{"id":"https://openalex.org/W2995105414","doi":"https://doi.org/10.1007/s10916-019-1512-1","title":"Artificial Intelligence: A New Tool in Operating Room Management. Role of Machine Learning Models in Operating Room Optimization","display_name":"Artificial Intelligence: A New Tool in Operating Room Management. Role of Machine Learning Models in Operating Room Optimization","publication_year":2019,"publication_date":"2019-12-10","ids":{"openalex":"https://openalex.org/W2995105414","doi":"https://doi.org/10.1007/s10916-019-1512-1","mag":"2995105414","pmid":"https://pubmed.ncbi.nlm.nih.gov/31823034"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-019-1512-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-019-1512-1","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014776622","display_name":"Valentina Bellini","orcid":"https://orcid.org/0000-0001-7993-9026"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valentina Bellini","raw_affiliation_strings":["Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075014742","display_name":"Marco Guzzon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139629","display_name":"Environment Park","ror":"https://ror.org/03te9j613","country_code":"IT","type":"archive","lineage":["https://openalex.org/I4210139629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Guzzon","raw_affiliation_strings":["Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy","institution_ids":["https://openalex.org/I4210139629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065003296","display_name":"Barbara Bigliardi","orcid":"https://orcid.org/0000-0001-8588-7066"},"institutions":[{"id":"https://openalex.org/I4210139629","display_name":"Environment Park","ror":"https://ror.org/03te9j613","country_code":"IT","type":"archive","lineage":["https://openalex.org/I4210139629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara Bigliardi","raw_affiliation_strings":["Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy","institution_ids":["https://openalex.org/I4210139629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008131303","display_name":"Monica Mordonini","orcid":"https://orcid.org/0000-0002-5916-9770"},"institutions":[{"id":"https://openalex.org/I4210139629","display_name":"Environment Park","ror":"https://ror.org/03te9j613","country_code":"IT","type":"archive","lineage":["https://openalex.org/I4210139629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Monica Mordonini","raw_affiliation_strings":["Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy","institution_ids":["https://openalex.org/I4210139629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031687623","display_name":"Serena Filippelli","orcid":"https://orcid.org/0000-0003-3021-8708"},"institutions":[{"id":"https://openalex.org/I4210139629","display_name":"Environment Park","ror":"https://ror.org/03te9j613","country_code":"IT","type":"archive","lineage":["https://openalex.org/I4210139629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Serena Filippelli","raw_affiliation_strings":["Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering and Architecture, Parco Area delle Scienze, 181/A -, 43124, Parma, Italy","institution_ids":["https://openalex.org/I4210139629"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054176931","display_name":"Elena Bignami","orcid":"https://orcid.org/0000-0001-9985-4126"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Elena Bignami","raw_affiliation_strings":["Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy. elenagiovanna.bignami@unipr.it","Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9985-4126","affiliations":[{"raw_affiliation_string":"Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy. elenagiovanna.bignami@unipr.it","institution_ids":["https://openalex.org/I124601658"]},{"raw_affiliation_string":"Anesthesiology, Critical Care and Pain Medicine Division, Department of Medicine and Surgery, University of Parma, Viale Gramsci 14, 43126, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":6.1702,"has_fulltext":false,"cited_by_count":112,"citation_normalized_percentile":{"value":0.97178191,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"44","issue":"1","first_page":"20","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11930","display_name":"Cardiac, Anesthesia and Surgical Outcomes","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T11930","display_name":"Cardiac, Anesthesia and Surgical Outcomes","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10916","display_name":"Surgical Simulation and Training","score":0.9940000176429749,"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/operating-room-management","display_name":"Operating room management","score":0.5791426301002502},{"id":"https://openalex.org/keywords/perioperative","display_name":"Perioperative","score":0.5758824348449707},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5724223852157593},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5384789109230042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.462575227022171},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.44425418972969055},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43818455934524536},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4347110986709595},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35645347833633423},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.35376977920532227},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.33141660690307617},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2513048052787781},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.17148706316947937},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.13322347402572632},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13227656483650208},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.09762459993362427}],"concepts":[{"id":"https://openalex.org/C117751175","wikidata":"https://www.wikidata.org/wiki/Q3883896","display_name":"Operating room management","level":2,"score":0.5791426301002502},{"id":"https://openalex.org/C31174226","wikidata":"https://www.wikidata.org/wiki/Q64855140","display_name":"Perioperative","level":2,"score":0.5758824348449707},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5724223852157593},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5384789109230042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.462575227022171},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.44425418972969055},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43818455934524536},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4347110986709595},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35645347833633423},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.35376977920532227},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.33141660690307617},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2513048052787781},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.17148706316947937},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.13322347402572632},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13227656483650208},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.09762459993362427},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001071","descriptor_name":"Appointments and Schedules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001071","descriptor_name":"Appointments and Schedules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001071","descriptor_name":"Appointments and Schedules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009873","descriptor_name":"Operating Rooms","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D009873","descriptor_name":"Operating Rooms","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D009873","descriptor_name":"Operating Rooms","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017598","descriptor_name":"Efficiency, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017598","descriptor_name":"Efficiency, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017598","descriptor_name":"Efficiency, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10916-019-1512-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-019-1512-1","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:31823034","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31823034","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":"Journal of medical systems","raw_type":null},{"id":"pmh:oai:iris.unirsm.sm:20.500.14089/593","is_oa":false,"landing_page_url":"https://hdl.handle.net/20.500.14089/593","pdf_url":null,"source":{"id":"https://openalex.org/S7407055108","display_name":"IRIS - UNIRSM","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W951124275","https://openalex.org/W1969279734","https://openalex.org/W2005274195","https://openalex.org/W2292967191","https://openalex.org/W2342163898","https://openalex.org/W2343457255","https://openalex.org/W2359034754","https://openalex.org/W2377483935","https://openalex.org/W2411082876","https://openalex.org/W2418398539","https://openalex.org/W2525984666","https://openalex.org/W2586090640","https://openalex.org/W2588253708","https://openalex.org/W2591382767","https://openalex.org/W2592712657","https://openalex.org/W2646293627","https://openalex.org/W2744003653","https://openalex.org/W2750240338","https://openalex.org/W2753075465","https://openalex.org/W2790166568","https://openalex.org/W2803692341","https://openalex.org/W2809075661","https://openalex.org/W2884437446","https://openalex.org/W2888470771","https://openalex.org/W2889234374","https://openalex.org/W2896058456","https://openalex.org/W2897112659","https://openalex.org/W2899115116","https://openalex.org/W2899456622","https://openalex.org/W2900524248","https://openalex.org/W2904501145","https://openalex.org/W2907343059","https://openalex.org/W2908935167","https://openalex.org/W2910629495","https://openalex.org/W2911687188","https://openalex.org/W2913997948","https://openalex.org/W2934399013","https://openalex.org/W2936573766","https://openalex.org/W2972553609"],"related_works":["https://openalex.org/W200942561","https://openalex.org/W4285792917","https://openalex.org/W2954763902","https://openalex.org/W1989843070","https://openalex.org/W1589001095","https://openalex.org/W3029505986","https://openalex.org/W2029404707","https://openalex.org/W1969612914","https://openalex.org/W3029652213","https://openalex.org/W3083101651"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}