{"id":"https://openalex.org/W4411507084","doi":"https://doi.org/10.1007/978-3-031-95841-0_77","title":"Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning: A Case Study on\u00a0Mental Health App Adherence","display_name":"Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning: A Case Study on\u00a0Mental Health App Adherence","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411507084","doi":"https://doi.org/10.1007/978-3-031-95841-0_77"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-95841-0_77","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-95841-0_77","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.amsterdamumc.nl/en/publications/497598fe-cf0c-4f1f-875d-77bb59407850","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118580443","display_name":"Rutger van der Linden","orcid":null},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Rutger van der Linden","raw_affiliation_strings":["Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0009-0008-5728-248X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050369329","display_name":"Khadicha Amarti","orcid":null},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Khadicha Amarti","raw_affiliation_strings":["Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-0586-6407","affiliations":[{"raw_affiliation_string":"Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016565613","display_name":"Mark\u00e9ta \u010ciha\u0159ov\u00e1","orcid":"https://orcid.org/0000-0002-7131-1549"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marketa Ciharova","raw_affiliation_strings":["Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-7131-1549","affiliations":[{"raw_affiliation_string":"Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031855527","display_name":"Annet Kleiboer","orcid":"https://orcid.org/0000-0001-8040-5697"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Annet Kleiboer","raw_affiliation_strings":["Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-8040-5697","affiliations":[{"raw_affiliation_string":"Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044060263","display_name":"Heleen Riper","orcid":"https://orcid.org/0000-0002-8144-8901"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Heleen Riper","raw_affiliation_strings":["Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-8144-8901","affiliations":[{"raw_affiliation_string":"Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018044297","display_name":"Aneta Lisowska","orcid":"https://orcid.org/0000-0002-4489-5956"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Aneta Lisowska","raw_affiliation_strings":["Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-4489-5956","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044217809","display_name":"Mark Hoogendoorn","orcid":"https://orcid.org/0000-0003-3356-3574"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Mark Hoogendoorn","raw_affiliation_strings":["Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-3356-3574","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Vrije Universiteit, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I865915315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5118580443"],"corresponding_institution_ids":["https://openalex.org/I865915315"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34180602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"416","last_page":"421"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9976999759674072,"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":0.9976999759674072,"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/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9754999876022339,"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/mhealth","display_name":"mHealth","score":0.8438286185264587},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.784250795841217},{"id":"https://openalex.org/keywords/mobile-apps","display_name":"Mobile apps","score":0.6587305665016174},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6241942048072815},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5280431509017944},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.47979480028152466},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4309949576854706},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.343824177980423},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3256175220012665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2991979718208313},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.16237443685531616},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.15427321195602417},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1482451856136322},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.07143992185592651}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.8438286185264587},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.784250795841217},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.6587305665016174},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6241942048072815},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5280431509017944},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.47979480028152466},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4309949576854706},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.343824177980423},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3256175220012665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2991979718208313},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.16237443685531616},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.15427321195602417},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1482451856136322},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.07143992185592651}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-031-95841-0_77","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-95841-0_77","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pure.amsterdamumc.nl:openaire_cris_publications/497598fe-cf0c-4f1f-875d-77bb59407850","is_oa":true,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/497598fe-cf0c-4f1f-875d-77bb59407850","pdf_url":null,"source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","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":"van