{"id":"https://openalex.org/W4396919779","doi":"https://doi.org/10.1145/3659628","title":"Predicting Multi-dimensional Surgical Outcomes with Multi-modal Mobile Sensing","display_name":"Predicting Multi-dimensional Surgical Outcomes with Multi-modal Mobile Sensing","publication_year":2024,"publication_date":"2024-05-13","ids":{"openalex":"https://openalex.org/W4396919779","doi":"https://doi.org/10.1145/3659628"},"language":"en","primary_location":{"id":"doi:10.1145/3659628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3659628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3659628","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3659628","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100743350","display_name":"Ziqi Xu","orcid":"https://orcid.org/0000-0003-4286-095X"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ziqi Xu","raw_affiliation_strings":["Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","AI for Health Institute, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0003-4286-095X","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]},{"raw_affiliation_string":"AI for Health Institute, St. Louis, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100435143","display_name":"Jingwen Zhang","orcid":"https://orcid.org/0000-0002-8092-1488"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]},{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingwen Zhang","raw_affiliation_strings":["University of Utah, Department of Neurosurgery, Salt Lake City, USA","Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","AI for Health Institute, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-8092-1488","affiliations":[{"raw_affiliation_string":"University of Utah, Department of Neurosurgery, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]},{"raw_affiliation_string":"AI for Health Institute, St. Louis, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014092186","display_name":"Jacob K. Greenberg","orcid":"https://orcid.org/0000-0003-2675-5658"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacob Greenberg","raw_affiliation_strings":["Washington University in St. Louis, Department of Neurosurgery; AI for Health Institute, St. Louis, USA","AI for Health Institute, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0003-2675-5658","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Neurosurgery; AI for Health Institute, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]},{"raw_affiliation_string":"AI for Health Institute, St. Louis, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054511775","display_name":"Madelyn Frumkin","orcid":"https://orcid.org/0000-0002-3122-4483"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madelyn Frumkin","raw_affiliation_strings":["Washington University in St. Louis, Department of Psychological &amp; Brain Sciences, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-3122-4483","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Psychological &amp; Brain Sciences, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016324135","display_name":"Saad Javeed","orcid":"https://orcid.org/0000-0002-9213-924X"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saad Javeed","raw_affiliation_strings":["Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-9213-924X","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084021832","display_name":"Justin K. Zhang","orcid":"https://orcid.org/0000-0002-8170-4733"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]},{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin K. Zhang","raw_affiliation_strings":["University of Utah, Department of Neurosurgery, Salt Lake City, USA","Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-8170-4733","affiliations":[{"raw_affiliation_string":"University of Utah, Department of Neurosurgery, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014269135","display_name":"Braeden Benedict","orcid":"https://orcid.org/0000-0002-7392-6969"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Braeden Benedict","raw_affiliation_strings":["Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-7392-6969","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000686955","display_name":"Kathleen Botterbush","orcid":"https://orcid.org/0000-0003-2721-0684"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kathleen Botterbush","raw_affiliation_strings":["Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0003-2721-0684","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023249078","display_name":"Thomas L. Rodebaugh","orcid":"https://orcid.org/0000-0001-6814-7795"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas L. Rodebaugh","raw_affiliation_strings":["University of North Carolina at Chapel Hill, Department of Psychological &amp; Brain Sciences, Chapel Hill, USA"],"raw_orcid":"https://orcid.org/0000-0001-6814-7795","affiliations":[{"raw_affiliation_string":"University of North Carolina at Chapel Hill, Department