{"id":"https://openalex.org/W4402136037","doi":"https://doi.org/10.1186/s12911-024-02647-4","title":"Clinician perspectives and recommendations regarding design of clinical prediction models for deteriorating patients in acute care","display_name":"Clinician perspectives and recommendations regarding design of clinical prediction models for deteriorating patients in acute care","publication_year":2024,"publication_date":"2024-09-02","ids":{"openalex":"https://openalex.org/W4402136037","doi":"https://doi.org/10.1186/s12911-024-02647-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/39223512"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-024-02647-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02647-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02647-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02647-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068703784","display_name":"Robin Blythe","orcid":"https://orcid.org/0000-0002-3643-4332"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Robin Blythe","raw_affiliation_strings":["Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia. robin.blythe@qut.edu.au","Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3643-4332","affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia. robin.blythe@qut.edu.au","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075871996","display_name":"Sundresan Naicker","orcid":"https://orcid.org/0000-0002-2392-4981"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sundresan Naicker","raw_affiliation_strings":["Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2392-4981","affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072540475","display_name":"Nicole White","orcid":"https://orcid.org/0000-0002-9292-0773"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nicole White","raw_affiliation_strings":["Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9292-0773","affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053172158","display_name":"Raelene Donovan","orcid":"https://orcid.org/0000-0003-0737-7719"},"institutions":[{"id":"https://openalex.org/I2801814493","display_name":"Princess Alexandra Hospital","ror":"https://ror.org/04mqb0968","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I2801244131","https://openalex.org/I2801814493","https://openalex.org/I4210089726"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raelene Donovan","raw_affiliation_strings":["Princess Alexandra Hospital, Metro South Health, Woolloongabba, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0737-7719","affiliations":[{"raw_affiliation_string":"Princess Alexandra Hospital, Metro South Health, Woolloongabba, QLD, Australia","institution_ids":["https://openalex.org/I2801814493","https://openalex.org/I4210089726"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054848977","display_name":"Ian Scott","orcid":"https://orcid.org/0000-0002-7596-0837"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ian A. Scott","raw_affiliation_strings":["Digital Health and Informatics Directorate, Metro South Health, Woolloongabba, QLD, Australia","Queensland Digital Health Centre, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7596-0837","affiliations":[{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health, Woolloongabba, QLD, Australia","institution_ids":["https://openalex.org/I4210089726"]},{"raw_affiliation_string":"Queensland Digital Health Centre, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092725279","display_name":"Andrew Mckelliget","orcid":null},"institutions":[{"id":"https://openalex.org/I2801814493","display_name":"Princess Alexandra Hospital","ror":"https://ror.org/04mqb0968","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I2801244131","https://openalex.org/I2801814493","https://openalex.org/I4210089726"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew McKelliget","raw_affiliation_strings":["Princess Alexandra Hospital, Metro South Health, Woolloongabba, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Alexandra Hospital, Metro South Health, Woolloongabba, QLD, Australia","institution_ids":["https://openalex.org/I2801814493","https://openalex.org/I4210089726"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030960534","display_name":"Steven McPhail","orcid":"https://orcid.org/0000-0002-1463-662X"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I4210089726","display_name":"Metro South Health","ror":"https://ror.org/016gd3115","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I4210089726"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Steven M McPhail","raw_affiliation_strings":["Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia","Digital Health and Informatics Directorate, Metro South Health, Woolloongabba, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1463-662X","affiliations":[{"raw_affiliation_string":"Australian Centre for Health Services Innovation and Centre for Healthcare Transformation, School of Public Health and Social Work, Faculty of Health, Queensland University of Technology, 60 Musk Ave, Kelvin Grove, Brisbane, QLD, 4059, Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Digital Health and Informatics Directorate, Metro South Health, Woolloongabba, QLD, Australia","institution_ids":["https://openalex.org/I4210089726"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5068703784"],"corresponding_institution_ids":["https://openalex.org/I160993911"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.7461,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91268113,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"241","last_page":"241"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9740999937057495,"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"}},"topics":[{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9740999937057495,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.002099999925121665,"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/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.0020000000949949026,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/thematic-analysis","display_name":"Thematic