{"id":"https://openalex.org/W3135436544","doi":"https://doi.org/10.1093/jamia/ocab001","title":"Adaptive learning algorithms to optimize mobile applications for behavioral health: guidelines for design decisions","display_name":"Adaptive learning algorithms to optimize mobile applications for behavioral health: guidelines for design decisions","publication_year":2021,"publication_date":"2021-01-07","ids":{"openalex":"https://openalex.org/W3135436544","doi":"https://doi.org/10.1093/jamia/ocab001","mag":"3135436544","pmid":"https://pubmed.ncbi.nlm.nih.gov/33657217"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocab001","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab001","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/6/1225/38615357/ocab001.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":null,"license_id":null,"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":"bronze","oa_url":"https://academic.oup.com/jamia/article-pdf/28/6/1225/38615357/ocab001.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035375035","display_name":"Caroline Figueroa","orcid":"https://orcid.org/0000-0003-0692-2244"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Caroline A Figueroa","raw_affiliation_strings":["School of Social Welfare, University of California Berkeley, Berkeley, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Social Welfare, University of California Berkeley, Berkeley, California, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084545416","display_name":"Adri\u00e1n Aguilera","orcid":"https://orcid.org/0000-0003-1773-8768"},"institutions":[{"id":"https://openalex.org/I1295908608","display_name":"San Francisco General Hospital","ror":"https://ror.org/05j8x4n38","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1295908608"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adrian Aguilera","raw_affiliation_strings":["School of Social Welfare, University of California Berkeley, Berkeley, California, USA","UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Social Welfare, University of California Berkeley, Berkeley, California, USA","institution_ids":["https://openalex.org/I95457486"]},{"raw_affiliation_string":"UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA","institution_ids":["https://openalex.org/I1295908608"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036008511","display_name":"Bibhas Chakraborty","orcid":"https://orcid.org/0000-0002-7366-0478"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["SG","US"],"is_corresponding":false,"raw_author_name":"Bibhas Chakraborty","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-National University of Singapore Medical School, Singapore, Singapore","Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, USA","Department of Statistics and Applied Probability, National University of Singapore, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-National University of Singapore Medical School, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Statistics and Applied Probability, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081827594","display_name":"Arghavan Modiri","orcid":null},"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":"Arghavan Modiri","raw_affiliation_strings":["Department of Computer Science, University of Toronto, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027695955","display_name":"Jai Aggarwal","orcid":null},"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":"Jai Aggarwal","raw_affiliation_strings":["Department of Computer Science, University of Toronto, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075083253","display_name":"Nina Deliu","orcid":"https://orcid.org/0000-0003-2501-8795"},"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"]},{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["CA","IT"],"is_corresponding":false,"raw_author_name":"Nina Deliu","raw_affiliation_strings":["Department of Computer Science, University of Toronto, Toronto, Canada","Department of Statistical Sciences, Sapienza University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Department of Statistical Sciences, Sapienza University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050618420","display_name":"Urmimala Sarkar","orcid":"https://orcid.org/0000-0003-4213-4405"},"institutions":[{"id":"https://openalex.org/I1295908608","display_name":"San Francisco General Hospital","ror":"https://ror.org/05j8x4n38","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1295908608"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Urmimala Sarkar","raw_affiliation_strings":["UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA","institution_ids":["https://openalex.org/I1295908608"]}]},{"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":["Department of Computer Science, University of Toronto, Toronto, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074116667","display_name":"Courtney R. Lyles","orcid":"https://orcid.org/0000-0002-1111-8595"},"institutions":[{"id":"https://openalex.org/I1295908608","display_name":"San Francisco General Hospital","ror":"https://ror.org/05j8x4n38","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1295908608"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Courtney