{"id":"https://openalex.org/W2906349441","doi":"https://doi.org/10.1093/jamia/ocy160","title":"An expandable approach for design and personalization of digital, just-in-time adaptive interventions","display_name":"An expandable approach for design and personalization of digital, just-in-time adaptive interventions","publication_year":2018,"publication_date":"2018-11-15","ids":{"openalex":"https://openalex.org/W2906349441","doi":"https://doi.org/10.1093/jamia/ocy160","mag":"2906349441","pmid":"https://pubmed.ncbi.nlm.nih.gov/30590757"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocy160","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocy160","pdf_url":"https://academic.oup.com/jamia/article-pdf/26/3/198/27642510/ocy160.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/jamia/article-pdf/26/3/198/27642510/ocy160.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059170956","display_name":"Suat G\u00f6n\u00fcl","orcid":"https://orcid.org/0000-0002-7352-8848"},"institutions":[{"id":"https://openalex.org/I4210112681","display_name":"Software Research and Development Consulting","ror":"https://ror.org/01vbm2c42","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210112681"]},{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Suat Gonul","raw_affiliation_strings":["Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]},{"raw_affiliation_string":"SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey","institution_ids":["https://openalex.org/I4210112681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064552069","display_name":"Tuncay Naml\u0131","orcid":"https://orcid.org/0000-0003-1157-8994"},"institutions":[{"id":"https://openalex.org/I4210112681","display_name":"Software Research and Development Consulting","ror":"https://ror.org/01vbm2c42","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210112681"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tuncay Namli","raw_affiliation_strings":["SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey","institution_ids":["https://openalex.org/I4210112681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000939532","display_name":"Sasja D. Huisman","orcid":"https://orcid.org/0000-0002-9176-9215"},"institutions":[{"id":"https://openalex.org/I2800006345","display_name":"Leiden University Medical Center","ror":"https://ror.org/05xvt9f17","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800006345"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sasja Huisman","raw_affiliation_strings":["Department of Internal Medicine (Endocrinology), Leiden University Medical Center, Leiden, the Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine (Endocrinology), Leiden University Medical Center, Leiden, the Netherlands","institution_ids":["https://openalex.org/I2800006345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047907795","display_name":"G\u00f6k\u00e7e Banu Laleci Ert\u00fcrkmen","orcid":"https://orcid.org/0000-0002-6201-3849"},"institutions":[{"id":"https://openalex.org/I4210112681","display_name":"Software Research and Development Consulting","ror":"https://ror.org/01vbm2c42","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210112681"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokce Banu Laleci Erturkmen","raw_affiliation_strings":["SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRDC Software Research & Development and Consultancy Corp., Ankara, Turkey","institution_ids":["https://openalex.org/I4210112681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039253696","display_name":"\u0130smail Hakk\u0131 Toroslu","orcid":"https://orcid.org/0000-0002-4524-8232"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ismail Hakki Toroslu","raw_affiliation_strings":["Department of Computer Engineering, Middle East Technical University, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040530524","display_name":"Ahmet Co\u015far","orcid":"https://orcid.org/0000-0002-3090-2254"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ahmet Cosar","raw_affiliation_strings":["Department of Computer Engineering, Middle East Technical University, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Middle East Technical University, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5059170956"],"corresponding_institution_ids":["https://openalex.org/I201799495","https://openalex.org/I4210112681"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":2.6199,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.90434666,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"26","issue":"3","first_page":"198","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.8353999853134155,"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":0.8353999853134155,"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":0.025299999862909317,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.011599999852478504,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.797726571559906},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7027016282081604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6577267050743103},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.627730131149292},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5251093506813049},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5028523802757263},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.49384838342666626},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3327525854110718},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20906078815460205},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18179723620414734},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15769395232200623},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10075542330741882}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.797726571559906},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7027016282081604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6577267050743103},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.627730131149292},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5251093506813049},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5028523802757263},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.49384838342666626},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3327525854110718},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20906078815460205},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18179723620414734},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15769395232200623},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10075542330741882},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000073278","descriptor_name":"Self-Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000073278","descriptor_name":"Self-Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000073278","descriptor_name":"Self-Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000073278","descriptor_name":"Self-Management","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":"Q000628","qualifier_name":"therapy","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","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":"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},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.1093/jamia/ocy160","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocy160","pdf_url":"https://academic.oup.com/jamia/article-pdf/26/3/198/27642510/ocy160.