{"id":"https://openalex.org/W4407670266","doi":"https://doi.org/10.1145/3717063","title":"Informing the Design of Individualized Self-Management Regimens from the Human, Data, and Machine Learning Perspectives","display_name":"Informing the Design of Individualized Self-Management Regimens from the Human, Data, and Machine Learning Perspectives","publication_year":2025,"publication_date":"2025-02-17","ids":{"openalex":"https://openalex.org/W4407670266","doi":"https://doi.org/10.1145/3717063","pmid":"https://pubmed.ncbi.nlm.nih.gov/41018024"},"language":"en","primary_location":{"id":"doi:10.1145/3717063","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3717063","pdf_url":null,"source":{"id":"https://openalex.org/S89276529","display_name":"ACM Transactions on Computer-Human Interaction","issn_l":"1073-0516","issn":["1073-0516","1557-7325"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computer-Human Interaction","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/PMC12467629/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000476771","display_name":"Adrienne Pichon","orcid":"https://orcid.org/0000-0002-9393-3410"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Adrienne Pichon","raw_affiliation_strings":["Department of Biomedical Informatics, Columbia University, New York, NY,\u00a0USA","Columbia University, Department of Biomedical Informatics, USA"],"raw_orcid":"https://orcid.org/0000-0002-9393-3410","affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University, New York, NY,\u00a0USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University, Department of Biomedical Informatics, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040717332","display_name":"I\u00f1igo Urteaga","orcid":"https://orcid.org/0000-0003-3656-0037"},"institutions":[{"id":"https://openalex.org/I110594554","display_name":"Ikerbasque","ror":"https://ror.org/01cc3fy72","country_code":"ES","type":"other","lineage":["https://openalex.org/I110594554"]},{"id":"https://openalex.org/I2802176441","display_name":"Basque Center for Applied Mathematics","ror":"https://ror.org/03b21sh32","country_code":"ES","type":"education","lineage":["https://openalex.org/I2802176441"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"I\u00f1igo Urteaga","raw_affiliation_strings":["Basque Center for Applied Mathematics, Basque Foundation for Science (IKERBASQUE), Bilbao, Spain","Basque Center for Applied Mathematics &amp; Basque Foundation for Science (IKERBASQUE), Spain"],"raw_orcid":"https://orcid.org/0000-0003-3656-0037","affiliations":[{"raw_affiliation_string":"Basque Center for Applied Mathematics, Basque Foundation for Science (IKERBASQUE), Bilbao, Spain","institution_ids":["https://openalex.org/I110594554"]},{"raw_affiliation_string":"Basque Center for Applied Mathematics &amp; Basque Foundation for Science (IKERBASQUE), Spain","institution_ids":["https://openalex.org/I110594554","https://openalex.org/I2802176441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015187091","display_name":"Lena Mamykina","orcid":"https://orcid.org/0000-0001-5203-274X"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lena Mamykina","raw_affiliation_strings":["Department of Biomedical Informatics, Columbia\u00a0University, New York, NY,\u00a0USA","Columbia University, Department of Biomedical Informatics, USA"],"raw_orcid":"https://orcid.org/0000-0001-5203-274X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia\u00a0University, New York, NY,\u00a0USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University, Department of Biomedical Informatics, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047270546","display_name":"No\u00e9mie Elhadad","orcid":"https://orcid.org/0000-0001-9721-5240"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"No\u00e9mie Elhadad","raw_affiliation_strings":["Department of Biomedical Informatics, Columbia University, New York, NY, USA","Columbia University, Department of Biomedical Informatics, USA"],"raw_orcid":"https://orcid.org/0000-0001-9721-5240","affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Columbia University, Department of Biomedical Informatics, USA","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5000476771"],"corresponding_institution_ids":["https://openalex.org/I78577930"],"apc_list":null,"apc_paid":null,"fwci":3.7052,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90711424,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"32","issue":"4","first_page":"1","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9203000068664551,"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"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9203000068664551,"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"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9128000140190125,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39197152853012085},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3901234269142151},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38404977321624756},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.3636082708835602},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.35615116357803345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3501683473587036},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33615952730178833},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.33239126205444336},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.3257817327976227},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.30049777030944824}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39197152853012085},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3901234269142151},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38404977321624756},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3636082708835602},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.35615116357803345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3501683473587036},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33615952730178833},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.33239126205444336},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3257817327976227},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30049777030944824}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3717063","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3717063","pdf_url":null,"source":{"id":"https://openalex.org/S89276529","display_name":"ACM Transactions on Computer-Human Interaction","issn_l":"1073-0516","issn":["1073-0516","1557-7325"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computer-Human Interaction","raw_type":"journal-article"},{"id":"pmid:41018024","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41018024","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":"ACM