R Lyles","raw_affiliation_strings":["UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA"],"raw_orcid":"https://orcid.org/0000-0002-1111-8595","affiliations":[{"raw_affiliation_string":"UCSF Center for Vulnerable Populations, Zuckerberg San Francisco General Hospital, San Francisco, California, USA","institution_ids":["https://openalex.org/I1295908608"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5035375035"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":2.6615,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.89842764,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"28","issue":"6","first_page":"1225","last_page":"1234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.7889000177383423,"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":0.7889000177383423,"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":0.13079999387264252,"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/T10352","display_name":"Physical Activity and Health","score":0.013299999758601189,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7277255058288574},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6227806806564331},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.5713952779769897},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.4955648183822632},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48733100295066833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4769398272037506},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4497414529323578},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.421550452709198},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.4145796298980713},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.41428062319755554},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36214667558670044},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34155720472335815},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.20443633198738098},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18008002638816833},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.12384364008903503}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7277255058288574},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6227806806564331},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5713952779769897},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4955648183822632},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48733100295066833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4769398272037506},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4497414529323578},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.421550452709198},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4145796298980713},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.41428062319755554},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36214667558670044},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34155720472335815},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.20443633198738098},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18008002638816833},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.12384364008903503},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","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":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D063731","descriptor_name":"Mobile Applications","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1093/jamia/ocab001","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab001","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/6/1225/38615357/ocab001.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:33657217","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33657217","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:oai:escholarship.org/ark:/13030/qt2d96h5q3","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/2d96h5q3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"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 : JAMIA, vol 28, iss 6","raw_type":"article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1581568","is_oa":true,"landing_page_url":"http://hdl.handle.net/11573/1581568","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8200266","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8200266","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"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocab001","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocab001","pdf_url":"https://academic.oup.com/jamia/article-pdf/28/6/1225/38615357/ocab001.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":null,"license_id":null,"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":[],"awards":[{"id":"https://openalex.org/G509598173","display_name":null,"funder_award_id":"R01 HS025429","funder_id":"https://openalex.org/F4320332177","funder_display_name":"Agency for Healthcare Research and Quality"}],"funders":[{"id":"https://openalex.org/F4320332177","display_name":"Agency for Healthcare Research and Quality","ror":"https://ror.org/03jmfdf59"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3135436544.pdf","grobid_xml":"https://content.openalex.org/works/W3135436544.