{"id":"https://openalex.org/W2411913411","doi":"https://doi.org/10.1109/embc.2016.7590856","title":"Early warnings of heart rate deterioration","display_name":"Early warnings of heart rate deterioration","publication_year":2016,"publication_date":"2016-08-01","ids":{"openalex":"https://openalex.org/W2411913411","doi":"https://doi.org/10.1109/embc.2016.7590856","mag":"2411913411","pmid":"https://pubmed.ncbi.nlm.nih.gov/28268479"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2016.7590856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7590856","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research-information.bris.ac.uk/files/140205701/Early_Warnings_of_Heart_Rate_Deterioration.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082809192","display_name":"V\u00e2nia Almeida","orcid":"https://orcid.org/0000-0002-2185-7850"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Vania G. Almeida","raw_affiliation_strings":["System Analytics Research Institute, Aston University, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Analytics Research Institute, Aston University, Birmingham, UK","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086695297","display_name":"Ian T. Nabney","orcid":"https://orcid.org/0000-0003-1513-993X"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ian T. Nabney","raw_affiliation_strings":["System Analytics Research Institute, Aston University, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Analytics Research Institute, Aston University, Birmingham, UK","institution_ids":["https://openalex.org/I169199633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4554,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.6938092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"101","issue":null,"first_page":"940","last_page":"943"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13377","display_name":"Ecosystem dynamics and resilience","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13377","display_name":"Ecosystem dynamics and resilience","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.951200008392334,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/kurtosis","display_name":"Kurtosis","score":0.6555584669113159},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5807331204414368},{"id":"https://openalex.org/keywords/autocorrelation","display_name":"Autocorrelation","score":0.5525802373886108},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.514656662940979},{"id":"https://openalex.org/keywords/standard-deviation","display_name":"Standard deviation","score":0.48526760935783386},{"id":"https://openalex.org/keywords/skewness","display_name":"Skewness","score":0.4838749170303345},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4547045826911926},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.44416895508766174},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.44346296787261963},{"id":"https://openalex.org/keywords/approximate-entropy","display_name":"Approximate entropy","score":0.4331774115562439},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.4299659729003906},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.42283323407173157},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.386454313993454},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3591156601905823},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3245752453804016},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.320559561252594},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3142860531806946},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.25379544496536255},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.16443738341331482}],"concepts":[{"id":"https://openalex.org/C166963901","wikidata":"https://www.wikidata.org/wiki/Q287251","display_name":"Kurtosis","level":2,"score":0.6555584669113159},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5807331204414368},{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.5525802373886108},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.514656662940979},{"id":"https://openalex.org/C22679943","wikidata":"https://www.wikidata.org/wiki/Q159375","display_name":"Standard deviation","level":2,"score":0.48526760935783386},{"id":"https://openalex.org/C122342681","wikidata":"https://www.wikidata.org/wiki/Q330828","display_name":"Skewness","level":2,"score":0.4838749170303345},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4547045826911926},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.44416895508766174},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.44346296787261963},{"id":"https://openalex.org/C86859247","wikidata":"https://www.wikidata.org/wiki/Q4781760","display_name":"Approximate entropy","level":3,"score":0.4331774115562439},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.4299659729003906},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.42283323407173157},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.386454313993454},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3591156601905823},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3245752453804016},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.320559561252594},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3142860531806946},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.25379544496536255},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.16443738341331482},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D018805","descriptor_name":"Sepsis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055986","descriptor_name":"Vital Signs","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D055986","descriptor_name":"Vital Signs","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D055986","descriptor_name":"Vital Signs","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1109/embc.2016.7590856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7590856","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:28268479","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28268479","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:eprints.mdx.ac.uk:23735","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400025","display_name":"Middlesex University Research Repository (Middlesex University Of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60488453","host_organization_name":"Middlesex University","host_organization_lineage":["https://openalex.org/I60488453"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:publications.aston.ac.uk:28294","is_oa":false,"landing_page_url":"https://publications.aston.ac.uk/view/author/05b5af57ec66d771dcc7084bcd16a2fa.