analysis","score":0.5894687175750732},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5481439828872681},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4884113669395447},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4850732386112213},{"id":"https://openalex.org/keywords/conceptual-model","display_name":"Conceptual model","score":0.4800882935523987},{"id":"https://openalex.org/keywords/reflexivity","display_name":"Reflexivity","score":0.4723072052001953},{"id":"https://openalex.org/keywords/interactivity","display_name":"Interactivity","score":0.4623959958553314},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.4552440047264099},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.45460739731788635},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.42706021666526794},{"id":"https://openalex.org/keywords/early-warning-score","display_name":"Early warning score","score":0.4269246459007263},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.42322826385498047},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3301185071468353},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.3242949843406677},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3074820935726166},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.2967250943183899},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.25756022334098816},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.24811890721321106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17074444890022278}],"concepts":[{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5894687175750732},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5481439828872681},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4884113669395447},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4850732386112213},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.4800882935523987},{"id":"https://openalex.org/C13200473","wikidata":"https://www.wikidata.org/wiki/Q2747831","display_name":"Reflexivity","level":2,"score":0.4723072052001953},{"id":"https://openalex.org/C144430266","wikidata":"https://www.wikidata.org/wiki/Q839721","display_name":"Interactivity","level":2,"score":0.4623959958553314},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.4552440047264099},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.45460739731788635},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.42706021666526794},{"id":"https://openalex.org/C2777671062","wikidata":"https://www.wikidata.org/wiki/Q6889402","display_name":"Early warning score","level":2,"score":0.4269246459007263},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.42322826385498047},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3301185071468353},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3242949843406677},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3074820935726166},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.2967250943183899},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.25756022334098816},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.24811890721321106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17074444890022278},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"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/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000075902","descriptor_name":"Clinical Deterioration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000075902","descriptor_name":"Clinical Deterioration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000075902","descriptor_name":"Clinical Deterioration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000075902","descriptor_name":"Clinical Deterioration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000075902","descriptor_name":"Clinical Deterioration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":"Q000592","qualifier_name":"standards","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":"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":"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12911-024-02647-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02647-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02647-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:39223512","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39223512","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11367817","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11367817","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11367817/pdf/12911_2024_Article_2647.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:02fc5b8efd6b437eba7d1fc61e66750a","is_oa":false,"landing_page_url":"https://doaj.org/article/02fc5b8efd6b437eba7d1fc61e66750a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"BMC Medical Informatics and Decision Making, Vol 24, Iss 1, Pp 1-13 (2024)","raw_type":"article"},{"id":"pmh:oai:eprints.qut.edu.au:252288","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402607","display_name":"QUT ePrints (Queensland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I160993911","host_organization_name":"Queensland University of Technology","host_organization_lineage":["https://openalex.org/I160993911"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"Contribution to Journal"}],"best_oa_location":{"id":"doi:10.1186/s12911-024-02647-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02647-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02647-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5400000214576721},{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G7342865605","display_name":null,"funder_award_id":"1181138","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"},{"id":"https://openalex.org/F6842155710","display_name":"Digital Health CRC","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402136037.pdf","grobid_xml":"https://content.openalex.org/works/W4402136037.