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W168716161","https://openalex.org/W1982652137","https://openalex.org/W2031201873","https://openalex.org/W2052794000","https://openalex.org/W2053834050","https://openalex.org/W2109247912","https://openalex.org/W2125849039","https://openalex.org/W2130892589","https://openalex.org/W2136608905","https://openalex.org/W2153647448","https://openalex.org/W2334201740","https://openalex.org/W2349757246","https://openalex.org/W2399558155","https://openalex.org/W2474213459","https://openalex.org/W2523153599","https://openalex.org/W2609940642","https://openalex.org/W2612922341","https://openalex.org/W2734936460","https://openalex.org/W2744364813","https://openalex.org/W2751620495","https://openalex.org/W2754568836","https://openalex.org/W2760160110","https://openalex.org/W2793898992","https://openalex.org/W2803874067","https://openalex.org/W2889406366","https://openalex.org/W2889622602","https://openalex.org/W2892348296","https://openalex.org/W2899527225","https://openalex.org/W2912652107","https://openalex.org/W2926287779","https://openalex.org/W2950061073","https://openalex.org/W2954686779","https://openalex.org/W2963232155","https://openalex.org/W2963679915","https://openalex.org/W2978370697","https://openalex.org/W2979768761","https://openalex.org/W2986563348","https://openalex.org/W2990241465","https://openalex.org/W2999080334","https://openalex.org/W3011199275","https://openalex.org/W3011403448","https://openalex.org/W3013097663","https://openalex.org/W3067006404","https://openalex.org/W3083992516","https://openalex.org/W3102969100","https://openalex.org/W3154169492","https://openalex.org/W3176599804","https://openalex.org/W4242698231","https://openalex.org/W6758543916","https://openalex.org/W6768523686","https://openalex.org/W6773944452","https://openalex.org/W6774839113"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W1997222214","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Providing":[1],"behavioral":[2,197],"health":[3,74,93,198],"interventions":[4,9,199],"via":[5],"smartphones":[6],"allows":[7],"these":[8,43,234],"to":[10,13,138,173,216,223,244],"be":[11,24],"adapted":[12],"the":[14,40,46,83,108,115,157,184,211,218,241],"changing":[15],"behavior,":[16],"preferences,":[17],"and":[18,64,78,105,125,131,164,232,236,239,248],"needs":[19],"of":[20,32,42,86,114,195,220],"individuals.":[21],"This":[22],"can":[23],"achieved":[25],"through":[26],"reinforcement":[27],"learning":[28],"(RL),":[29],"a":[30,71,91],"sub-area":[31],"machine":[33],"learning.":[34],"However,":[35],"many":[36],"challenges":[37,137,146],"could":[38],"affect":[39],"effectiveness":[41],"algorithms":[44],"in":[45,70,100,180,189,210],"real":[47,212],"world.":[48],"We":[49,81,128,135],"provide":[50],"guidelines":[51],"for":[52,66,90,96,159],"decision-making.":[53],"MATERIALS":[54],"AND":[55],"METHODS:":[56],"Using":[57],"thematic":[58,140],"analysis,":[59],"we":[60,111,149],"describe":[61],"challenges,":[62],"considerations,":[63],"solutions":[65],"algorithm":[67,89,185,206,226],"design":[68,84,219],"decisions":[69,209,237],"collaboration":[72],"between":[73],"services":[75],"researchers,":[76],"clinicians,":[77],"data":[79,179],"scientists.":[80],"use":[82],"process":[85,117,142],"an":[87,225],"RL":[88],"mobile":[92],"study":[94],"\"DIAMANTE\"":[95],"increasing":[97],"physical":[98],"activity":[99],"underserved":[101],"patients":[102],"with":[103,175],"diabetes":[104],"depression.":[106],"Over":[107],"1.5-year":[109],"project,":[110],"kept":[112],"track":[113],"research":[116],"using":[118],"collaborative":[119],"cloud":[120],"Google":[121],"Documents,":[122],"Whatsapp":[123],"messenger,":[124],"video":[126],"teleconferencing.":[127],"discussed,":[129],"categorized,":[130],"coded":[132],"critical":[133],"challenges.":[134],"grouped":[136],"create":[139],"topic":[141],"domains.":[143],"RESULTS:":[144],"Nine":[145],"emerged,":[147],"which":[148,224],"divided":[150],"into":[151],"3":[152],"major":[153],"themes:":[154],"1.":[155],"Choosing":[156],"model":[158],"decision-making,":[160],"including":[161],"appropriate":[162],"contextual":[163],"reward":[165],"variables;":[166],"2.":[167],"Data":[168],"handling/collection,":[169],"such":[170],"as":[171],"how":[172],"deal":[174],"missing":[176],"or":[177],"incorrect":[178],"real-time;":[181],"3.":[182],"Weighing":[183],"performance":[186],"vs":[187],"effectiveness/implementation":[188],"real-world":[190],"settings.":[191],"CONCLUSION:":[192],"The":[193],"creation":[194],"effective":[196],"does":[200],"not":[201],"depend":[202],"only":[203],"on":[204],"final":[205],"performance.":[207],"Many":[208],"world":[213],"are":[214],"necessary":[215],"formulate":[217],"problem":[221],"parameters":[222],"is":[227],"applied.":[228],"Researchers":[229],"must":[230],"document":[231],"evaulate":[233],"considerations":[235],"before":[238],"during":[240],"intervention":[242],"period,":[243],"increase":[245],"transparency,":[246],"accountability,":[247],"reproducibility.":[249],"TRIAL":[250],"REGISTRATION:":[251],"clinicaltrials.gov,":[252],"NCT03490253.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}