transactions on computer-human interaction : a publication of the Association for Computing Machinery","raw_type":null},{"id":"pmh:oai:europepmc.org:11275996","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12467629","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":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12467629","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12467629/","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":"ACM Trans Comput Hum Interact","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12467629","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12467629/","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":"ACM Trans Comput Hum Interact","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":110,"referenced_works":["https://openalex.org/W134886330","https://openalex.org/W1475916650","https://openalex.org/W1513717411","https://openalex.org/W1967661515","https://openalex.org/W2005079054","https://openalex.org/W2010140255","https://openalex.org/W2016543538","https://openalex.org/W2018526287","https://openalex.org/W2019384544","https://openalex.org/W2027619473","https://openalex.org/W2028902836","https://openalex.org/W2039142363","https://openalex.org/W2039572242","https://openalex.org/W2043531290","https://openalex.org/W2068765209","https://openalex.org/W2105834280","https://openalex.org/W2105976862","https://openalex.org/W2115266543","https://openalex.org/W2129303710","https://openalex.org/W2130500927","https://openalex.org/W2131319384","https://openalex.org/W2132920211","https://openalex.org/W2135105002","https://openalex.org/W2139464545","https://openalex.org/W2142225512","https://openalex.org/W2142616840","https://openalex.org/W2145339207","https://openalex.org/W2149582914","https://openalex.org/W2151338363","https://openalex.org/W2165867043","https://openalex.org/W2190270960","https://openalex.org/W2257111162","https://openalex.org/W2336169963","https://openalex.org/W2523153599","https://openalex.org/W2528730065","https://openalex.org/W2537487314","https://openalex.org/W2604113249","https://openalex.org/W2613049552","https://openalex.org/W2756147537","https://openalex.org/W2766447205","https://openalex.org/W2766658708","https://openalex.org/W2795918250","https://openalex.org/W2883406490","https://openalex.org/W2890071448","https://openalex.org/W2893387434","https://openalex.org/W2897154134","https://openalex.org/W2901859262","https://openalex.org/W2904730732","https://openalex.org/W2905247939","https://openalex.org/W2907530084","https://openalex.org/W2911396267","https://openalex.org/W2911488506","https://openalex.org/W2915412380","https://openalex.org/W2925512010","https://openalex.org/W2934399013","https://openalex.org/W2955877667","https://openalex.org/W2964690412","https://openalex.org/W2973139807","https://openalex.org/W2984135870","https://openalex.org/W2995000888","https://openalex.org/W2999331643","https://openalex.org/W3013160799","https://openalex.org/W3021947321","https://openalex.org/W3022630120","https://openalex.org/W3033706782","https://openalex.org/W3037479270","https://openalex.org/W3042379185","https://openalex.org/W3043096756","https://openalex.org/W3081008408","https://openalex.org/W3081790547","https://openalex.org/W3082925502","https://openalex.org/W3092184901","https://openalex.org/W3100789280","https://openalex.org/W3106192294","https://openalex.org/W3111516481","https://openalex.org/W3117935275","https://openalex.org/W3123348991","https://openalex.org/W3164011142","https://openalex.org/W3175998072","https://openalex.org/W3176599804","https://openalex.org/W3193423663","https://openalex.org/W3198539194","https://openalex.org/W3203653999","https://openalex.org/W4210990506","https://openalex.org/W4214717370","https://openalex.org/W4244021162","https://openalex.org/W4245605774","https://openalex.org/W4247298944","https://openalex.org/W4285014863","https://openalex.org/W4285808538","https://openalex.org/W4286007765","https://openalex.org/W4297967137","https://openalex.org/W4298663828","https://openalex.org/W4299401133","https://openalex.org/W4313527987","https://openalex.org/W4321480249","https://openalex.org/W4366550110","https://openalex.org/W4379017243","https://openalex.org/W4380290752","https://openalex.org/W4386271826","https://openalex.org/W4388007985","https://openalex.org/W4388787563","https://openalex.org/W4394963598","https://openalex.org/W4400940865","https://openalex.org/W4411147025","https://openalex.org/W6630221451","https://openalex.org/W6683305549","https://openalex.org/W6741536423","https://openalex.org/W6761830003","https://openalex.org/W7046549629"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2008021542","https://openalex.org/W3128908425","https://openalex.org/W2144661394","https://openalex.org/W164118282","https://openalex.org/W4299638067","https://openalex.org/W2047245866","https://openalex.org/W2497585214","https://openalex.org/W2517779620","https://openalex.org/W2314482372"],"abstract_inverted_index":{"Intelligent":[0],"systems":[1,15,60],"for":[2,25,30,61,109,113,131],"self-management":[3,111],"can":[4,55],"help":[5],"patients":[6],"and":[7,32,40,49,52,85,105,140,146],"improve":[8],"quality":[9],"of":[10,35,58,82,92],"life.":[11],"However,":[12],"designing":[13],"AI-based":[14],"is":[16],"challenging":[17],"because":[18],"designers":[19],"need":[20],"to":[21,46,74],"account":[22],"not":[23],"only":[24],"user":[26,76,83,96],"needs,":[27,77,138],"but":[28],"also":[29],"capabilities":[31],"practical":[33,87],"constraints":[34,53,141],"underlying":[36],"algorithms.":[37],"We":[38,64,103,128],"propose":[39],"implement":[41],"a":[42,68,100,110,118,133],"human-centered":[43],"AI":[44],"framework":[45],"align":[47],"human":[48,143],"technological":[50],"requirements":[51,108],"that":[54,135],"guide":[56],"design":[57],"intelligent":[59],"personal":[62],"health.":[63],"use":[65],"concepts":[66],"from":[67,99,142],"machine":[69,147],"learning":[70,148],"technique,":[71],"reinforcement":[72],"learning,":[73],"elicit":[75],"through":[78,90],"directed":[79],"content":[80],"analysis":[81,91],"interviews,":[84],"uncover":[86],"data":[88],"constraints,":[89],"\"in":[93],"the":[94],"wild\"":[95],"engagement":[97],"logs":[98],"self-monitoring":[101],"app.":[102],"gather":[104],"triangulate":[106],"human-machine-data":[107],"tool":[112],"individuals":[114],"with":[115,124,137],"endometriosis":[116],"-":[117],"poorly":[119],"understood,":[120],"complex":[121],"chronic":[122],"condition":[123],"no":[125],"reliable":[126],"treatment.":[127],"present":[129],"recommendations":[130],"developing":[132],"system":[134],"aligns":[136],"capabilities,":[139],"user,":[144],"data,":[145],"perspectives.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