of Psychological &amp; Brain Sciences, Chapel Hill, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084364814","display_name":"Wilson Z. Ray","orcid":"https://orcid.org/0000-0002-3006-8562"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wilson Z. Ray","raw_affiliation_strings":["Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0002-3006-8562","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Neurosurgery, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034805517","display_name":"Chenyang Lu","orcid":"https://orcid.org/0000-0003-1709-6769"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chenyang Lu","raw_affiliation_strings":["Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","AI for Health Institute, St. Louis, USA"],"raw_orcid":"https://orcid.org/0000-0003-1709-6769","affiliations":[{"raw_affiliation_string":"Washington University in St. Louis, Department of Computer Science and Engineering; AI for Health Institute, St. Louis, USA","institution_ids":["https://openalex.org/I204465549"]},{"raw_affiliation_string":"AI for Health Institute, St. Louis, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5100743350"],"corresponding_institution_ids":["https://openalex.org/I204465549"],"apc_list":null,"apc_paid":null,"fwci":2.7143,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89661655,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"8","issue":"2","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10916","display_name":"Surgical Simulation and Training","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T13953","display_name":"Digital Imaging in Medicine","score":0.9864000082015991,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.7354310750961304},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5288247466087341},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34191375970840454},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.12926632165908813}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7354310750961304},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5288247466087341},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34191375970840454},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.12926632165908813},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3659628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3659628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3659628","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3659628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3659628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3659628","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G4278272536","display_name":null,"funder_award_id":"1F31MH124291-01A","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G6009480924","display_name":null,"funder_award_id":"615735","funder_id":"https://openalex.org/F4320309700","funder_display_name":"Foundation for Barnes-Jewish Hospital"}],"funders":[{"id":"https://openalex.org/F4320307206","display_name":"Cervical Spine Research Society","ror":"https://ror.org/01qbvd385"},{"id":"https://openalex.org/F4320307450","display_name":"Scoliosis Research Society","ror":"https://ror.org/05p577g88"},{"id":"https://openalex.org/F4320309700","display_name":"Foundation for Barnes-Jewish Hospital","ror":"https://ror.org/04wyvkr12"},{"id":"https://openalex.org/F4320330570","display_name":"Fullgraf Foundation","ror":null},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396919779.pdf"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W616360761","https://openalex.org/W1607863177","https://openalex.org/W1872758824","https://openalex.org/W1985118742","https://openalex.org/W1988315052","https://openalex.org/W2023574836","https://openalex.org/W2030430403","https://openalex.org/W2050171029","https://openalex.org/W2053149452","https://openalex.org/W2061770658","https://openalex.org/W2065506323","https://openalex.org/W2083706748","https://openalex.org/W2096863518","https://openalex.org/W2099093791","https://openalex.org/W2099264456","https://openalex.org/W2127314075","https://openalex.org/W2132322340","https://openalex.org/W2138019504","https://openalex.org/W2138871559","https://openalex.org/W2143655903","https://openalex.org/W2155002669","https://openalex.org/W2157662040","https://openalex.org/W2185604110","https://openalex.org/W2222368581","https://openalex.org/W2288668428","https://openalex.org/W2293681965","https://openalex.org/W2319833016","https://openalex.org/W2514281243","https://openalex.org/W2609643912","https://openalex.org/W2612711359","https://openalex.org/W2760641690","https://openalex.org/W2767270796","https://openalex.org/W2768407667","https://openalex.org/W2772586377","https://openalex.org/W2791128136","https://openalex.org/W2806268003","https://openalex.org/W2810131621","https://openalex.org/W2888432692","https://openalex.org/W2945248062","https://openalex.org/W2946540868","https://openalex.org/W2972463583","https://openalex.org/W2980113592","https://openalex.org/W2997591727","https://openalex.org/W3011567797","https://openalex.org/W3035332943","https://openalex.org/W3047913449","https://openalex.org/W3106667330","https://openalex.org/W3117893758","https://openalex.org/W3133512821","https://openalex.org/W3136031576","https://openalex.org/W3163744204","https://openalex.org/W3200043857","https://openalex.org/W4200134022","https://openalex.org/W4213436074","https://openalex.org/W4220877079","https://openalex.org/W4221047511","https://openalex.org/W4221116636","https://openalex.org/W4234552385","https://openalex.org/W4283582061","https://openalex.org/W4284897569","https://openalex.org/W4293678623","https://openalex.org/W4302285999","https://openalex.org/W4315631007","https://openalex.org/W4318169204","https://openalex.org/W4318774994","https://openalex.org/W4319837251","https://openalex.org/W4362579914","https://openalex.org/W4379197418","https://openalex.org/W4383186711","https://openalex.org/W4387087186","https://openalex.org/W4391905107","https://openalex.org/W4393318320","https://openalex.org/W6679194949"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"Pre-operative":[0],"prediction":[1,137],"of":[2,44,81,88,138,145,164,200,231,283,292,314],"post-surgical":[3],"recovery":[4,61,146],"for":[5,9],"patients":[6,21,271],"is":[7,65],"vital":[8],"clinical":[10,258,267],"decision-making":[11],"and":[12,79,90,100,123,143,161,172,185,202,236,261,296],"personalized":[13,263,307],"treatments,":[14],"especially":[15],"with":[16,310],"lumbar":[17,131,273],"spine":[18,63,132,274],"surgery,":[19,275],"where":[20],"exhibit":[22],"highly":[23],"heterogeneous":[24],"outcomes.":[25,243,301,316],"Existing":[26],"predictive":[27,213,287],"tools":[28],"mainly":[29],"rely":[30],"on":[31,54],"traditional":[32,168],"Patient-Reported":[33],"Outcome":[34],"Measures":[35],"(PROMs),":[36],"which":[37],"fail":[38],"to":[39,97,125,157,256,305],"capture":[40,98,158],"the":[41,48,86,107,136,159,198,207,217,220,228,232,290],"long-term":[42],"dynamics":[43],"patient":[45],"conditions":[46,105],"before":[47],"surgery.":[49],"Moreover,":[50,191],"existing":[51],"studies":[52],"focus":[53],"predicting":[55],"a":[56,112,148,266,280],"single":[57],"surgical":[58,128,242,300],"outcome.":[59],"However,":[60],"from":[62,170,183,189,197,298],"surgery":[64],"multi-dimensional,":[66],"including":[67,166],"multiple":[68,127,241,299],"distinctive":[69,238],"but":[70],"interrelated":[71],"outcomes,":[72],"such":[73],"as":[74,147],"pain":[75,139],"interference,":[76,140],"physical":[77,141],"function,":[78,142],"quality":[80,144],"recovery.":[82],"In":[83,265],"recent":[84],"years,":[85],"emergence":[87],"smartphones":[89,122],"wearable":[91,203],"devices":[92],"has":[93],"presented":[94],"new":[95,194],"opportunities":[96],"longitudinal":[99],"dynamic":[101,162],"information":[102],"regarding":[103],"patients'":[104],"outside":[106],"hospital.":[108],"This":[109,302],"paper":[110],"proposes":[111],"novel":[113],"machine":[114],"learning":[115,150,297],"approach,":[116],"Multi-Modal":[117],"Multi-Task":[118],"Learning":[119],"(M3TL),":[120],"using":[121],"wristbands":[124],"predict":[126],"outcomes":[129],"after":[130],"surgeries.":[133],"We":[134,153],"formulate":[135],"multi-task":[149],"(MTL)":[151],"problem.":[152],"leverage":[154],"multi-modal":[155,294],"data":[156,188,222,234,295],"static":[160],"characteristics":[163],"patients,":[165],"(1)":[167],"features":[169,195,204],"PROMs":[171],"Electronic":[173],"Health":[174],"Records":[175],"(EHR),":[176],"(2)":[177],"Ecological":[178],"Momentary":[179],"Assessment":[180],"(EMA)":[181],"collected":[182],"smartphones,":[184],"(3)":[186],"sensing":[187],"wristbands.":[190],"we":[192],"introduce":[193],"derived":[196],"correlation":[199],"EMA":[201],"measured":[205],"within":[206],"same":[208],"time":[209],"frame,":[210],"effectively":[211],"enhancing":[212],"performance":[214],"by":[215],"capturing":[216],"interdependencies":[218],"between":[219],"two":[221],"modalities.":[223],"Our":[224],"model":[225,250,278],"interpretation":[226],"uncovers":[227],"complementary":[229],"nature":[230],"different":[233],"modalities":[235],"their":[237],"contributions":[239],"toward":[240],"Furthermore,":[244],"through":[245],"individualized":[246],"decision":[247,259],"analysis,":[248],"our":[249,276],"identifies":[251],"personal":[252],"high":[253],"risk":[254],"factors":[255],"aid":[257],"making":[260],"approach":[262],"treatments.":[264],"study":[268],"involving":[269],"122":[270],"undergoing":[272],"M3TL":[277],"outperforms":[279],"diverse":[281],"set":[282],"baseline":[284],"methods":[285],"in":[286],"performance,":[288],"demonstrating":[289],"value":[291],"integrating":[293],"work":[303],"contributes":[304],"advancing":[306],"peri-operative":[308],"care":[309],"accurate":[311],"pre-operative":[312],"predictions":[313],"multi-dimensional":[315]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
