{"id":"https://openalex.org/W4415250589","doi":"https://doi.org/10.1145/3757619","title":"Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulness","display_name":"Large Language Model Agents for Improving Engagement with Behavior Change Interventions: Application to Digital Mindfulness","publication_year":2025,"publication_date":"2025-10-16","ids":{"openalex":"https://openalex.org/W4415250589","doi":"https://doi.org/10.1145/3757619","pmid":"https://pubmed.ncbi.nlm.nih.gov/41768145"},"language":"en","primary_location":{"id":"doi:10.1145/3757619","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3757619","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12945337/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059798408","display_name":"Harsh Kumar","orcid":"https://orcid.org/0000-0003-2878-3986"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Harsh Kumar","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-2878-3986","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087116106","display_name":"Suhyeon Yoo","orcid":"https://orcid.org/0000-0001-6098-9947"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Suhyeon Yoo","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6098-9947","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069503439","display_name":"Angela Zavaleta Bernuy","orcid":"https://orcid.org/0000-0002-1228-5774"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Angela Zavaleta Bernuy","raw_affiliation_strings":["McMaster University, Hamilton, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1228-5774","affiliations":[{"raw_affiliation_string":"McMaster University, Hamilton, ON, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083931769","display_name":"Jiakai Shi","orcid":"https://orcid.org/0000-0002-8755-8984"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiakai Shi","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8755-8984","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102688812","display_name":"Huayin Luo","orcid":"https://orcid.org/0009-0000-7292-1560"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Huayin Luo","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0009-0000-7292-1560","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069476228","display_name":"Joseph Jay Williams","orcid":"https://orcid.org/0000-0002-9122-5242"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Joseph Jay Williams","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9122-5242","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090252428","display_name":"Anastasia Kuzminykh","orcid":"https://orcid.org/0000-0002-5941-4641"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Anastasia Kuzminykh","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5941-4641","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048789742","display_name":"Ashton Anderson","orcid":"https://orcid.org/0000-0003-3089-6883"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ashton Anderson","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3089-6883","affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060905224","display_name":"Rachel Kornfield","orcid":"https://orcid.org/0000-0001-8542-6913"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachel Kornfield","raw_affiliation_strings":["Northwestern University, Chicago, Illinois, USA"],"raw_orcid":"https://orcid.org/0000-0001-8542-6913","affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, Illinois, USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0565,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92818255,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"9","issue":"7","first_page":"1","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9997000098228455,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13219","display_name":"Mind wandering and attention","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mindfulness","display_name":"Mindfulness","score":0.7307999730110168},{"id":"https://openalex.org/keywords/behavior-change","display_name":"Behavior change","score":0.5975000262260437},{"id":"https://openalex.org/keywords/coaching","display_name":"Coaching","score":0.586899995803833},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.5396000146865845},{"id":"https://openalex.org/keywords/health-coaching","display_name":"Health coaching","score":0.4162999987602234},{"id":"https://openalex.org/keywords/social-support","display_name":"Social support","score":0.35249999165534973}],"concepts":[{"id":"https://openalex.org/C2780444219","wikidata":"https://www.wikidata.org/wiki/Q341045","display_name":"Mindfulness","level":2,"score":0.7307999730110168},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6043999791145325},{"id":"https://openalex.org/C14262774","wikidata":"https://www.wikidata.org/wiki/Q4880695","display_name":"Behavior