{"id":"https://openalex.org/W3206269012","doi":"https://doi.org/10.1007/s10916-021-01773-0","title":"Optimizing Adaptive Notifications in Mobile Health Interventions Systems: Reinforcement Learning from a Data-driven Behavioral Simulator","display_name":"Optimizing Adaptive Notifications in Mobile Health Interventions Systems: Reinforcement Learning from a Data-driven Behavioral Simulator","publication_year":2021,"publication_date":"2021-10-18","ids":{"openalex":"https://openalex.org/W3206269012","doi":"https://doi.org/10.1007/s10916-021-01773-0","mag":"3206269012","pmid":"https://pubmed.ncbi.nlm.nih.gov/34664120"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-021-01773-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-021-01773-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-021-01773-0.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10916-021-01773-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107808323","display_name":"Shihan Wang","orcid":"https://orcid.org/0000-0001-5971-7522"},"institutions":[{"id":"https://openalex.org/I173063890","display_name":"University of Applied Sciences Utrecht","ror":"https://ror.org/028z9kw20","country_code":"NL","type":"education","lineage":["https://openalex.org/I173063890"]},{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Shihan Wang","raw_affiliation_strings":["Informatics Institute, University of Amsterdam, Amsterdam, Netherlands. s.wang2@uu.nl","Information and Computing Sciences, Utrecht University, Utrecht, Netherlands. s.wang2@uu.nl","Informatics Institute, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics Institute, University of Amsterdam, Amsterdam, Netherlands. s.wang2@uu.nl","institution_ids":["https://openalex.org/I887064364"]},{"raw_affiliation_string":"Information and Computing Sciences, Utrecht University, Utrecht, Netherlands. s.wang2@uu.nl","institution_ids":["https://openalex.org/I193662353","https://openalex.org/I173063890"]},{"raw_affiliation_string":"Informatics Institute, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038373188","display_name":"Chao Zhang","orcid":"https://orcid.org/0000-0001-9811-1881"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]},{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chao Zhang","raw_affiliation_strings":["Department of Psychology, Utrecht University, Utrecht, Netherlands","Human-Technology Interaction, Eindhoven University of Technology, Eindhoven, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]},{"raw_affiliation_string":"Human-Technology Interaction, Eindhoven University of Technology, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049349937","display_name":"Ben Kr\u00f6se","orcid":"https://orcid.org/0000-0003-1237-0618"},"institutions":[{"id":"https://openalex.org/I55106644","display_name":"Amsterdam University of Applied Sciences","ror":"https://ror.org/00y2z2s03","country_code":"NL","type":"education","lineage":["https://openalex.org/I55106644"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ben Kr\u00f6se","raw_affiliation_strings":["Digital Life, Amsterdam University of Applied Sciences, Amsterdam, Netherlands","Informatics Institute, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Life, Amsterdam University of Applied Sciences, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I55106644"]},{"raw_affiliation_string":"Informatics Institute, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057277609","display_name":"Herke van Hoof","orcid":"https://orcid.org/0000-0002-1583-3692"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Herke van Hoof","raw_affiliation_strings":["Informatics Institute, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics Institute, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5107808323"],"corresponding_institution_ids":["https://openalex.org/I173063890","https://openalex.org/I193662353","https://openalex.org/I887064364"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":3.4983,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.93093542,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"45","issue":"12","first_page":"102","last_page":"102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9950000047683716,"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":0.9950000047683716,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9649999737739563,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/T13283","display_name":"Mental Health Research