der Linden, R, Amarti, K, Ciharova, M, Kleiboer, A, Riper, H, Lisowska, A & Hoogendoorn, M 2025, Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning : A Case Study on\u00a0Mental Health App Adherence. in R Bellazzi, J M Juarez Herrero, L Sacchi & B Zupan (eds), Artificial Intelligence in Medicine - 23rd International Conference, AIME 2025, Proceedings. Lecture Notes in Computer Science, vol. 15735 LNAI, Springer Science and Business Media Deutschland GmbH, pp. 416-421, 23rd International Conference on Artificial Intelligence in Medicine, AIME 2025, Pavia, Italy, 23/06/2025. https://doi.org/10.1007/978-3-031-95841-0_77","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:research.vu.nl:publications/40e53492-e0d5-4358-95c3-a2599277e70a","is_oa":true,"landing_page_url":"https://research.vu.nl/en/publications/40e53492-e0d5-4358-95c3-a2599277e70a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401107","display_name":"VU Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I865915315","host_organization_name":"Vrije Universiteit Amsterdam","host_organization_lineage":["https://openalex.org/I865915315"],"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":"van der Linden, R, Amarti, K, Ciharova, M, Kleiboer, A, Riper, H, Lisowska, A & Hoogendoorn, M 2025, Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning : A Case Study on\u00a0Mental Health App Adherence. in R Bellazzi, J M Juarez Herrero, L Sacchi & B Zupan (eds), Artificial Intelligence in Medicine : 23rd International Conference, AIME 2025, Pavia, Italy, June 23\u201326, 2025, Proceedings, Part II. vol. 2, Lecture Notes in Computer Science, vol. 15735 LNAI, AIME: International Conference on Artificial Intelligence in Medicine, vol. 2025, Springer Nature, pp. 416-421, 23rd International Conference on Artificial Intelligence in Medicine, AIME 2025, Pavia, Italy, 23/06/25. https://doi.org/10.1007/978-3-031-95841-0_77","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:research.vu.nl:openaire_cris_publications/40e53492-e0d5-4358-95c3-a2599277e70a","is_oa":true,"landing_page_url":"https://hdl.handle.net/1871.1/40e53492-e0d5-4358-95c3-a2599277e70a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401107","display_name":"VU Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I865915315","host_organization_name":"Vrije Universiteit Amsterdam","host_organization_lineage":["https://openalex.org/I865915315"],"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":"van der Linden, R, Amarti, K, Ciharova, M, Kleiboer, A, Riper, H, Lisowska, A & Hoogendoorn, M 2025, Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning : A Case Study on\u00a0Mental Health App Adherence. in R Bellazzi, J M Juarez Herrero, L Sacchi & B Zupan (eds), Artificial Intelligence in Medicine : 23rd International Conference, AIME 2025, Pavia, Italy, June 23\u201326, 2025, Proceedings, Part II. vol. 2, Lecture Notes in Computer Science, vol. 15735 LNAI, AIME: International Conference on Artificial Intelligence in Medicine, vol. 2025, Springer Nature, pp. 416-421, 23rd International Conference on Artificial Intelligence in Medicine, AIME 2025, Pavia, Italy, 23/06/25. https://doi.org/10.1007/978-3-031-95841-0_77","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.amsterdamumc.nl:openaire_cris_publications/497598fe-cf0c-4f1f-875d-77bb59407850","is_oa":true,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/497598fe-cf0c-4f1f-875d-77bb59407850","pdf_url":null,"source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","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":"van der Linden, R, Amarti, K, Ciharova, M, Kleiboer, A, Riper, H, Lisowska, A & Hoogendoorn, M 2025, Personalizing mHealth Apps with\u00a0Offline Reinforcement Learning : A Case Study on\u00a0Mental Health App Adherence. in R Bellazzi, J M Juarez Herrero, L Sacchi & B Zupan (eds), Artificial Intelligence in Medicine - 23rd International Conference, AIME 2025, Proceedings. Lecture Notes in Computer Science, vol. 15735 LNAI, Springer Science and Business Media Deutschland GmbH, pp. 416-421, 23rd International Conference on Artificial Intelligence in Medicine, AIME 2025, Pavia, Italy, 23/06/2025. https://doi.org/10.1007/978-3-031-95841-0_77","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2746553466","https://openalex.org/W3139730889","https://openalex.org/W3209361431","https://openalex.org/W4360584316","https://openalex.org/W4386797351"],"related_works":["https://openalex.org/W4391184000","https://openalex.org/W3157260717","https://openalex.org/W4210372979","https://openalex.org/W4281982548","https://openalex.org/W1989929201","https://openalex.org/W2735645867","https://openalex.org/W2328171598","https://openalex.org/W4318480255","https://openalex.org/W2806578822","https://openalex.org/W4283789690"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
