{"id":"https://openalex.org/W4409320478","doi":"https://doi.org/10.1080/00207179.2025.2491109","title":"Model predictive control in mHealth: a decision framework for optimised personalised physical activity interventions","display_name":"Model predictive control in mHealth: a decision framework for optimised personalised physical activity interventions","publication_year":2025,"publication_date":"2025-04-10","ids":{"openalex":"https://openalex.org/W4409320478","doi":"https://doi.org/10.1080/00207179.2025.2491109","pmid":"https://pubmed.ncbi.nlm.nih.gov/41036111"},"language":"en","primary_location":{"id":"doi:10.1080/00207179.2025.2491109","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207179.2025.2491109","pdf_url":null,"source":{"id":"https://openalex.org/S88061139","display_name":"International Journal of Control","issn_l":"0020-7179","issn":["0020-7179","1366-5820"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Control","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12483332/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048323184","display_name":"Mohamed El Mistiri","orcid":"https://orcid.org/0000-0002-0973-812X"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohamed El Mistiri","raw_affiliation_strings":["Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067879371","display_name":"Daniel E. Rivera","orcid":"https://orcid.org/0000-0002-3141-0577"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Daniel E. Rivera","raw_affiliation_strings":["Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002925901","display_name":"Predrag Klasnja","orcid":"https://orcid.org/0000-0002-4570-703X"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Predrag Klasnja","raw_affiliation_strings":["School of Information at University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information at University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100614691","display_name":"Jung-Hwan Park","orcid":"https://orcid.org/0000-0003-0638-0457"},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junghwan Park","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078089549","display_name":"Eric B. Hekler","orcid":"https://orcid.org/0000-0002-7434-0775"},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Hekler","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067879371"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":3.1471,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89723272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"98","issue":"12","first_page":"2950","last_page":"2966"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11209","display_name":"Cardiovascular and exercise physiology","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11209","display_name":"Cardiovascular and exercise physiology","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.9585000276565552,"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/mhealth","display_name":"mHealth","score":0.7224191427230835},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.6237493753433228},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6125946640968323},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.48690879344940186},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47432655096054077},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2773345708847046},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27364450693130493},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.12812858819961548}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.7224191427230835},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.6237493753433228},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6125946640968323},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.48690879344940186},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47432655096054077},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2773345708847046},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27364450693130493},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.12812858819961548}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/00207179.2025.2491109","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207179.2025.2491109","pdf_url":null,"source":{"id":"https://openalex.org/S88061139","display_name":"International Journal of Control","issn_l":"0020-7179","issn":["0020-7179","1366-5820"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Control","raw_type":"journal-article"},{"id":"pmid:41036111","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41036111","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":"International journal of control","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12483332","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12483332/","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":"Int J Control","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12483332","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12483332/","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":"Int J Control","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.44999998807907104,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1169385936","display_name":null,"funder_award_id":"R01 CA244777","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G4011821836","display_name":null,"funder_award_id":"R01CA244777","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G4220037155","display_name":null,"funder_award_id":"R01CA244777","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1541613950","https://openalex.org/W1995601908","https://openalex.org/W2015531683","https://openalex.org/W2021206292","https://openalex.org/W2034561974","https://openalex.org/W2073787051","https://openalex.org/W2095865140","https://openalex.org/W2110709850","https://openalex.org/W2127520982","https://openalex.org/W2133202804","https://openalex.org/W2153403719","https://openalex.org/W2293484899","https://openalex.org/W2410376912","https://openalex.org/W2750965456","https://openalex.org/W2810754652","https://openalex.org/W2883584706","https://openalex.org/W2901345868","https://openalex.org/W2922042098","https://openalex.org/W3012745165","https://openalex.org/W3152481440","https://openalex.org/W4237501894","https://openalex.org/W4251565704","https://openalex.org/W4292510839","https://openalex.org/W4294690869","https://openalex.org/W4294692044","https://openalex.org/W4382936227","https://openalex.org/W4402519227","https://openalex.org/W4404581837","https://openalex.org/W4407127366","https://openalex.org/W4413393248"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4391184000","https://openalex.org/W3157260717","https://openalex.org/W4210372979","https://openalex.org/W4281982548","https://openalex.org/W4364360147","https://openalex.org/W4251124243","https://openalex.org/W2556120871"],"abstract_inverted_index":{"A":[0],"major":[1],"problem":[2],"in":[3],"global":[4],"health":[5],"is":[6,24],"insufficient":[7],"physical":[8,101],"activity":[9],"(PA)":[10],"by":[11],"individuals,":[12],"despite":[13],"its":[14],"proven":[15],"benefits.":[16],"In":[17],"this":[18],"paper,":[19],"Model":[20],"Predictive":[21],"Control":[22],"(MPC)":[23],"evaluated":[25],"as":[26,60,85],"the":[27,43,51,116],"basis":[28],"for":[29,89],"delivering":[30,90],"personalised":[31],"optimal":[32],"adaptive":[33],"behavioural":[34,52,92,128],"interventions":[35,129],"aimed":[36],"at":[37],"improving":[38],"PA":[39,91],"(in":[40],"terms":[41],"of":[42,45,54,68,96],"number":[44],"steps":[46],"walked":[47],"per":[48],"day).":[49],"Utilising":[50],"framework":[53,88],"Social":[55],"Cognitive":[56],"Theory":[57],"(SCT)":[58],"expressed":[59],"a":[61,66,86],"fluid":[62],"analogy":[63],"computational":[64],"model,":[65],"series":[67],"diverse":[69],"control":[70],"strategies":[71],"are":[72,113],"proposed":[73],"under":[74,130],"different":[75],"circumstances":[76],"that":[77],"provide":[78],"insights":[79],"into":[80],"how":[81],"MPC":[82],"can":[83],"serve":[84],"broad-based":[87],"interventions.":[93],"The":[94],"complexities":[95],"measurement":[97],"and":[98,102,105,108,126,136],"information":[99],"availability,":[100],"budgetary":[103],"constraints,":[104],"plant":[106],"limitations":[107],"their":[109],"impact":[110],"on":[111],"decision-making":[112],"explored,":[114],"with":[115],"results":[117],"obtained":[118],"demonstrating":[119],"MPC's":[120],"potential":[121],"to":[122],"deliver":[123],"feasible,":[124],"personalised,":[125],"user-friendly":[127],"conditions":[131],"involving":[132],"limited":[133],"measurements,":[134],"nonlinearity,":[135],"plant-model":[137],"mismatch.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}