{"id":"https://openalex.org/W7159052000","doi":"https://doi.org/10.6084/m9.figshare.32135650","title":"ARTIFICIAL INTELLIGENCE \u2013 ASSISTED HEMODYNAMIC MONITORING AND PERIOPERATIVE Outcomes in ADULT Adult CARDIAC SURGERY : A SYSTEMATIC REVIEW and META-ANALYSIS","display_name":"ARTIFICIAL INTELLIGENCE \u2013 ASSISTED HEMODYNAMIC MONITORING AND PERIOPERATIVE Outcomes in ADULT Adult CARDIAC SURGERY : A SYSTEMATIC REVIEW and META-ANALYSIS","publication_year":2026,"publication_date":"2026-04-30","ids":{"openalex":"https://openalex.org/W7159052000","doi":"https://doi.org/10.6084/m9.figshare.32135650"},"language":"en","primary_location":{"id":"doi:10.6084/m9.figshare.32135650","doi":"https://doi.org/10.6084/m9.figshare.32135650","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.32135650","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"volume":null,"type":"dataset","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.6084/m9.figshare.32135650","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060747218","display_name":"Said Khallikane","orcid":"https://orcid.org/0009-0009-0279-6026","observed_orcids":["https://orcid.org/0009-0009-0279-6026","https://orcid.org/0000-0002-7408-6201"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"KHALLIKANE, Said","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067593274","display_name":"Mehdi Nabil","orcid":"https://orcid.org/0000-0002-5616-8940","observed_orcids":["https://orcid.org/0000-0002-5616-8940"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nabil, Mehdi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134817997","display_name":"Hakim EL BARAKA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"EL BARAKA, Hakim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106834087","display_name":"Mehdi Didi","orcid":"https://orcid.org/0009-0004-1868-3644","observed_orcids":["https://orcid.org/0009-0004-1868-3644"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Didi, Mehdi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134798899","display_name":"KBIRI Hicham","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hicham, KBIRI","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134771204","display_name":"Monsef Elabdi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elabdi, Monsef","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134812555","display_name":"Redouane Roukhsi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roukhsi, Redouane","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134813821","display_name":"Amine Bentaher","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bentaher, Amine","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055110151","display_name":"Najib Bouhabba","orcid":"https://orcid.org/0000-0002-9964-8856","observed_orcids":["https://orcid.org/0000-0002-9964-8856"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"BOUHABBA, Najib","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071647215","display_name":"Hamza Najout","orcid":"https://orcid.org/0000-0002-2007-5582","observed_orcids":["https://orcid.org/0000-0002-2007-5582"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"NAJOUT, Hamza","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046018449","display_name":"Abdelatif Chlouchi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chlouchi, Abdelatif","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134802621","display_name":"Aziz Benakrout","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Benakrout, Aziz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090266989","display_name":"Naoufal Elghoul","orcid":"https://orcid.org/0000-0001-8366-2912","observed_orcids":["https://orcid.org/0000-0001-8366-2912"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elghoul, Naoufal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043739191","display_name":"Hicham Sallahi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SALLAHI, Hicham","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125104318","display_name":"Adbelatif Benbouha","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Benbouha, Adbelatif","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110718993","display_name":"Hicham Janah","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JANAH, Hicham","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100971784","display_name":"Adil Arrob","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arrob, Adil","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134782042","display_name":"Anas Zbitou","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zbitou, Anas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052629436","display_name":"Hatim Belfquih","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Belfquih, Hatim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084904909","display_name":"Taoufik Nassim Sabah","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nassim sabah, Taoufik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134801442","display_name":"Youssef Darouassi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Darouassi, Youssef","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111297235","display_name":"Mohammed