{"id":"https://openalex.org/W7203548529","doi":"https://doi.org/10.5281/zenodo.19542515","title":"Real-Time Monitoring Systems in ICU Settings","display_name":"Real-Time Monitoring Systems in ICU Settings","publication_year":2023,"publication_date":"2023-07-30","ids":{"openalex":"https://openalex.org/W7203548529","doi":"https://doi.org/10.5281/zenodo.19542515"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.stanfordgroup.org:article/484","doi":null,"is_oa":true,"landing_page_url":"https://stanfordgroup.org/index.php/IABLA/article/view/484","pdf_url":"https://stanfordgroup.org/index.php/IABLA/article/download/484/413","source":{"id":"https://openalex.org/S7407082214","display_name":"International Archives of Biomedicine, Life sciences and Bioengineering","issn_l":"3117-7239","issn":["3117-7239"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3117-7239","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://stanfordgroup.org/index.php/IABLA/article/download/484/413","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043386643","display_name":"Marco Horvath","orcid":"https://orcid.org/0000-0001-6926-2154","observed_orcids":["https://orcid.org/0000-0001-6926-2154"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marco Horvath","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147094685","display_name":"Eva Novak","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eva Novak","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5147192118","display_name":"Andreas Rossi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andreas Rossi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.45578199,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":1.0,"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":1.0,"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/T13702","display_name":"Machine Learning in Healthcare","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/intensive-care-monitoring","display_name":"intensive care monitoring","score":0.8090000152587891},{"id":"https://openalex.org/keywords/clinical-deterioration-detection","display_name":"clinical deterioration detection","score":0.8080000281333923},{"id":"https://openalex.org/keywords/alarm-fatigue","display_name":"alarm fatigue","score":0.8100000023841858},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.6710000038146973},{"id":"https://openalex.org/keywords/time-series-anomaly-detection","display_name":"time series anomaly detection","score":0.8309999704360962},{"id":"https://openalex.org/keywords/statistical-process-control","display_name":"statistical process control","score":0.8320000171661377},{"id":"https://openalex.org/keywords/early-warning-scores","display_name":"early warning scores","score":0.718999981880188},{"id":"https://openalex.org/keywords/positive-predictive-value","display_name":"positive predictive value","score":0.5460000038146973},{"id":"https://openalex.org/keywords/lead-time","display_name":"lead time","score":0.34700000286102295}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7681000232696533},{"id":"https://openalex.org/C2779119184","wikidata":"https://www.wikidata.org/wiki/Q294350","display_name":"ALARM","level":2,"score":0.7508000135421753},{"id":"https://openalex.org/C2777671062","wikidata":"https://www.wikidata.org/wiki/Q6889402","display_name":"Early warning score","level":2,"score":0.6729000210762024},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.6557000279426575},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.6216999888420105},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.6025000214576721},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.5778999924659729},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.5587999820709229},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.5321000218391418},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.503000020980835},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.38100001215934753},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.3393999934196472},{"id":"https://openalex.org/C2779296788","wikidata":"https://www.wikidata.org/wiki/Q5326904","display_name":"Early warning system","level":3,"score":0.33219999074935913},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.33000001311302185},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.32519999146461487},{"id":"https://openalex.org/C3019719930","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.32170000672340393},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.28760001063346863},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.2872999906539917},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.27390000224113464},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C545288138","wikidata":"https://www.wikidata.org/wiki/Q860447","display_name":"Emergency medical services","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:ojs2.stanfordgroup.org:article/484","doi":null,"is_oa":true,"landing_page_url":"https://stanfordgroup.org/index.php/IABLA/article/view/484","pdf_url":"https://stanfordgroup.org/index.php/IABLA/article/download/484/413","source":{"id":"https://openalex.org/S7407082214","display_name":"International Archives of Biomedicine, Life sciences and