change","level":2,"score":0.5975000262260437},{"id":"https://openalex.org/C2779363792","wikidata":"https://www.wikidata.org/wiki/Q1104185","display_name":"Coaching","level":2,"score":0.586899995803833},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5396000146865845},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4309999942779541},{"id":"https://openalex.org/C2779902066","wikidata":"https://www.wikidata.org/wiki/Q5690906","display_name":"Health coaching","level":3,"score":0.4162999987602234},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4131999909877777},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.35249999165534973},{"id":"https://openalex.org/C56329447","wikidata":"https://www.wikidata.org/wiki/Q4880697","display_name":"Behavior change methods","level":3,"score":0.3310000002384186},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.28999999165534973},{"id":"https://openalex.org/C2984870255","wikidata":"https://www.wikidata.org/wiki/Q5196451","display_name":"User engagement","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2833999991416931},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2728999853134155},{"id":"https://openalex.org/C9701087","wikidata":"https://www.wikidata.org/wiki/Q1283504","display_name":"Social engagement","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C79416737","wikidata":"https://www.wikidata.org/wiki/Q2305519","display_name":"Social learning","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3757619","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3757619","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmid:41768145","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41768145","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,"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":"Proceedings of the ACM on human-computer interaction","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12945337","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12945337/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Hum Comput Interact","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12945337","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12945337/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Hum Comput Interact","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2722995245","display_name":null,"funder_award_id":"N00014-18-1-2755, N00014-21-12576","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G4524292661","display_name":null,"funder_award_id":"2209819","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5122153841","display_name":null,"funder_award_id":"RGPIN-2019-0696","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G6412459551","display_name":null,"funder_award_id":"K01MH125172, P50MH119029","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":150,"referenced_works":["https://openalex.org/W188210509","https://openalex.org/W253107874","https://openalex.org/W409968725","https://openalex.org/W1661964903","https://openalex.org/W1673316498","https://openalex.org/W1766531844","https://openalex.org/W1968203339","https://openalex.org/W1971353564","https://openalex.org/W1971395752","https://openalex.org/W1973031648","https://openalex.org/W1977525837","https://openalex.org/W1978891169","https://openalex.org/W1979355834","https://openalex.org/W1982157516","https://openalex.org/W1990843018","https://openalex.org/W1992207741","https://openalex.org/W2001295625","https://openalex.org/W2002812183","https://openalex.org/W2013947237","https://openalex.org/W2035239421","https://openalex.org/W2039163542","https://openalex.org/W2051696144","https://openalex.org/W2052508340","https://openalex.org/W2067801379","https://openalex.org/W2071796505","https://openalex.org/W2079764737","https://openalex.org/W2081408547","https://openalex.org/W2081446842","https://openalex.org/W2084235337","https://openalex.org/W2101870300","https://openalex.org/W2103069250","https://openalex.org/W2118339428","https://openalex.org/W2137886388","https://openalex.org/W2150377146","https://openalex.org/W2151401338","https://openalex.org/W2156807207","https://openalex.org/W2164478436","https://openalex.org/W2165113252","https://openalex.org/W2165847290","https://openalex.org/W2167321320","https://openalex.org/W2262972580","https://openalex.org/W2267922980","https://openalex.org/W2289432583","https://openalex.org/W2292358700","https://openalex.org/W2292723020","https://openalex.org/W2300445845","https://openalex.org/W2300853404","https://openalex.org/W2310822580","https://openalex.org/W2313999291","https://openalex.org/W2506528515","https://openalex.org/W2509840104","https://openalex.org/W2546133238","https://openalex.org/W2559313888","https://openalex.org/W2574487674","https://openalex.org/W2588206467","https://openalex.org/W2588382500","https://openalex.org/W2592842796","https://openalex.org/W2610688971","https://openalex.org/W2611242648","https://openalex.org/W2611606893","https://openalex.org/W2623779865","https://openalex.org/W2724317853","https://openalex.org/W2745226673","https://openalex.org/W2761356432","https