Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage
Objective: To use Multi-Criteria Decision Analysis (MCDA) to determine weights for eleven criteria in order to prioritize COVID-19 non-critical patients for admission to hospital in healthcare settings with limited resources. Methods: The MCDA was applied in two main steps: specification of criteria...
Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2020-09-01
|
Series: | International Journal of Infectious Diseases |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S1201971220305166 |
_version_ | 1818257180202106880 |
---|---|
author | Pasquale De Nardo Elisa Gentilotti Fulvia Mazzaferri Eleonora Cremonini Paul Hansen Herman Goossens Evelina Tacconelli E. Durante Mangoni L.L. Florio R. Zampino F. Mele I. Gentile B. Pinchera N. Coppola M. Pisaturo R. Luzzati N. Petrosillo E. Nicastri A. Corpolongo M.A. Cataldo A. D’Abramo G. Maffongelli L. Scorzolini C. Palazzolo E. Boumis A. Pan A. D’Arminio Monforte F. Bai S. Antinori F.G. De Rosa S. Corcione T. Lupia S.M. Pinna S. Scabini F. Canta S. Belloro Z. Bisoffi A. Angheben F. Gobbi E. Turcato N. Ronzoni L. Moro S. Calabria P. Rodari G. Bertoli G. Marasca M. Puoti A. Gori A. Bandera D. Mangioni M. Rizzi F. Castelli A. Montineri C.A. Coco M. Maresca M. Frasca D. Aquilini M. Vincenzi L. Lambertenghi M.E. De Rui E. Razzaboni P. Cattaneo A. Visentin A. Erbogasto I. Dalla Vecchia I. Coledan M. Vecchi G. Be L. Motta A. Zaffagnini N. Auerbach P. Del Bravo A.M. Azzini E. Righi E. Carrara A. Savoldi M. Sibani E. Lattuada G. Carolo M. Cordioli F. Soldani M.D. Pezzani S. Avallone R. Bruno A. Ricciardi M.P. Saggese G. Malerba |
author_facet | Pasquale De Nardo Elisa Gentilotti Fulvia Mazzaferri Eleonora Cremonini Paul Hansen Herman Goossens Evelina Tacconelli E. Durante Mangoni L.L. Florio R. Zampino F. Mele I. Gentile B. Pinchera N. Coppola M. Pisaturo R. Luzzati N. Petrosillo E. Nicastri A. Corpolongo M.A. Cataldo A. D’Abramo G. Maffongelli L. Scorzolini C. Palazzolo E. Boumis A. Pan A. D’Arminio Monforte F. Bai S. Antinori F.G. De Rosa S. Corcione T. Lupia S.M. Pinna S. Scabini F. Canta S. Belloro Z. Bisoffi A. Angheben F. Gobbi E. Turcato N. Ronzoni L. Moro S. Calabria P. Rodari G. Bertoli G. Marasca M. Puoti A. Gori A. Bandera D. Mangioni M. Rizzi F. Castelli A. Montineri C.A. Coco M. Maresca M. Frasca D. Aquilini M. Vincenzi L. Lambertenghi M.E. De Rui E. Razzaboni P. Cattaneo A. Visentin A. Erbogasto I. Dalla Vecchia I. Coledan M. Vecchi G. Be L. Motta A. Zaffagnini N. Auerbach P. Del Bravo A.M. Azzini E. Righi E. Carrara A. Savoldi M. Sibani E. Lattuada G. Carolo M. Cordioli F. Soldani M.D. Pezzani S. Avallone R. Bruno A. Ricciardi M.P. Saggese G. Malerba |
author_sort | Pasquale De Nardo |
collection | DOAJ |
description | Objective: To use Multi-Criteria Decision Analysis (MCDA) to determine weights for eleven criteria in order to prioritize COVID-19 non-critical patients for admission to hospital in healthcare settings with limited resources. Methods: The MCDA was applied in two main steps: specification of criteria for prioritizing COVID-19 patients (and levels within each criterion); and determination of weights for the criteria based on experts’ knowledge and experience in managing COVID-19 patients, via an online survey. Criteria were selected based on available COVID-19 evidence with a focus on low- and middle-income countries (LMICs). Results: The most important criteria (mean weights, summing to 100%) are: PaO2 (16.3%); peripheral O2 saturation (15.9%); chest X-ray (14.1%); Modified Early Warning Score-MEWS (11.4%); respiratory rate (9.5%); comorbidities (6.5%); living with vulnerable people (6.4%); body mass index (5.6%); duration of symptoms before hospital evaluation (5.4%); CRP (5.1%); and age (3.8%). Conclusions: At the beginning of a new pandemic, when evidence for disease predictors is limited or unavailable and effective national contingency plans are difficult to establish, the MCDA prioritization model could play a pivotal role in improving the response of health systems. |
first_indexed | 2024-12-12T17:39:33Z |
format | Article |
id | doaj.art-242ab2e53b66490485d7cddaf276a420 |
institution | Directory Open Access Journal |
issn | 1201-9712 |
language | English |
last_indexed | 2024-12-12T17:39:33Z |
publishDate | 2020-09-01 |
publisher | Elsevier |
record_format | Article |
series | International Journal of Infectious Diseases |