Bioengineering","issn_l":"3117-7239","issn":["3117-7239"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3117-7239","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.5281/zenodo.19542515","doi":"https://doi.org/10.5281/zenodo.19542515","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.19542515","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.19542516","doi":"https://doi.org/10.5281/zenodo.19542516","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.19542516","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"pmh:oai:ojs2.stanfordgroup.org:article/484","doi":null,"is_oa":true,"landing_page_url":"https://stanfordgroup.org/index.php/IABLA/article/view/484","pdf_url":"https://stanfordgroup.org/index.php/IABLA/article/download/484/413","source":{"id":"https://openalex.org/S7407082214","display_name":"International Archives of Biomedicine, Life sciences and Bioengineering","issn_l":"3117-7239","issn":["3117-7239"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3117-7239","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.98580002784729}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G1240285466","display_name":"Making sense of state climate (in)action: An existentialist study of how states imagine global climate change","funder_award_id":"2022-06248","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"}],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203548529.pdf","grobid_xml":"https://content.openalex.org/works/W7203548529.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7203650145","https://openalex.org/W4313220518","https://openalex.org/W2062000081","https://openalex.org/W7161582388","https://openalex.org/W7203701334","https://openalex.org/W140666553","https://openalex.org/W7149950773","https://openalex.org/W7080178666","https://openalex.org/W1788004298","https://openalex.org/W1993410446"],"abstract_inverted_index":{"Intensive":[0],"care":[1],"units":[2],"(ICUs)":[3],"generate":[4],"over":[5],"1,500":[6],"data":[7,39],"points":[8],"per":[9,11],"patient":[10],"day":[12],"from":[13],"continuous":[14],"physiological":[15],"monitors,ventilators,":[16],"infusion":[17],"pumps,":[18],"and":[19,47,71,77,99,115,192,268],"laboratory":[20],"systems,":[21],"yet":[22],"86%":[23],"of":[24,50,136,152,183],"clinically":[25],"actionable":[26,62],"deterioration":[27,69,138],"events":[28,70,139],"are":[29],"preceded":[30],"byobservable":[31],"warning":[32],"signs":[33],"that":[34,57,200,260],"go":[35],"unrecognised":[36],"in":[37,120,243],"the":[38,244],"stream":[40],"due":[41],"to":[42,66,165,172,208,214,221],"alarm":[43,84,160,266],"fatigue,":[44,267],"information":[45],"overload,":[46],"thecognitive":[48],"limitations":[49],"human":[51],"monitoring.":[52],"Real-time":[53],"intelligent":[54],"monitoring":[55,80,259],"systems":[56,85,167],"synthesise":[58],"multiparameter":[59],"datastreams":[60],"into":[61],"clinical":[63,103,137,252],"alerts":[64,185,205,223],"promise":[65],"reduce":[67],"missed":[68],"improve":[72],"ICU":[73],"outcomes.":[74],"Thisstudy":[75],"developed":[76],"evaluated":[78],"five":[79],"architectures":[81],"--":[82,119],"threshold-based":[83,166],"(current":[86],"standard),Modified":[87],"Early":[88],"Warning":[89],"Score":[90],"(MEWS),":[91],"single-parameter":[92],"trend":[93],"analysis,":[94],"multi-parameter":[95],"statistical":[96],"process":[97],"control(SPC),":[98],"a":[100,121,148,255],"proposed":[101],"AI-integrated":[102,251],"surveillance":[104,253],"platform":[105],"(AICSP)":[106],"combining":[107],"streaming":[108],"time-series":[109],"anomalydetection,":[110],"multi-organ":[111],"failure":[112],"risk":[113],"prediction,":[114],"contextual":[116],"alert":[117,246],"suppression":[118],"prospective":[122],"observational":[123],"studyacross":[124],"3":[125,203],"ICUs":[126],"(n":[127],"=":[128],"842":[129],"patients,":[130],"14,286":[131],"patient-days).":[132],"AICSP":[133,184,204,222],"detected":[134],"92.4%":[135],"(cardiacarrest,":[140],"unplanned":[141],"intubation,":[142],"vasopressor":[143],"escalation,":[144],"emergency":[145],"surgery)":[146],"with":[147],"median":[149],"lead":[150],"time":[151,220],"4.8":[153],"hours":[154],"beforeclinical":[155],"recognition,":[156],"while":[157],"reducing":[158],"total":[159],"burden":[161],"by":[162],"68.4%":[163],"compared":[164,213],"(from":[168],"187":[169],"+-":[170,174,226,230],"42alarms/bed/day":[171],"59":[173],"18;":[175],"p":[176,196],"<":[177,197,237],"0.001).":[178],"The":[179],"positive":[180],"predictive":[181],"value":[182],"was":[186,224],"42.6%":[187],"(vs":[188],"6.8%":[189],"for":[190,194,233],"thresholdalarms":[191],"18.4%":[193],"MEWS;":[195],"0.001),":[198,238],"meaning":[199],"fewer":[201],"than":[202],"were":[206],"needed":[207],"identify":[209],"each":[210],"truedeterioration":[211],"event":[212],"15":[215],"threshold":[216,234],"alarms.":[217],"Nursing":[218],"response":[219],"3.2":[225],"1.4":[227],"minutesversus":[228],"8.6":[229],"4.2":[231],"minutes":[232],"alarms":[235],"(p":[236],"reflecting":[239],"increased":[240],"clinician":[241],"trust":[242],"filtered,contextualised":[245],"stream.":[247],"These":[248],"results":[249],"establish":[250],"as":[254],"transformative":[256],"approach":[257],"toICU":[258],"simultaneously":[261],"improves":[262],"detection":[263],"sensitivity,":[264],"reduces":[265],"accelerates":[269],"clinicalresponse.":[270]},"counts_by_year":[],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-08-16T00:00:00"}