{"id":"https://openalex.org/W3015800311","doi":"https://doi.org/10.1007/978-3-030-50371-0_22","title":"An Empirical Analysis of Predictors for Workload Estimation in Healthcare","display_name":"An Empirical Analysis of Predictors for Workload Estimation in Healthcare","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3015800311","doi":"https://doi.org/10.1007/978-3-030-50371-0_22","mag":"3015800311"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-50371-0_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50371-0_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.hud.ac.uk/en/publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025699386","display_name":"Roberto Gatta","orcid":"https://orcid.org/0000-0002-4716-9925"},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Roberto Gatta","raw_affiliation_strings":["Universit\u00e1 Cattolica del Sacro Cuore, Istituto di Radiologia, Rome, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4716-9925","affiliations":[{"raw_affiliation_string":"Universit\u00e1 Cattolica del Sacro Cuore, Istituto di Radiologia, Rome, Italy","institution_ids":["https://openalex.org/I103320735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086585008","display_name":"Mauro Vallati","orcid":"https://orcid.org/0000-0002-8429-3570"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mauro Vallati","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield, Huddersfield, UK"],"raw_orcid":"https://orcid.org/0000-0002-8429-3570","affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, UK","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088651397","display_name":"Ilenia Pirola","orcid":"https://orcid.org/0000-0002-7012-4311"},"institutions":[{"id":"https://openalex.org/I4210103289","display_name":"Azienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia","ror":"https://ror.org/015rhss58","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210103289"]},{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ilenia Pirola","raw_affiliation_strings":["Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I4210103289","https://openalex.org/I79940851"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051064975","display_name":"Jacopo Lenkowicz","orcid":"https://orcid.org/0000-0002-8366-1474"},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Jacopo Lenkowicz","raw_affiliation_strings":["Universit\u00e1 Cattolica del Sacro Cuore, Istituto di Radiologia, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e1 Cattolica del Sacro Cuore, Istituto di Radiologia, Rome, Italy","institution_ids":["https://openalex.org/I103320735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086722779","display_name":"Luca Tagliaferri","orcid":"https://orcid.org/0000-0003-2308-0982"},"institutions":[{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Tagliaferri","raw_affiliation_strings":["Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy","institution_ids":["https://openalex.org/I2802557943","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032390716","display_name":"Carlo Cappelli","orcid":"https://orcid.org/0000-0003-4317-1232"},"institutions":[{"id":"https://openalex.org/I4210103289","display_name":"Azienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia","ror":"https://ror.org/015rhss58","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210103289"]},{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Cappelli","raw_affiliation_strings":["Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I4210103289","https://openalex.org/I79940851"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054607452","display_name":"Maurizio Castellano","orcid":"https://orcid.org/0000-0002-4569-2659"},"institutions":[{"id":"https://openalex.org/I4210103289","display_name":"Azienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia","ror":"https://ror.org/015rhss58","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210103289"]},{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Castellano","raw_affiliation_strings":["Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e1 degli Studi di Brescia, Spedali Civili di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I4210103289","https://openalex.org/I79940851"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5086585008"],"corresponding_institution_ids":["https://openalex.org/I133837150"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.6246,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80614203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"304","last_page":"311"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9980999827384949,"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"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9627000093460083,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.9555000066757202,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"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/workload","display_name":"Workload","score":0.9456175565719604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8117526769638062},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.7418113946914673},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5726915001869202},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.47839057445526123},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4229668378829956},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42256397008895874},{"id":"https://openalex.org/keywords/human-resources","display_name":"Human resources","score":0.421196311712265},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4125817120075226},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4079471230506897},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3212788701057434},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05941051244735718}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.9456175565719604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8117526769638062},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.7418113946914673},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5726915001869202},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.47839057445526123},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4229668378829956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42256397008895874},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.421196311712265},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4125817120075226},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4079471230506897},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3212788701057434},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05941051244735718},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-030-50371-0_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50371-0_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pure.atira.dk:publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","is_oa":true,"landing_page_url":"https://pure.hud.ac.uk/en/publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","pdf_url":"https://pure.hud.ac.uk/en/publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","source":{"id":"https://openalex.org/S4306402508","display_name":"Huddersfield Research Portal (University of Huddersfield)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133837150","host_organization_name":"University of Huddersfield","host_organization_lineage":["https://openalex.org/I133837150"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Gatta, R, Vallati, M, Pirola, I, Lenkowicz, J, Tagliaferri, L, Cappelli, C & Castellano, M 2020, An Empirical Analysis of Predictors for Workload Estimation in Healthcare. in V V Krzhizhanovskaya, G Z\u00e1vodszky, M H Lees, J J Dongarra, P M A Sloot, S Brissos & J Teixeira (eds), Computational Science - ICCS 2020 : 20th International Conference Amsterdam, The Netherlands, June 3-5, 2020, . Part 1 edn, vol. LNCS 12137, Theoretical Computer Science and General Issues, no. Part 1, vol. LNCS 12137, Springer, pp. 304-311, 20th International Conference on Computational Science, 3/06/20. https://doi.org/10.1007/978-3-030-50371-0_22","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:iris.unibs.it:11379/546268","is_oa":false,"landing_page_url":"http://hdl.handle.net/11379/546268","pdf_url":null,"source":{"id":"https://openalex.org/S4306400804","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Brescia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pubmedcentral.nih.gov:7302231","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7302231","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Science \u2013 ICCS 2020","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","is_oa":true,"landing_page_url":"https://pure.hud.ac.uk/en/publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","pdf_url":"https://pure.hud.ac.uk/en/publications/7a252115-9f37-4cbc-a21f-d37f8ff70158","source":{"id":"https://openalex.org/S4306402508","display_name":"Huddersfield Research Portal (University of Huddersfield)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133837150","host_organization_name":"University of Huddersfield","host_organization_lineage":["https://openalex.org/I133837150"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Gatta, R, Vallati, M, Pirola, I, Lenkowicz, J, Tagliaferri, L, Cappelli, C & Castellano, M 2020, An Empirical Analysis of Predictors for Workload Estimation in Healthcare. in V V Krzhizhanovskaya, G Z\u00e1vodszky, M H Lees, J J Dongarra, P M A Sloot, S Brissos & J Teixeira (eds), Computational Science - ICCS 2020 : 20th International Conference Amsterdam, The Netherlands, June 3-5, 2020, . Part 1 edn, vol. LNCS 12137, Theoretical Computer Science and General Issues, no. Part 1, vol. LNCS 12137, Springer, pp. 304-311, 20th International Conference on Computational Science, 3/06/20. https://doi.org/10.1007/978-3-030-50371-0_22","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.5400000214576721,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3015800311.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W318888587","https://openalex.org/W1526146785","https://openalex.org/W1894888680","https://openalex.org/W2122111042","https://openalex.org/W2339262930","https://openalex.org/W2520933363","https://openalex.org/W2606661381","https://openalex.org/W2617197838","https://openalex.org/W2801490189","https://openalex.org/W2895629545","https://openalex.org/W2911964244"],"related_works":["https://openalex.org/W850554854","https://openalex.org/W2961085424","https://openalex.org/W2329086085","https://openalex.org/W282993377","https://openalex.org/W2122641222","https://openalex.org/W2383487199","https://openalex.org/W204363169","https://openalex.org/W4304136091","https://openalex.org/W2682825854","https://openalex.org/W2016684170"],"abstract_inverted_index":null,"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}