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:30590757","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30590757","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 the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:lumc:oai:scholarlypublications.universiteitleiden.nl:item_3196017","is_oa":false,"landing_page_url":"http://hdl.handle.net/1887/3196017","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of the American Medical Informatics Association, 26(3), 198 - 210. OXFORD UNIV PRESS","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:europepmc.org:5340365","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6351973","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:open.metu.edu.tr:11511/30150","is_oa":true,"landing_page_url":"https://hdl.handle.net/11511/30150","pdf_url":null,"source":{"id":"https://openalex.org/S4306402495","display_name":"OpenMETU (Middle East Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201799495","host_organization_name":"Middle East Technical University","host_organization_lineage":["https://openalex.org/I201799495"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6351973","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6351973","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_3196017","is_oa":false,"landing_page_url":"https://hdl.handle.net/1887/3196017","pdf_url":null,"source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"Article / Letter to editor"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocy160","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocy160","pdf_url":"https://academic.oup.com/jamia/article-pdf/26/3/198/27642510/ocy160.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6299999952316284,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2906349441.pdf","grobid_xml":"https://content.openalex.org/works/W2906349441.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W158722652","https://openalex.org/W1555928427","https://openalex.org/W1557517019","https://openalex.org/W1986546901","https://openalex.org/W1990998364","https://openalex.org/W1993223462","https://openalex.org/W1993925969","https://openalex.org/W2000224320","https://openalex.org/W2003991442","https://openalex.org/W2013620493","https://openalex.org/W2019449247","https://openalex.org/W2028657217","https://openalex.org/W2029696254","https://openalex.org/W2036608604","https://openalex.org/W2041927436","https://openalex.org/W2053044172","https://openalex.org/W2090193525","https://openalex.org/W2100476420","https://openalex.org/W2108046577","https://openalex.org/W2117046315","https://openalex.org/W2121621539","https://openalex.org/W2121863487","https://openalex.org/W2124470706","https://openalex.org/W2132259774","https://openalex.org/W2133202804","https://openalex.org/W2153360349","https://openalex.org/W2154133520","https://openalex.org/W2156179539","https://openalex.org/W2166309615","https://openalex.org/W2403287428","https://openalex.org/W2427775456","https://openalex.org/W2461380379","https://openalex.org/W2474213459","https://openalex.org/W2476833452","https://openalex.org/W2523153599","https://openalex.org/W2576300312","https://openalex.org/W2612845604","https://openalex.org/W2640271157","https://openalex.org/W2730583541","https://openalex.org/W2730983848","https://openalex.org/W2914656440","https://openalex.org/W3214923421","https://openalex.org/W4214717370","https://openalex.org/W4214776205","https://openalex.org/W6651236975","https://openalex.org/W6655550061","https://openalex.org/W6684351426","https://openalex.org/W6740209355"],"related_works":["https://openalex.org/W2883256816","https://openalex.org/W2171408034","https://openalex.org/W3003320923","https://openalex.org/W2106140982","https://openalex.org/W2152313554","https://openalex.org/W2064303750","https://openalex.org/W2466503045","https://openalex.org/W1868271753","https://openalex.org/W2289004579","https://openalex.org/W67475362"],"abstract_inverted_index":{"Objective:":[0],"We":[1,54,107,151],"aim":[2],"to":[3,33,42,81,113,121,204,210,225],"deliver":[4],"a":[5,56,75,137,175,190],"framework":[6,95],"with":[7,119,140],"2":[8,141],"main":[9],"objectives:":[10],"1)":[11],"facilitating":[12],"the":[13,63,131,153,185,200,205,219,227,234],"design":[14,60,72,154,220,232],"of":[15,65,127,192,197,239],"theory-driven,":[16],"adaptive,":[17],"digital":[18,58],"interventions":[19,86],"addressing":[20],"chronic":[21],"illnesses":[22],"or":[23],"health":[24],"problems":[25],"and":[26,48,52,90,98,103,124,166,214,229],"2)":[27],"producing":[28],"personalized":[29,115,186],"intervention":[30,39,59,69,116,159,172,231,241],"delivery":[31,117,187,201,242],"strategies":[32,118,243],"support":[34],"self-management":[35],"by":[36,156],"optimizing":[37],"various":[38,146],"components":[40],"tailored":[41],"people's":[43],"individual":[44],"needs,":[45],"momentary":[46,89],"contexts,":[47],"psychosocial":[49],"variables.":[50],"Materials":[51],"Methods:":[53],"propose":[55],"template-based":[57],"mechanism":[61,73,155,188,221],"enabling":[62,79],"configuration":[64],"evidence-based,":[66],"just-in-time,":[67],"adaptive":[68],"components.":[70],"The":[71,94],"incorporates":[74],"rule":[76],"definition":[77],"language":[78],"experts":[80],"specify":[82],"triggering":[83],"conditions":[84],"for":[85,174,244],"based":[87,161],"on":[88,162],"historical":[91],"contextual/personal":[92],"data.":[93],"continuously":[96],"monitors":[97],"processes":[99],"personal":[100,211],"data":[101],"space":[102],"evaluates":[104],"intervention-triggering":[105],"conditions.":[106,149,247],"benefit":[108],"from":[109],"reinforcement":[110],"learning":[111],"methods":[112],"develop":[114],"respect":[120],"timing,":[122],"frequency,":[123],"type":[125],"(content)":[126],"interventions.":[128],"To":[129],"validate":[130,184],"personalization":[132,235],"algorithm,":[133],"we":[134,170,183],"lay":[135],"out":[136],"simulation":[138,208],"testbed":[139],"personas,":[142],"differing":[143],"in":[144,199,207],"their":[145],"simulated":[147,245],"real-life":[148,246],"Results:":[150],"evaluate":[152],"presenting":[157],"example":[158],"definitions":[160,173],"behavior":[163],"change":[164],"taxonomies":[165],"clinical":[167,230],"guidelines.":[168],"Furthermore,":[169],"provide":[171],"real-world":[176],"care":[177],"program":[178],"targeting":[179],"diabetes":[180],"patients.":[181],"Finally,":[182],"through":[189],"set":[191],"hypotheses,":[193],"asserting":[194],"certain":[195],"ways":[196],"adaptation":[198],"strategy,":[202],"according":[203],"differences":[206],"related":[209],"preferences,":[212],"traits,":[213],"lifestyle":[215],"patterns.":[216],"Conclusion:":[217],"While":[218],"is":[222,237],"sufficiently":[223],"expandable":[224],"meet":[226],"theoretical":[228],"requirements,":[233],"algorithm":[236],"capable":[238],"adapting":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