Lahkim","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lahkim, Mohammed","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134758413","display_name":"Khalid Tourabi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tourabi, Khalid","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134816612","display_name":"Omar MARGAD","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MARGAD, Omar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018551796","display_name":"Abdeljalil Abouchadi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ABOUCHADI, Abdeljalil","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108700187","display_name":"Abdelmajid Bouzerda","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"BOUZERDA, Abdelmajid","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128682975","display_name":"Rachid Elbarni","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elbarni, Rachid","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010034515","display_name":"Rachid Seddiki","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SEDDIKI, Rachid","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010168492","display_name":"Ali Khatouri","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"KHATOURI, Ali","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134785123","display_name":"Hicham Balkhi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Balkhi, Hicham","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134808283","display_name":"Yassir Bousliman","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bousliman, Yassir","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134804982","display_name":"Said Zouhair","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zouhair, Said","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134798981","display_name":"Hatim A EL GHADBANE","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"A EL GHADBANE, Hatim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043499259","display_name":"Youssef Qamouss","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"QAMOUSS, Youssef","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134751195","display_name":"Mohammed DRISSI","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"DRISSI, Mohammed","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5108720212","display_name":"Mohammad Zyani","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ZYANI, Mohammad","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":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9970999956130981,"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9970999956130981,"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.0012000000569969416,"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/T11055","display_name":"Cardiac and Coronary Surgery Techniques","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.9380000233650208},{"id":"https://openalex.org/keywords/hemodynamic-monitoring","display_name":"hemodynamic monitoring","score":0.9330000281333923},{"id":"https://openalex.org/keywords/cardiac-surgery","display_name":"cardiac surgery","score":0.8650000095367432},{"id":"https://openalex.org/keywords/intraoperative-hypotension","display_name":"intraoperative hypotension","score":0.8949999809265137},{"id":"https://openalex.org/keywords/hypotension-prediction-index","display_name":"Hypotension Prediction Index","score":0.9269999861717224},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7749999761581421},{"id":"https://openalex.org/keywords/perioperative-outcomes","display_name":"perioperative outcomes","score":0.9309999942779541},{"id":"https://openalex.org/keywords/icu-length-of-stay","display_name":"ICU length of stay","score":0.9070000052452087},{"id":"https://openalex.org/keywords/lactate","display_name":"lactate","score":0.8529999852180481},{"id":"https://openalex.org/keywords/mortality","display_name":"mortality","score":0.7490000128746033},{"id":"https://openalex.org/keywords/cardiac-anesthesia","display_name":"cardiac anesthesia","score":0.9150000214576721},{"id":"https://openalex.org/keywords/microvascular-blood-flow","display_name":"microvascular blood flow","score":0.7450000047683716}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7699000239372253},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.718500018119812},{"id":"https://openalex.org/C178853913","wikidata":"https://www.wikidata.org/wiki/Q1642137","display_name":"Hemodynamics","level":2,"score":0.6492000222206116},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.6287999749183655},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.5759999752044678},{"id":"https://openalex.org/C31174226","wikidata":"https://www.wikidata.org/wiki/Q64855140","display_name":"Perioperative","level":2,"score":0.5756000280380249},{"id":"https://openalex.org/C2778789114","wikidata":"https://www.wikidata.org/wiki/Q235007","display_name":"Cardiac surgery","level":2,"score":0.4918000102043152},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.47940000891685486},{"id":"https://openalex.org/C197934379","wikidata":"https://www.wikidata.org/wiki/Q2047938","display_name":"Adverse