{"id":"https://openalex.org/W4400955193","doi":"https://doi.org/10.3233/shti240164","title":"Predictor Selection for Case Complexity Based on Routine Data for Needs-Based and Competence-Based Staff Planning","display_name":"Predictor Selection for Case Complexity Based on Routine Data for Needs-Based and Competence-Based Staff Planning","publication_year":2024,"publication_date":"2024-07-24","ids":{"openalex":"https://openalex.org/W4400955193","doi":"https://doi.org/10.3233/shti240164","pmid":"https://pubmed.ncbi.nlm.nih.gov/39049278"},"language":"en","primary_location":{"id":"doi:10.3233/shti240164","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240164","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240164","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240164","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044860024","display_name":"Reto B\u00fcrgin","orcid":"https://orcid.org/0000-0003-3106-3699"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reto B\u00fcrgin","raw_affiliation_strings":["Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045022663","display_name":"Renate Ranegger","orcid":"https://orcid.org/0000-0003-1746-2140"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Renate Ranegger","raw_affiliation_strings":["Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009125246","display_name":"Dieter Baumberger","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dieter Baumberger","raw_affiliation_strings":["Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080942467","display_name":"Glorianna Jagfeld","orcid":"https://orcid.org/0000-0001-7588-1533"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Glorianna Jagfeld","raw_affiliation_strings":["Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, LEP AG, 9000 St. Gallen, Switzerland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9061,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74986093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"315","issue":null,"first_page":"332","last_page":"336"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.9474999904632568,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.9474999904632568,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9377999901771545,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T12802","display_name":"Competency Development and Evaluation","score":0.9161999821662903,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6028079986572266},{"id":"https://openalex.org/keywords/competence","display_name":"Competence (human resources)","score":0.6020992994308472},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.47841769456863403},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38460874557495117},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.37383008003234863},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2982310354709625},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27939361333847046},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.16176754236221313},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.047798752784729004}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6028079986572266},{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.6020992994308472},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.47841769456863403},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38460874557495117},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.37383008003234863},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2982310354709625},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27939361333847046},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.16176754236221313},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.047798752784729004}],"mesh":[{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009741","descriptor_name":"Nursing Staff, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009741","descriptor_name":"Nursing Staff, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009741","descriptor_name":"Nursing Staff, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009741","descriptor_name":"Nursing Staff, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013557","descriptor_name":"Switzerland","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013557","descriptor_name":"Switzerland","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013557","descriptor_name":"Switzerland","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013557","descriptor_name":"Switzerland","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020380","descriptor_name":"Needs Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020380","descriptor_name":"Needs Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020380","descriptor_name":"Needs Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020380","descriptor_name":"Needs Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti240164","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240164","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240164","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:39049278","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39049278","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti240164","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240164","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240164","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4000000059604645,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400955193.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2150997524","https://openalex.org/W2272052705","https://openalex.org/W2801959422","https://openalex.org/W2943800170","https://openalex.org/W2945703515","https://openalex.org/W3014032047","https://openalex.org/W4214664003","https://openalex.org/W4232692970","https://openalex.org/W4301159042","https://openalex.org/W4376112714","https://openalex.org/W4379510236","https://openalex.org/W4382677476"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Due":[0],"to":[1,142],"nursing":[2,7,21,28,48,106,132],"staff":[3],"shortage":[4],"and":[5,12,30,51,76,103,120],"growing":[6],"care":[8,99],"demand,":[9],"resource":[10],"allocation":[11],"optimal":[13],"task":[14],"distribution":[15],"have":[16],"become":[17],"primary":[18],"concerns":[19],"of":[20,47,64,105],"management.":[22],"Grade":[23],"mix":[24],"analysis":[25],"based":[26,60,122],"on":[27,61],"interventions":[29],"nurse":[31],"qualifications":[32],"from":[33,72],"routine":[34,65],"patient":[35,66,79],"documentation":[36,67],"can":[37],"support":[38,131],"this.":[39],"Case":[40],"complexity":[41,58,81],"is":[42,111,140],"a":[43,73,147],"key":[44],"linking":[45],"factor":[46],"interventions,":[49],"workload,":[50],"grade":[52],"mix.":[53],"This":[54],"study":[55],"determined":[56],"case":[57],"predictors":[59,90],"one":[62],"year":[63],"(n":[68],"=":[69],"3,373":[70],"cases)":[71],"Swiss":[74],"hospital":[75],"predicted":[77],"the":[78,144],"clinical":[80,148],"level":[82],"via":[83,126],"weighted":[84],"cumulative":[85],"logistic":[86],"regression":[87],"models.":[88],"Significant":[89],"were":[91],"sex,":[92],"age,":[93],"pre-admission":[94],"residence,":[95],"admission":[96],"type,":[97],"self-":[98],"index,":[100],"pneumonia":[101],"risk,":[102],"number":[104],"interventions.":[107],"The":[108,137],"models'":[109],"accuracy":[110],"limited":[112],"yet":[113],"appropriate":[114],"for":[115],"applications":[116],"such":[117],"as":[118],"needs-":[119],"competence-":[121],"staff-planning.":[123],"After":[124],"calibration":[125],"in-hospital":[127],"data":[128],"it":[129],"could":[130],"management":[133],"in":[134,146],"these":[135],"tasks.":[136],"next":[138],"step":[139],"now":[141],"test":[143],"model":[145],"setting.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