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire/f268039a-268b-4dbc-a090-c16fd6524198","is_oa":true,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/f268039a-268b-4dbc-a090-c16fd6524198","pdf_url":"https://research-information.bris.ac.uk/files/140205701/Early_Warnings_of_Heart_Rate_Deterioration.pdf","source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"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":"Almeida, V G & Nabney, I T 2016, Early warnings of heart rate deterioration. in 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. IEEE Computer Society, United States, pp. 940-943. https://doi.org/10.1109/EMBC.2016.7590856","raw_type":"bookPart"},{"id":"pmh:oai:research-information.bris.ac.uk:publications/f268039a-268b-4dbc-a090-c16fd6524198","is_oa":false,"landing_page_url":"https://hdl.handle.net/1983/f268039a-268b-4dbc-a090-c16fd6524198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"pmh:oai:research-information.bris.ac.uk:openaire/f268039a-268b-4dbc-a090-c16fd6524198","is_oa":true,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/f268039a-268b-4dbc-a090-c16fd6524198","pdf_url":"https://research-information.bris.ac.uk/files/140205701/Early_Warnings_of_Heart_Rate_Deterioration.pdf","source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"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":"Almeida, V G & Nabney, I T 2016, Early warnings of heart rate deterioration. in 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. IEEE Computer Society, United States, pp. 940-943. https://doi.org/10.1109/EMBC.2016.7590856","raw_type":"bookPart"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2411913411.pdf","grobid_xml":"https://content.openalex.org/works/W2411913411.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W70273200","https://openalex.org/W564721631","https://openalex.org/W1857664388","https://openalex.org/W1860274335","https://openalex.org/W1862394037","https://openalex.org/W1966512215","https://openalex.org/W1969573431","https://openalex.org/W1984648042","https://openalex.org/W1990977362","https://openalex.org/W1993227377","https://openalex.org/W2003288952","https://openalex.org/W2046788142","https://openalex.org/W2059851411","https://openalex.org/W2093266575","https://openalex.org/W2095709374","https://openalex.org/W2102332328","https://openalex.org/W2108514834","https://openalex.org/W2116199452","https://openalex.org/W2120737414","https://openalex.org/W2121770664","https://openalex.org/W2122882636","https://openalex.org/W2153268540","https://openalex.org/W2162800060","https://openalex.org/W2164718541","https://openalex.org/W2316717691","https://openalex.org/W6678323213"],"related_works":["https://openalex.org/W4225568567","https://openalex.org/W1496883226","https://openalex.org/W4297337052","https://openalex.org/W2028605949","https://openalex.org/W4286378979","https://openalex.org/W3216026256","https://openalex.org/W3129919015","https://openalex.org/W4390742338","https://openalex.org/W2041010645","https://openalex.org/W3122185550"],"abstract_inverted_index":{"Hospitals":[0],"can":[1,152],"experience":[2],"difficulty":[3],"in":[4,82,123,161],"detecting":[5],"and":[6,22,24,67,93,95,101,126,151],"responding":[7],"to":[8,15,31,61,139],"early":[9,78],"signs":[10],"of":[11,35,41,134,143,158,166,173,188,191],"patient":[12],"deterioration":[13,37],"leading":[14],"late":[16],"intensive":[17],"care":[18],"referrals,":[19],"excess":[20],"mortality":[21],"morbidity,":[23],"increased":[25],"hospital":[26,149],"costs.":[27],"Our":[28,105,177],"study":[29],"aims":[30],"explore":[32],"potential":[33],"indicators":[34,73,80],"physiological":[36],"by":[38,131],"the":[39,62,116,124,132,135,141,144,148,167,174,189],"analysis":[40,84,98,133],"vital-signs.":[42],"The":[43],"dataset":[44],"used":[45,81,154,186],"comprises":[46],"heart":[47],"rate":[48],"(HR)":[49],"measurements":[50],"from":[51,57],"MIMIC":[52],"II":[53],"waveform":[54],"database,":[55],"taken":[56],"six":[58],"patients":[59],"admitted":[60],"Intensive":[63],"Care":[64],"Unit":[65],"(ICU)":[66],"diagnosed":[68],"with":[69],"severe":[70],"sepsis.":[71],"Different":[72],"were":[74],"considered:":[75],"1)":[76],"generic":[77],"warning":[79],"ecosystems":[83],"(autocorrelation":[85],"at-1-lag":[86],"(ACF1),":[87],"standard":[88],"deviation":[89],"(SD),":[90],"skewness,":[91],"kurtosis":[92],"heteroskedasticity)":[94],"2)":[96],"entropy":[97,100,182,192],"(kernel":[99],"multi":[102],"scale":[103,175],"entropy).":[104],"preliminary":[106],"findings":[107],"suggest":[108],"that":[109,180],"when":[110],"a":[111,162],"critical":[112],"transition":[113],"is":[114,121,170],"approaching,":[115],"equilibrium":[117],"state":[118],"changes":[119],"what":[120],"visible":[122],"ACF1":[125],"SD":[127],"values,":[128],"but":[129],"also":[130],"entropy.":[136],"Entropy":[137],"allows":[138],"characterize":[140],"complexity":[142],"time":[145],"series":[146],"during":[147],"stay":[150],"be":[153,185],"as":[155],"an":[156],"indicator":[157],"regime":[159],"shifts":[160],"patient's":[163],"condition.":[164],"One":[165],"main":[168],"problems":[169],"its":[171],"dependency":[172],"used.":[176],"results":[178],"demonstrate":[179],"different":[181],"scales":[183],"should":[184],"depending":[187],"level":[190],"verified.":[193]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
