{"id":"https://openalex.org/W7171422012","doi":"https://doi.org/10.1037/abn0001143","title":"Contextual insights from large language models in ambulatory assessment: Differential reactivity of affect and self-esteem to daily events in borderline personality disorder.","display_name":"Contextual insights from large language models in ambulatory assessment: Differential reactivity of affect and self-esteem to daily events in borderline personality disorder.","publication_year":2026,"publication_date":"2026-07-27","ids":{"openalex":"https://openalex.org/W7171422012","doi":"https://doi.org/10.1037/abn0001143","pmid":"https://pubmed.ncbi.nlm.nih.gov/42507383"},"language":"en","primary_location":{"id":"doi:10.1037/abn0001143","doi":"https://doi.org/10.1037/abn0001143","is_oa":false,"landing_page_url":"https://doi.org/10.1037/abn0001143","pdf_url":null,"source":{"id":"https://openalex.org/S4210191519","display_name":"Journal of Psychopathology and Clinical Science","issn_l":"2769-7541","issn":["2769-7541","2769-755X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-3","ki-jl-1","medline","norway-1"],"host_organization":"https://openalex.org/P4310320262","host_organization_name":"American Psychological Association","host_organization_lineage":["https://openalex.org/P4310320262"],"host_organization_lineage_names":["American Psychological Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychopathology and Clinical Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"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/A5093748218","display_name":"David Levi Tekampe","orcid":"https://orcid.org/0000-0003-4022-7114","observed_orcids":["https://orcid.org/0000-0003-4022-7114"]},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"David Levi Tekampe","raw_affiliation_strings":["Department of Behavioural and Cognitive Sciences, University of Luxembourg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Behavioural and Cognitive Sciences, University of Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069133746","display_name":"Tobias D. Kockler","orcid":"https://orcid.org/0000-0003-0405-4762","observed_orcids":["https://orcid.org/0000-0003-0405-4762"]},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias D. Kockler","raw_affiliation_strings":["Institute of Sport and Sports Science, Karlsruhe Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Sport and Sports Science, Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054062821","display_name":"Ulrich Ebner\u2010Priemer","orcid":"https://orcid.org/0000-0002-2769-5944","observed_orcids":["https://orcid.org/0000-0002-2769-5944"]},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrich W. Ebner-Priemer","raw_affiliation_strings":["Institute of Sport and Sports Science, Karlsruhe Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Sport and Sports Science, Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102017361","display_name":"Ang\u00e9lica Mendes","orcid":"https://orcid.org/0009-0006-1681-4086","observed_orcids":["https://orcid.org/0009-0006-1681-4086"]},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Angelica Mendes","raw_affiliation_strings":["Department of Behavioural and Cognitive Sciences, University of Luxembourg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Behavioural and Cognitive Sciences, University of Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140622976","display_name":"Martin Bohus","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210105615","display_name":"Central Institute of Mental Health","ror":"https://ror.org/01hynnt93","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210105615"]},{"id":"https://openalex.org/I4387153978","display_name":"Medizinische Fakult\u00e4t Mannheim","ror":"https://ror.org/02m1z0a87","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153978"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Bohus","raw_affiliation_strings":["Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I4210105615","https://openalex.org/I4387153978"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063553187","display_name":"Philip Santangelo","orcid":"https://orcid.org/0000-0003-2733-701X","observed_orcids":["https://orcid.org/0000-0003-2733-701X"]},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Philip S. Santangelo","raw_affiliation_strings":["Department of Behavioural and Cognitive Sciences, University of Luxembourg"],"raw_orcid":"https://orcid.org/0000-0003-2733-701X","affiliations":[{"raw_affiliation_string":"Department of Behavioural and Cognitive Sciences, University of Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"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":0.63138234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"135","issue":"7","first_page":"1007","last_page":"1021"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.7573000192642212,"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"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.7573000192642212,"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/T11093","display_name":"Personality Disorders and Psychopathology","score":0.18619999289512634,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T12488","display_name":"Mental Health via Writing","score":0.04659999907016754,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/borderline-personality-disorder","display_name":"borderline personality disorder","score":0.9950000047683716},{"id":"https://openalex.org/keywords/ambulatory-assessment","display_name":"ambulatory assessment","score":0.9980000257492065},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9120000004768372},{"id":"https://openalex.org/keywords/event-context","display_name":"event context","score":0.5600000023841858},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"sentiment analysis","score":0.7649999856948853},{"id":"https://openalex.org/keywords/self-esteem","display_name":"self-esteem","score":0.7149999737739563},{"id":"https://openalex.org/keywords/emotional-valence","display_name":"emotional valence","score":0.9330000281333923},{"id":"https://openalex.org/keywords/tranquillity","display_name":"tranquility","score":0.843999981880188},{"id":"https://openalex.org/keywords/daily-life-events","display_name":"daily life events","score":0.6359999775886536},{"id":"https://openalex.org/keywords/emotional-reactivity","display_name":"emotional reactivity","score":0.5220000147819519},{"id":"https://openalex.org/keywords/women","display_name":"women","score":0.33799999952316284}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6905999779701233},{"id":"https://openalex.org/C65499552","wikidata":"https://www.wikidata.org/wiki/Q5421061","display_name":"Experience