://openalex.org/W2783539613","https://openalex.org/W2793427265","https://openalex.org/W2794827469","https://openalex.org/W2795668206","https://openalex.org/W2796109085","https://openalex.org/W2801990151","https://openalex.org/W2803979759","https://openalex.org/W2808264290","https://openalex.org/W2890180596","https://openalex.org/W2898928601","https://openalex.org/W2899052597","https://openalex.org/W2900683264","https://openalex.org/W2903498666","https://openalex.org/W2905466904","https://openalex.org/W2911123024","https://openalex.org/W2913841425","https://openalex.org/W2914783728","https://openalex.org/W2940771551","https://openalex.org/W2941272892","https://openalex.org/W2941540847","https://openalex.org/W2948290265","https://openalex.org/W2954957025","https://openalex.org/W2963232155","https://openalex.org/W2967091986","https://openalex.org/W2970757313","https://openalex.org/W2980340528","https://openalex.org/W2980406972","https://openalex.org/W2997061339","https://openalex.org/W2999882604","https://openalex.org/W3013017797","https://openalex.org/W3022528244","https://openalex.org/W3028716689","https://openalex.org/W3029922759","https://openalex.org/W3031532441","https://openalex.org/W3031975714","https://openalex.org/W3033620876","https://openalex.org/W3040472729","https://openalex.org/W3047712501","https://openalex.org/W3085765927","https://openalex.org/W3119676664","https://openalex.org/W3122329668","https://openalex.org/W3127470390","https://openalex.org/W3158783733","https://openalex.org/W3173222693","https://openalex.org/W3174303984","https://openalex.org/W3184326349","https://openalex.org/W3185698212","https://openalex.org/W4205160672","https://openalex.org/W4205242847","https://openalex.org/W4206450273","https://openalex.org/W4210468276","https://openalex.org/W4214928081","https://openalex.org/W4235661044","https://openalex.org/W4247298944","https://openalex.org/W4249283096","https://openalex.org/W4251476537","https://openalex.org/W4281570415","https://openalex.org/W4286224786","https://openalex.org/W4286823232","https://openalex.org/W4288058298","https://openalex.org/W4292994367","https://openalex.org/W4297166494","https://openalex.org/W4297630849","https://openalex.org/W4309410974","https://openalex.org/W4312179235","https://openalex.org/W4319837314","https://openalex.org/W4366591012","https://openalex.org/W4366989525","https://openalex.org/W4381664241","https://openalex.org/W4385373745","https://openalex.org/W4385716619","https://openalex.org/W4387500346","https://openalex.org/W4387827316","https://openalex.org/W4387835442","https://openalex.org/W4389523925","https://openalex.org/W4389934892","https://openalex.org/W4391584301","https://openalex.org/W4391835981","https://openalex.org/W4392011662","https://openalex.org/W4393146534","https://openalex.org/W4393147158","https://openalex.org/W4396832059","https://openalex.org/W4396833227","https://openalex.org/W4399062176","https://openalex.org/W4400643163","https://openalex.org/W4409735071"],"related_works":[],"abstract_inverted_index":{"Although":[0],"engagement":[1,77,129],"in":[2,41,52,146],"self-directed":[3],"wellness":[4],"exercises":[5],"typically":[6],"declines":[7],"over":[8],"time,":[9],"integrating":[10],"social":[11,48,143],"support":[12,23,58,144],"such":[13],"as":[14],"coaching":[15],"can":[16],"sustain":[17],"it.":[18],"However,":[19,117],"traditional":[20],"forms":[21],"of":[22,55,72,99],"are":[24],"often":[25],"inaccessible":[26],"due":[27],"to":[28,57,68,114],"the":[29,70,119,131,142],"high":[30],"costs":[31],"and":[32,105],"complex":[33],"coordination.":[34],"Large":[35],"Language":[36],"Models":[37],"(LLMs)":[38],"show":[39],"promise":[40],"providing":[42,103],"human-like":[43],"dialogues":[44],"that":[45,136],"could":[46],"emulate":[47],"support.":[49],"Yet,":[50],"in-depth,":[51],"situ":[53],"investigations":[54],"LLMs":[56],"behavior":[59],"change":[60],"remain":[61],"underexplored.":[62],"We":[63,95],"conducted":[64],"two":[65,97],"randomized":[66],"experiments":[67],"assess":[69],"impact":[71],"LLM":[73,100,121,138],"agents":[74,110,139],"on":[75],"user":[76],"with":[78,130],"mindfulness":[79],"exercises.":[80,132],"First,":[81],"a":[82,89,124],"single-session":[83],"study,":[84,91],"involved":[85],"502":[86],"crowdworkers;":[87],"second,":[88],"three-week":[90],"included":[92],"54":[93],"participants.":[94],"explored":[96],"types":[98],"agents:":[101],"one":[102],"information":[104],"another":[106],"facilitating":[107],"self-reflection.":[108],"Both":[109],"enhanced":[111],"users'":[112],"intentions":[113],"practice":[115],"mindfulness.":[116],"only":[118],"information-providing":[120],"agent,":[122],"featuring":[123],"friendly":[125],"persona,":[126],"significantly":[127],"improved":[128],"Our":[133],"findings":[134],"suggest":[135],"specific":[137],"may":[140],"bridge":[141],"gap":[145],"digital":[147],"health":[148],"interventions.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-16T00:00:00"}