Topics","score":0.963699996471405,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8399296998977661},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8152649402618408},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6234034895896912},{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.6117949485778809},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5931218862533569},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.352713942527771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3269308805465698},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.30026566982269287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8399296998977661},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8152649402618408},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6234034895896912},{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.6117949485778809},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5931218862533569},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.352713942527771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3269308805465698},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.30026566982269287},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","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":"D006801","descriptor_name":"Humans","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":"D015438","descriptor_name":"Health Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015438","descriptor_name":"Health Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015438","descriptor_name":"Health Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":10,"locations":[{"id":"doi:10.1007/s10916-021-01773-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-021-01773-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-021-01773-0.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:34664120","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34664120","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":"Journal of medical systems","raw_type":null},{"id":"pmh:oai:dare.uva.nl:openaire/e7928501-2d21-4efc-8049-99154741fd9d","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/optimizing-adaptive-notifications-in-mobile-health-interventions-systems-reinforcement-learning-from-a-datadriven-behavioral-simulator(e7928501-2d21-4efc-8049-99154741fd9d).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wang, S, Zhang, C, Kr\u00f6se, B & van Hoof, H 2021, 'Optimizing Adaptive Notifications in Mobile Health Interventions Systems: Reinforcement Learning from a Data-driven Behavioral Simulator', Journal of medical systems, vol. 45, no. 12, 102. https://doi.org/10.1007/s10916-021-01773-0","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:openaire/beaa7353-7a93-499b-b16c-ad4a70ae405f","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/beaa7353-7a93-499b-b16c-ad4a70ae405f","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wang, S, Zhang, C, Kr\u00f6se, B & van Hoof, H 2021, 'Optimizing Adaptive Notifications in Mobile Health Interventions Systems : Reinforcement Learning from a Data-driven Behavioral Simulator', Journal of Medical Systems, vol. 45, no. 12, 102. https://doi.org/10.1007/s10916-021-01773-0","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dare.uva.nl:publications/e7928501-2d21-4efc-8049-99154741fd9d","is_oa":false,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/optimizing-adaptive-notifications-in-mobile-health-interventions-systems-reinforcement-learning-from-a-datadriven-behavioral-simulator(e7928501-2d21-4efc-8049-99154741fd9d).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:europepmc.org:7455298","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC8523513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8523513","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8523513","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Med Syst","raw_type":"Text"},{"id":"pmh:oai:pure.tue.nl:publications/beaa7353-7a93-499b-b16c-ad4a70ae405f","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85117593902&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Wang, S, Zhang, C, Kr\u00f6se, B & van Hoof, H 2021, 'Optimizing Adaptive Notifications in Mobile Health Interventions Systems : Reinforcement Learning from a Data-driven Behavioral Simulator', Journal of Medical Systems, vol. 45, no. 12, 102. https://doi.org/10.1007/s10916-021-01773-0","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:tue:oai:pure.tue.nl:publications/beaa7353-7a93-499b-b16c-ad4a70ae405f","is_oa":true,"landing_page_url":"https://research.tue.nl/nl/publications/beaa7353-7a93-499b-b16c-ad4a70ae405f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Journal of Medical Systems, 45(12):102. Springer","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:uu:oai:dspace.library.uu.nl:1874/413256","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/413256","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Journal of Medical Systems, 45(12), 1. Springer New York","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10916-021-01773-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-021-01773-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-021-01773-0.