sampling method","level":2,"score":0.6241000294685364},{"id":"https://openalex.org/C2780600973","wikidata":"https://www.wikidata.org/wiki/Q2712836","display_name":"Borderline personality disorder","level":2,"score":0.5932999849319458},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5881999731063843},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.5871000289916992},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5335999727249146},{"id":"https://openalex.org/C179034447","wikidata":"https://www.wikidata.org/wiki/Q2621675","display_name":"Nomothetic and idiographic","level":2,"score":0.5238000154495239},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.5231999754905701},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4943999946117401},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.41280001401901245},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.3723999857902527},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3695000112056732},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.35199999809265137},{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.33079999685287476},{"id":"https://openalex.org/C71611378","wikidata":"https://www.wikidata.org/wiki/Q5165191","display_name":"Contextual design","level":3,"score":0.32019999623298645},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.28769999742507935},{"id":"https://openalex.org/C35785553","wikidata":"https://www.wikidata.org/wiki/Q756720","display_name":"Ambulatory","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.2761000096797943}],"mesh":[{"descriptor_ui":"D000098342","descriptor_name":"Large Language Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001883","descriptor_name":"Borderline Personality Disorder","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012649","descriptor_name":"Self Concept","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1037/abn0001143","doi":"https://doi.org/10.1037/abn0001143","is_oa":false,"landing_page_url":"https://doi.org/10.1037/abn0001143","pdf_url":null,"source":{"id":"https://openalex.org/S4210191519","display_name":"Journal of Psychopathology and Clinical Science","issn_l":"2769-7541","issn":["2769-7541","2769-755X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-3","ki-jl-1","medline","norway-1"],"host_organization":"https://openalex.org/P4310320262","host_organization_name":"American Psychological Association","host_organization_lineage":["https://openalex.org/P4310320262"],"host_organization_lineage_names":["American Psychological Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychopathology and Clinical Science","raw_type":"journal-article"},{"id":"pmid:42507383","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42507383","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,"listed_in":[],"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":"Journal of psychopathology and clinical science","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9391000270843506,"display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/4","score":0.6794202923774719,"display_name":"Quality education"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G6057030621","display_name":null,"funder_award_id":"EB 364/6-1; EI 379/10-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Ambulatory":[0],"assessment":[1],"(AA)":[2],"research":[3],"often":[4],"relies":[5],"on":[6],"closed-ended":[7],"context":[8,17,55,121],"checklists,":[9],"whereas":[10,209],"open-ended":[11],"event":[12,54,196],"descriptions":[13],"preserve":[14],"richer":[15],"idiographic":[16],"but":[18],"are":[19],"rarely":[20],"analyzed":[21],"at":[22],"scale.":[23],"Borderline":[24],"personality":[25],"disorder":[26],"(BPD)":[27],"is":[28],"characterized":[29],"by":[30],"marked":[31],"instability,":[32],"providing":[33],"a":[34,63,77,91],"clinically":[35],"informative":[36],"use":[37],"case":[38],"for":[39,107,113,224,232],"testing":[40],"scalable":[41],"approaches":[42],"to":[43],"contextual":[44,249],"dynamics":[45],"in":[46,76,124,222],"daily":[47,134],"life.":[48],"We":[49,101],"investigated":[50],"the":[51,158],"association":[52],"of":[53,79,120,239],"and":[56,74,86,112,122,136,139,142,146,150,166,172,185,207,227,236],"sentiment":[57,192,220,237],"(i.e.,":[58],"emotional":[59],"connotation)":[60],"derived":[61],"using":[62],"large":[64],"language":[65],"model":[66],"(LLM)":[67],"with":[68,84,95,168,189,203,215,218],"self-reported":[69],"momentary":[70],"calmness,":[71,205,225],"affective":[72],"valence,":[73,206],"self-esteem":[75,173,182],"sample":[78],"265":[80],"women":[81],"(131":[82],"individuals":[83],"BPD":[85,159,223],"134":[87],"healthy":[88],"controls)":[89],"undergoing":[90],"4-day":[92],"high-frequency":[93],"AA":[94,243],"12":[96],"hourly":[97],"assessments":[98],"per":[99],"day.":[100],"evaluated":[102],"an":[103,153],"automated":[104,233],"LLM":[105],"pipeline":[106],"classifying":[108],"10,844":[109],"free-text":[110,127,240],"entries":[111,128,241],"rating":[114],"event-related":[115],"sentiment,":[116],"enabling":[117],"quantitative":[118],"modeling":[119],"appraisal":[123],"AA.":[125],"The":[126],"were":[129,201,213],"classified":[130],"into":[131,251],"five":[132],"categories:":[133],"routines":[135],"household,":[137],"leisure":[138],"recreation,":[140],"social":[141],"personal":[143],"relationships,":[144],"work":[145],"professional":[147],"engagements,":[148],"health":[149],"well-being,":[151],"plus":[152],"indeterminate":[154],"category.":[155],"Results":[156],"showed":[157],"group":[160],"had":[161],"lower":[162,170,181,216],"values":[163],"across":[164],"outcomes":[165],"reacted":[167],"significantly":[169,180],"calmness":[171],"during":[174,183],"social/personal":[175],"events,":[176],"as":[177,179],"well":[178],"health-":[184],"well-being-related":[186],"activities,":[187],"compared":[188],"controls.":[190],"When":[191],"was":[193],"modeled":[194],"alongside":[195],"categories,":[197],"more":[198,210],"positive-than-usual":[199],"sentiments":[200,212],"associated":[202,214],"higher":[204],"self-esteem,":[208],"negative-than-usual":[211],"states,":[217],"larger":[219],"reactivity":[221],"valence":[226],"self-esteem.":[228],"By":[229],"employing":[230],"LLMs":[231],"text":[234],"categorization":[235],"analysis":[238],"within":[242],"research,":[244],"we":[245],"have":[246],"effectively":[247],"incorporated":[248],"information":[250],"our":[252],"analysis.":[253],"(PsycInfo":[254],"Database":[255],"Record":[256],"(c)":[257],"2026":[258],"APA,":[259],"all":[260],"rights":[261],"reserved).":[262]},"counts_by_year":[],"updated_date":"2026-09-26T08:19:03.415552","created_date":"2026-07-28T00:00:00"}