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W110324508","https://openalex.org/W185446470","https://openalex.org/W639942055","https://openalex.org/W1483698342","https://openalex.org/W1684669956","https://openalex.org/W1974978256","https://openalex.org/W1976770755","https://openalex.org/W1980220833","https://openalex.org/W1994682257","https://openalex.org/W2006940889","https://openalex.org/W2014692915","https://openalex.org/W2070607910","https://openalex.org/W2074388266","https://openalex.org/W2090307767","https://openalex.org/W2100757236","https://openalex.org/W2117757460","https://openalex.org/W2130696161","https://openalex.org/W2132400950","https://openalex.org/W2149030004","https://openalex.org/W2154286581","https://openalex.org/W2524597629","https://openalex.org/W2602013531","https://openalex.org/W2605975631","https://openalex.org/W2724876318","https://openalex.org/W2753963969","https://openalex.org/W2765304416","https://openalex.org/W2769638259","https://openalex.org/W2900619723","https://openalex.org/W2945976633","https://openalex.org/W2953532875","https://openalex.org/W2992764683","https://openalex.org/W3011210112","https://openalex.org/W3022892631","https://openalex.org/W3033070005","https://openalex.org/W3048560297","https://openalex.org/W3080627676","https://openalex.org/W3118010610","https://openalex.org/W3120293480","https://openalex.org/W3164086861","https://openalex.org/W3177840734","https://openalex.org/W4220990676","https://openalex.org/W4233026002","https://openalex.org/W4281784915","https://openalex.org/W4283275914","https://openalex.org/W4360988962","https://openalex.org/W4378472380","https://openalex.org/W4385281466","https://openalex.org/W4388706512"],"related_works":["https://openalex.org/W2319020389","https://openalex.org/W2001821990","https://openalex.org/W2272707781","https://openalex.org/W2747851897","https://openalex.org/W1975913006","https://openalex.org/W4245848028","https://openalex.org/W2743915337","https://openalex.org/W4316022654","https://openalex.org/W4229754859","https://openalex.org/W2622173300"],"abstract_inverted_index":{"BACKGROUND:":[0],"Successful":[1],"deployment":[2],"of":[3,37,72,148,160,187,194,255,272,297],"clinical":[4,8,60,149,239],"prediction":[5,57,241],"models":[6,58,242,279],"for":[7,59,112,163,183,198,280],"deterioration":[9,88,165,240],"relates":[10],"not":[11],"only":[12],"to":[13,17,33,54,85,102,114,145,156,250],"predictive":[14,196],"performance":[15],"but":[16,31],"integration":[18],"into":[19,130,134,231],"the":[20,35,70,192,251,270,294],"decision":[21,150],"making":[22,151],"process.":[23],"Models":[24,301],"may":[25,283],"demonstrate":[26,243],"good":[27],"discrimination":[28],"and":[29,45,78,91,95,120,132,168,176,212,219,245,253,268],"calibration,":[30],"fail":[32],"match":[34],"needs":[36],"practising":[38],"acute":[39,298],"care":[40,299],"clinicians":[41,73,216,259],"who":[42,74,97],"receive,":[43],"interpret,":[44],"act":[46],"upon":[47,274],"model":[48,83,89,147,166,234],"outputs":[49,248,305],"or":[50,100],"alerts.":[51],"We":[52,126],"sought":[53],"understand":[55],"how":[56,215],"deterioration,":[61],"also":[62],"known":[63],"as":[64],"early":[65],"warning":[66],"scores":[67],"(EWS),":[68],"influence":[69],"decision-making":[71,295],"regularly":[75,98],"use":[76],"them":[77],"elicit":[79],"their":[80],"perspectives":[81],"on":[82,214],"design":[84],"guide":[86],"future":[87,164],"development":[90,167],"implementation.":[92],"METHODS:":[93],"Nurses":[94],"doctors":[96,177],"receive":[99],"respond":[101],"EWS":[103],"alerts":[104],"in":[105,291],"two":[106],"digital":[107],"metropolitan":[108],"hospitals":[109],"were":[110,142,181,229,265],"interviewed":[111,182],"up":[113],"one":[115],"hour":[116],"between":[117],"February":[118],"2022":[119],"March":[121],"2023":[122],"using":[123,137,152,195],"semi-structured":[124],"formats.":[125],"grouped":[127],"interview":[128],"data":[129],"sub-themes":[131],"then":[133,143],"general":[135],"themes":[136,228],"reflexive":[138],"thematic":[139],"analysis.":[140],"Themes":[141],"mapped":[144],"a":[146,158,184,232],"deductive":[153],"framework":[154],"mapping":[155],"develop":[157],"set":[159],"practical":[161],"recommendations":[162,237],"deployment.":[169],"RESULTS:":[170],"Fifteen":[171],"nurses":[172],"(n":[173,178],"=":[174,179],"8)":[175],"7)":[180],"mean":[185],"duration":[186],"42":[188],"min.":[189],"Participants":[190],"emphasised":[191],"importance":[193],"tools":[197],"supporting":[199],"rather":[200,309],"than":[201,310],"supplanting":[202],"critical":[203,312],"thinking,":[204],"avoiding":[205],"over-protocolising":[206],"care,":[207],"incorporating":[208],"important":[209],"contextual":[210],"information":[211],"focusing":[213],"generate,":[217],"test,":[218],"select":[220],"diagnostic":[221],"hypotheses":[222],"when":[223],"managing":[224],"deteriorating":[225,281],"patients.":[226],"These":[227],"incorporated":[230],"conceptual":[233],"which":[235],"informed":[236],"that":[238,306],"transparency":[244],"interactivity,":[246],"generate":[247],"tailored":[249],"tasks":[252],"responsibilities":[254],"end-users,":[256],"avoid":[257],"priming":[258],"with":[260,293],"potential":[261],"diagnoses":[262],"before":[263],"patients":[264],"physically":[266],"assessed,":[267],"support":[269],"process":[271],"deciding":[273],"subsequent":[275],"management.":[276],"CONCLUSIONS:":[277],"Prediction":[278],"inpatients":[282],"be":[284],"more":[285],"impactful":[286],"if":[287],"they":[288],"are":[289],"designed":[290],"accordance":[292],"processes":[296],"clinicians.":[300],"should":[302],"produce":[303],"actionable":[304],"assist":[307],"with,":[308],"supplant,":[311],"thinking.":[313]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}