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4080795821","display_name":null,"funder_award_id":"629.004.013","funder_id":"https://openalex.org/F4320334893","funder_display_name":"Stichting voor de Technische Wetenschappen"},{"id":"https://openalex.org/G7216767118","display_name":null,"funder_award_id":"629.004.013","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G7571236053","display_name":null,"funder_award_id":"629.004.013","funder_id":"https://openalex.org/F4320335486","funder_display_name":"Nationaal Regieorgaan Praktijkgericht Onderzoek SIA"}],"funders":[{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"},{"id":"https://openalex.org/F4320334893","display_name":"Stichting voor de Technische Wetenschappen","ror":"https://ror.org/057tq3593"},{"id":"https://openalex.org/F4320335486","display_name":"Nationaal Regieorgaan Praktijkgericht Onderzoek SIA","ror":"https://ror.org/03r6vqn56"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3206269012.pdf","grobid_xml":"https://content.openalex.org/works/W3206269012.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1540637571","https://openalex.org/W1555928427","https://openalex.org/W1965761421","https://openalex.org/W2010165672","https://openalex.org/W2021206292","https://openalex.org/W2037646636","https://openalex.org/W2056277194","https://openalex.org/W2085006723","https://openalex.org/W2100614348","https://openalex.org/W2119717200","https://openalex.org/W2121863487","https://openalex.org/W2144846366","https://openalex.org/W2150434604","https://openalex.org/W2154133520","https://openalex.org/W2182389202","https://openalex.org/W2399558155","https://openalex.org/W2412754601","https://openalex.org/W2523153599","https://openalex.org/W2576300312","https://openalex.org/W2614536845","https://openalex.org/W2789084548","https://openalex.org/W2794582352","https://openalex.org/W2806108481","https://openalex.org/W2888461849","https://openalex.org/W2897737265","https://openalex.org/W2924472360","https://openalex.org/W2952528202","https://openalex.org/W2964273112","https://openalex.org/W3011199275","https://openalex.org/W3067006404","https://openalex.org/W3081266092","https://openalex.org/W3102969100","https://openalex.org/W3105752368","https://openalex.org/W3119131478","https://openalex.org/W3140759901","https://openalex.org/W3144158845","https://openalex.org/W3166823380","https://openalex.org/W4255558293","https://openalex.org/W6748499312"],"related_works":["https://openalex.org/W3176210869","https://openalex.org/W3157260717","https://openalex.org/W1989929201","https://openalex.org/W2963498005","https://openalex.org/W2328171598","https://openalex.org/W4210372979","https://openalex.org/W4254922057","https://openalex.org/W3217504343","https://openalex.org/W4364360147","https://openalex.org/W4251124243"],"abstract_inverted_index":{"Mobile":[0],"health":[1],"(mHealth)":[2],"intervention":[3,29,58],"systems":[4],"can":[5,23,136],"employ":[6],"adaptive":[7,50],"strategies":[8,18,30],"to":[9,26,77],"interact":[10],"with":[11],"users.":[12,115],"Instead":[13],"of":[14,43,70,81,107],"designing":[15],"such":[16],"complex":[17],"manually,":[19],"reinforcement":[20],"learning":[21,47],"(RL)":[22],"be":[24],"used":[25],"adaptively":[27],"optimize":[28,78],"concerning":[31],"the":[32,41,53,79,105,111],"user's":[33],"context.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38],"focus":[39],"on":[40,104],"issue":[42],"overwhelming":[44],"interactions":[45],"when":[46,88,93],"a":[48,62,102,140,144],"good":[49],"strategy":[51,80],"for":[52,114],"user":[54],"in":[55,120,139],"RL-based":[56],"mHealth":[57],"agents.":[59],"We":[60,116],"present":[61],"data-driven":[63],"approach":[64,99,119],"integrating":[65],"psychological":[66],"insights":[67],"and":[68],"knowledge":[69],"historical":[71],"data.":[72,128],"It":[73],"allows":[74],"RL":[75,134],"agents":[76],"delivering":[82],"context-aware":[83],"notifications":[84,138],"from":[85],"empirical":[86],"data":[87],"counterfactual":[89],"information":[90],"(user":[91],"responses":[92],"receiving":[94],"notifications)":[95],"is":[96],"missing.":[97],"Our":[98],"also":[100],"considers":[101],"constraint":[103],"frequency":[106],"notifications,":[108],"which":[109],"reduces":[110],"interaction":[112],"burden":[113],"evaluated":[117],"our":[118,133],"several":[121],"simulation":[122],"scenarios":[123],"using":[124],"real":[125],"large-scale":[126],"running":[127],"The":[129],"results":[130],"indicate":[131],"that":[132,142],"agent":[135],"deliver":[137],"manner":[141],"realizes":[143],"higher":[145],"behavioral":[146],"impact":[147],"than":[148],"context-blind":[149],"strategies.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
