{"id":"https://openalex.org/W7141209500","doi":"https://doi.org/10.48550/arxiv.2603.25186","title":"Knowledge-Guided Retrieval-Augmented Generation for Zero-Shot Psychiatric Data: Privacy Preserving Synthetic Data Generation","display_name":"Knowledge-Guided Retrieval-Augmented Generation for Zero-Shot Psychiatric Data: Privacy Preserving Synthetic Data Generation","publication_year":2026,"publication_date":"2026-03-26","ids":{"openalex":"https://openalex.org/W7141209500","doi":"https://doi.org/10.48550/arxiv.2603.25186"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.25186","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25186","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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.25186","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106249843","display_name":"Adam Tilmar Jakobsen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jakobsen, Adam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089611382","display_name":"Sushant Gautam","orcid":"https://orcid.org/0000-0001-9232-2661"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gautam, Sushant","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001144517","display_name":"Hugo L. Hammer","orcid":"https://orcid.org/0000-0001-9429-7148"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hammer, Hugo Lewi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008840855","display_name":"Susanne Olofsdotter","orcid":"https://orcid.org/0000-0002-8114-8386"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Olofsdotter, Susanne","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130787018","display_name":"Miriam S Johanson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Johanson, Miriam S","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130735866","display_name":"P\u00e5l Halvorsen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Halvorsen, P\u00e5l","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5130794381","display_name":"Vajira Thambawita","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thambawita, Vajira","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":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.6990000009536743,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.6990000009536743,"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/T12488","display_name":"Mental Health via Writing","score":0.08950000256299973,"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":0.032999999821186066,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7885000109672546},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.5583000183105469},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.504800021648407},{"id":"https://openalex.org/keywords/social-anxiety","display_name":"Social anxiety","score":0.461899995803833},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.4293999969959259},{"id":"https://openalex.org/keywords/linkage","display_name":"Linkage (software)","score":0.40869998931884766},{"id":"https://openalex.org/keywords/generalized-anxiety-disorder","display_name":"Generalized anxiety disorder","score":0.37389999628067017},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.36739999055862427},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.36090001463890076}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7885000109672546},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6425999999046326},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.5583000183105469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.507099986076355},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.504800021648407},{"id":"https://openalex.org/C2777545354","wikidata":"https://www.wikidata.org/wiki/Q3557657","display_name":"Social anxiety","level":3,"score":0.461899995803833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4618000090122223},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.4293999969959259},{"id":"https://openalex.org/C31266012","wikidata":"https://www.wikidata.org/wiki/Q6554340","display_name":"Linkage (software)","level":3,"score":0.40869998931884766},{"id":"https://openalex.org/C2779911313","wikidata":"https://www.wikidata.org/wiki/Q845224","display_name":"Generalized anxiety disorder","level":3,"score":0.37389999628067017},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.36739999055862427},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.36090001463890076},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35740000009536743},{"id":"https://openalex.org/C142210648","wikidata":"https://www.wikidata.org/wiki/Q1266546","display_name":"Record linkage","level":3,"score":0.35600000619888306},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.34389999508857727},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33550000190734863},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.31610000133514404},{"id":"https://openalex.org/C2777529043","wikidata":"https://www.wikidata.org/wiki/Q741713","display_name":"Panic disorder","level":3,"score":0.3084000051021576},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2939000129699707},{"id":"https://openalex.org/C123273963","wikidata":"https://www.wikidata.org/wiki/Q624758","display_name":"Psychopathology","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C2780712732","wikidata":"https://www.wikidata.org/wiki/Q208450","display_name":"Panic","level":3,"score":0.28130000829696655},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2687000036239624},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.26019999384880066}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.25186","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25186","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":"doi:10.48550/arxiv.2603.25186","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25186","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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AI":[0],"systems":[1],"in":[2,40,161,218],"healthcare":[3],"research":[4],"have":[5],"shown":[6],"potential":[7,112],"to":[8,22,77,202],"increase":[9],"patient":[10,24],"throughput":[11],"and":[12,54,61,100,109,134,143,155,164,177,195],"assist":[13],"clinicians,":[14],"yet":[15],"progress":[16],"is":[17,150],"constrained":[18],"by":[19],"limited":[20],"access":[21],"real":[23,107,189,228],"data.":[25,81],"To":[26],"address":[27],"this":[28],"issue,":[29],"we":[30],"present":[31],"a":[32,181,196,210],"zero-shot,":[33],"knowledge-guided":[34],"framework":[35],"for":[36,93],"psychiatric":[37,225],"tabular":[38,95],"data":[39,96,108,226],"which":[41,104],"large":[42],"language":[43],"models":[44,84,92],"(LLMs)":[45],"are":[46,230],"steered":[47],"via":[48],"Retrieval-Augmented":[49],"Generation":[50],"using":[51,71],"the":[52,62,140,147,157,188],"Diagnostic":[53],"Statistical":[55],"Manual":[56],"of":[57,65,74,103],"Mental":[58],"Disorders":[59],"(DSM-5)":[60],"International":[63],"Classification":[64],"Diseases":[66],"(ICD-10).":[67],"We":[68],"conducted":[69],"experiments":[70],"different":[72],"combinations":[73],"knowledge":[75,220],"bases":[76],"generate":[78],"privacy-preserving":[79,223],"synthetic":[80,94,224],"The":[82],"resulting":[83],"were":[85],"benchmarked":[86],"against":[87],"two":[88],"state-of-the-art":[89],"deep":[90],"learning":[91],"generation,":[97],"namely":[98],"CTGAN":[99,137],"TVAE,":[101],"both":[102],"rely":[105],"on":[106,118,152],"therefore":[110],"entail":[111],"privacy":[113],"risks.":[114],"Evaluation":[115],"was":[116],"performed":[117],"six":[119],"anxiety-related":[120],"disorders:":[121],"specific":[122],"phobia,":[123],"social":[124,165],"anxiety":[125,129,132,163],"disorder,":[126,130,133],"agoraphobia,":[127],"generalized":[128],"separation":[131,162],"panic":[135],"disorder.":[136],"typically":[138],"achieves":[139],"best":[141],"marginals":[142],"multivariate":[144],"structure,":[145],"while":[146],"knowledge-augmented":[148],"LLM":[149,191,217],"competitive":[151],"pairwise":[153,159,178],"structure":[154],"attains":[156],"lowest":[158],"error":[160],"anxiety.":[166],"An":[167],"ablation":[168],"study":[169],"shows":[170],"that":[171,187],"clinical":[172,219],"retrieval":[173],"reliably":[174],"improves":[175],"univariate":[176],"fidelity":[179],"over":[180],"no-retrieval":[182],"LLM.":[183],"Privacy":[184],"analyses":[185],"indicate":[186],"data-free":[190],"yields":[192],"modest":[193],"overlaps":[194],"low":[197,211],"average":[198],"linkage":[199],"risk":[200],"comparable":[201],"CTGAN,":[203],"whereas":[204],"TVAE":[205],"exhibits":[206],"extensive":[207],"duplication":[208],"despite":[209],"k-map":[212],"score.":[213],"Overall,":[214],"grounding":[215],"an":[216],"enables":[221],"high-quality,":[222],"when":[227],"datasets":[229],"unavailable":[231],"or":[232],"cannot":[233],"be":[234],"shared.":[235]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-28T00:00:00"}
