196569","display_name":"DROPS (Schloss Dagstuhl \u2013 Leibniz Center for Informatics)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799853480","host_organization_name":"Schloss Dagstuhl \u2013 Leibniz Center for Informatics","host_organization_lineage":["https://openalex.org/I2799853480"],"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:10.4230/dagrep.15.8.62","is_oa":true,"landing_page_url":"https://doi.org/10.4230/dagrep.15.8.62","pdf_url":null,"source":null,"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":"Report"}],"best_oa_location":{"id":"pmh:oai:drops-oai.dagstuhl.de:25778","is_oa":true,"landing_page_url":"https://drops.dagstuhl.de/entities/document/10.4230/DagRep.15.8.62","pdf_url":null,"source":{"id":"https://openalex.org/S4377196569","display_name":"DROPS (Schloss Dagstuhl \u2013 Leibniz Center for Informatics)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799853480","host_organization_name":"Schloss Dagstuhl \u2013 Leibniz Center for Informatics","host_organization_lineage":["https://openalex.org/I2799853480"],"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":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4139856696128845}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"NLP":[0,36,64,161,181,201,247],"has":[1,182],"made":[2,35],"remarkable":[3],"progress":[4],"in":[5,11,137,214,258],"recent":[6],"years,":[7],"driven":[8],"by":[9],"breakthroughs":[10],"large":[12],"language":[13],"models":[14,37],"(LLMs)":[15],"and":[16,29,69,102,112,119,128,153,162,194,206,211,220,228,235,243],"the":[17,92,95,103,125,129,170,173,183,241,252],"availability":[18,105],"of":[19,40,106,172,245],"large-scale":[20],"datasets":[21],"such":[22],"as":[23],"social":[24],"media":[25],"posts,":[26],"online":[27],"forums,":[28],"patient":[30],"records.":[31],"These":[32],"advances":[33],"have":[34],"highly":[38],"capable":[39],"extracting":[41],"valuable":[42],"insights":[43],"from":[44],"text":[45],"data":[46],"related":[47],"to":[48,157,185],"mental":[49,99,107,155,166,187,191,217,249],"health.":[50],"This":[51,141],"development":[52],"raises":[53],"two":[54],"natural":[55],"questions:":[56],"(1)":[57],"How":[58],"well,":[59],"if":[60],"at":[61,177],"all,":[62],"can":[63,164,202],"enable":[65],"early":[66],"detection,":[67],"diagnosis,":[68],"intervention":[70],"-":[71],"not":[72],"only":[73],"for":[74,81,98,248,254],"patients":[75],"or":[76,83],"support":[77,84,114,165],"seekers":[78],"but":[79],"also":[80],"therapists":[82],"providers?":[85],"(2)":[86],"Can":[87],"NLP-driven":[88],"solutions":[89],"help":[90,203],"bridge":[91],"gap":[93],"between":[94],"escalating":[96],"demand":[97],"health":[100,108,156,167,218],"resources":[101],"limited":[104],"professionals,":[109],"providing":[110],"scalable":[111],"immediate":[113],"through":[115],"chatbots,":[116],"virtual":[117],"therapists,":[118],"data-driven":[120],"interventions?":[121],"Both":[122],"questions":[123],"address":[124],"technical":[126],"feasibility":[127],"ethical":[130],"concerns":[131,223],"about":[132],"using":[133],"a":[134,138],"developing":[135],"technology":[136],"sensitive":[139],"application.":[140],"Dagstuhl":[142],"Seminar":[143],"brought":[144],"together":[145],"researchers":[146],"across":[147],"NLP,":[148],"clinical":[149],"science,":[150],"human\u2013computer":[151],"interaction,":[152],"digital":[154],"reflect":[158],"on":[159],"how":[160,190,195,200],"AI":[163],"outcomes.":[168],"Over":[169],"course":[171],"week,":[174],"we":[175],"looked":[176],"key":[178],"areas":[179],"where":[180],"potential":[184],"transform":[186],"health:":[188],"understanding":[189],"states":[192],"change":[193,197],"therapeutic":[196],"occurs;":[198],"exploring":[199],"therapist":[204],"training":[205],"feedback;":[207],"identifying":[208],"technological":[209],"gaps":[210],"multilingual":[212],"challenges":[213],"building":[215],"reliable":[216],"models;":[219],"addressing":[221],"pressing":[222],"around":[224],"evaluation,":[225],"validation,":[226],"privacy,":[227],"ethics.":[229],"Through":[230],"vision":[231],"talks,":[232],"lightning":[233],"sessions,":[234],"breakout":[236],"groups,":[237],"participants":[238],"explored":[239],"both":[240],"opportunities":[242],"limitations":[244],"deploying":[246],"health,":[250],"laying":[251],"groundwork":[253],"responsible,":[255],"interdisciplinary":[256],"research":[257],"this":[259],"vital":[260],"direction.":[261]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-01T00:00:00"}