effect","level":2,"score":0.4465999901294708},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.39959999918937683},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.3993000090122223},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.375900000333786},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.34860000014305115},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.33649998903274536},{"id":"https://openalex.org/C139940330","wikidata":"https://www.wikidata.org/wiki/Q596579","display_name":"Cardiac output","level":3,"score":0.3160000145435333},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3084000051021576},{"id":"https://openalex.org/C31861589","wikidata":"https://www.wikidata.org/wiki/Q618068","display_name":"Cardiac index","level":4,"score":0.2964000105857849},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.27079999446868896},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.6084/m9.figshare.32135650","doi":"https://doi.org/10.6084/m9.figshare.32135650","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.32135650","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.6084/m9.figshare.32135650.v1","doi":"https://doi.org/10.6084/m9.figshare.32135650.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.32135650.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.6084/m9.figshare.32135650","doi":"https://doi.org/10.6084/m9.figshare.32135650","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.32135650","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":1.0,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7157206838","https://openalex.org/W7155651999","https://openalex.org/W7219772363","https://openalex.org/W7154949644","https://openalex.org/W7139084921","https://openalex.org/W7168032244","https://openalex.org/W7160768452","https://openalex.org/W4385623317","https://openalex.org/W7126225609","https://openalex.org/W4411803664"],"abstract_inverted_index":{"This":[0],"systematic":[1],"review":[2],"and":[3,8,29,69,94,110,176,202,205,217,250],"meta-analysis":[4],"provides":[5,214],"a":[6,21,114,128,164,215,229],"rigorous":[7],"contemporary":[9],"evaluation":[10],"of":[11,51,119,136,191,208,221,232],"artificial":[12],"intelligence":[13],"(AI)\u2013assisted":[14],"hemodynamic":[15,170],"monitoring":[16,162,227],"in":[17,35,116,194,199,255],"adult":[18],"cardiac":[19,256],"surgery,":[20],"high-risk":[22],"setting":[23],"characterized":[24],"by":[25,187],"marked":[26],"physiological":[27],"instability":[28],"susceptibility":[30],"to":[31,168,245],"adverse":[32],"outcomes.":[33,210],"Conducted":[34],"accordance":[36],"with":[37,77,113],"PRISMA":[38],"2020":[39],"guidelines,":[40],"the":[41,72,90,158,188,195,206,222,238],"study":[42,203,213],"synthesized":[43],"evidence":[44],"from":[45,65,166],"nine":[46],"studies":[47,56,192],"including":[48],"1,842":[49],"patients,":[50],"which":[52],"three":[53],"methodologically":[54],"comparable":[55],"were":[57],"eligible":[58],"for":[59,240],"quantitative":[60,196],"meta-analysis.":[61],"By":[62],"integrating":[63],"data":[64],"randomized":[66,243],"controlled":[67],"trials":[68,244],"observational":[70],"studies,":[71],"analysis":[73],"balances":[74],"methodological":[75],"rigor":[76],"real-world":[78],"clinical":[79,248],"applicability.":[80],"The":[81],"findings":[82],"demonstrate":[83],"that":[84,160],"AI-assisted":[85,226],"monitoring\u2014particularly":[86],"systems":[87],"such":[88],"as":[89,228],"Hypotension":[91],"Prediction":[92],"Index":[93],"other":[95],"machine":[96],"learning\u2013based":[97],"models\u2014significantly":[98],"reduces":[99],"intraoperative":[100],"hypotension":[101],"duration":[102],"(mean":[103],"difference":[104],"\u221218.6":[105],"minutes;":[106],"p":[107,123],"<":[108],"0.001)":[109],"is":[111,185],"associated":[112],"reduction":[115],"ICU":[117],"length":[118],"stay":[120],"(\u22120.8":[121],"days;":[122],"=":[124],"0.002),":[125],"while":[126,236],"showing":[127],"consistent":[129],"trend":[130],"toward":[131],"lower":[132],"lactate":[133],"levels,":[134],"suggestive":[135],"improved":[137],"tissue":[138],"perfusion.":[139,179],"However,":[140],"no":[141],"statistically":[142],"significant":[143],"effect":[144],"on":[145],"mortality":[146],"was":[147],"observed":[148],"(RR":[149],"0.92;":[150],"95%":[151],"CI":[152],"0.71\u20131.18).":[153],"Mechanistically,":[154],"these":[155,181],"results":[156],"support":[157],"concept":[159],"predictive":[161],"enables":[163],"shift":[165],"reactive":[167],"proactive":[169],"management,":[171],"improving":[172],"both":[173],"macrocirculatory":[174],"stability":[175],"potentially":[177],"microcirculatory":[178],"Despite":[180],"promising":[182],"findings,":[183],"interpretation":[184],"limited":[186],"small":[189],"number":[190],"included":[193],"synthesis,":[197],"heterogeneity":[198],"AI":[200],"technologies":[201],"methodologies,":[204],"predominance":[207],"short-term":[209],"Overall,":[211],"this":[212],"comprehensive":[216],"clinically":[218],"relevant":[219],"synthesis":[220],"current":[223],"evidence,":[224],"supporting":[225],"key":[230],"component":[231],"precision":[233],"perioperative":[234],"care":[235],"emphasizing":[237],"need":[239],"large-scale,":[241],"high-quality":[242],"confirm":[246],"long-term":[247],"benefits":[249],"define":[251],"its":[252],"optimal":[253],"role":[254],"anesthesia.":[257]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2026-05-01T00:00:00"}