spelling | doaj.art-242ab2e53b66490485d7cddaf276a4202022-12-22T00:17:07ZengElsevierInternational Journal of Infectious Diseases1201-97122020-09-0198494500Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortagePasquale De Nardo0Elisa Gentilotti1Fulvia Mazzaferri2Eleonora Cremonini3Paul Hansen4Herman Goossens5Evelina Tacconelli6E. Durante MangoniL.L. FlorioR. ZampinoF. MeleI. GentileB. PincheraN. CoppolaM. PisaturoR. LuzzatiN. PetrosilloE. NicastriA. CorpolongoM.A. CataldoA. D’AbramoG. MaffongelliL. ScorzoliniC. PalazzoloE. BoumisA. PanA. D’Arminio MonforteF. BaiS. AntinoriF.G. De RosaS. CorcioneT. LupiaS.M. PinnaS. ScabiniF. CantaS. BelloroZ. BisoffiA. AnghebenF. GobbiE. TurcatoN. RonzoniL. MoroS. CalabriaP. RodariG. BertoliG. MarascaM. PuotiA. GoriA. BanderaD. MangioniM. RizziF. CastelliA. MontineriC.A. CocoM. MarescaM. FrascaD. AquiliniM. VincenziL. LambertenghiM.E. De RuiE. RazzaboniP. CattaneoA. VisentinA. ErbogastoI. Dalla VecchiaI. ColedanM. VecchiG. BeL. MottaA. ZaffagniniN. AuerbachP. Del BravoA.M. AzziniE. RighiE. CarraraA. SavoldiM. SibaniE. LattuadaG. CaroloM. CordioliF. SoldaniM.D. PezzaniS. AvalloneR. BrunoA. RicciardiM.P. SaggeseG. MalerbaDivision of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona, Italy; Corresponding author at: Division of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona, Piazzale L.A. Scuro, 37134 Verona, Italy.Division of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona, ItalyDivision of Infectious Diseases, Department of Medicine, Verona University Hospital, Verona, ItalyDivision of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona, ItalyDepartment of Economics, University of Otago, Dunedin, New ZealandLaboratory of Medical Microbiology, Vaccine and Infectious Diseases Institute, University of Antwerp, Antwerp, BelgiumDivision of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona, ItalyObjective: To use Multi-Criteria Decision Analysis (MCDA) to determine weights for eleven criteria in order to prioritize COVID-19 non-critical patients for admission to hospital in healthcare settings with limited resources. Methods: The MCDA was applied in two main steps: specification of criteria for prioritizing COVID-19 patients (and levels within each criterion); and determination of weights for the criteria based on experts’ knowledge and experience in managing COVID-19 patients, via an online survey. Criteria were selected based on available COVID-19 evidence with a focus on low- and middle-income countries (LMICs). Results: The most important criteria (mean weights, summing to 100%) are: PaO2 (16.3%); peripheral O2 saturation (15.9%); chest X-ray (14.1%); Modified Early Warning Score-MEWS (11.4%); respiratory rate (9.5%); comorbidities (6.5%); living with vulnerable people (6.4%); body mass index (5.6%); duration of symptoms before hospital evaluation (5.4%); CRP (5.1%); and age (3.8%). Conclusions: At the beginning of a new pandemic, when evidence for disease predictors is limited or unavailable and effective national contingency plans are difficult to establish, the MCDA prioritization model could play a pivotal role in improving the response of health systems.http://www.sciencedirect.com/science/article/pii/S1201971220305166SARS CoV-2COVID-19Multi-Criteria Decision AnalysisPandemic |
spellingShingle | Pasquale De Nardo Elisa Gentilotti Fulvia Mazzaferri Eleonora Cremonini Paul Hansen Herman Goossens Evelina Tacconelli E. Durante Mangoni L.L. Florio R. Zampino F. Mele I. Gentile B. Pinchera N. Coppola M. Pisaturo R. Luzzati N. Petrosillo E. Nicastri A. Corpolongo M.A. Cataldo A. D’Abramo G. Maffongelli L. Scorzolini C. Palazzolo E. Boumis A. Pan A. D’Arminio Monforte F. Bai S. Antinori F.G. De Rosa S. Corcione T. Lupia S.M. Pinna S. Scabini F. Canta S. Belloro Z. Bisoffi A. Angheben F. Gobbi E. Turcato N. Ronzoni L. Moro S. Calabria P. Rodari G. Bertoli G. Marasca M. Puoti A. Gori A. Bandera D. Mangioni M. Rizzi F. Castelli A. Montineri C.A. Coco M. Maresca M. Frasca D. Aquilini M. Vincenzi L. Lambertenghi M.E. De Rui E. Razzaboni P. Cattaneo A. Visentin A. Erbogasto I. Dalla Vecchia I. Coledan M. Vecchi G. Be L. Motta A. Zaffagnini N. Auerbach P. Del Bravo A.M. Azzini E. Righi E. Carrara A. Savoldi M. Sibani E. Lattuada G. Carolo M. Cordioli F. Soldani M.D. Pezzani S. Avallone R. Bruno A. Ricciardi M.P. Saggese G. Malerba Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage International Journal of Infectious Diseases SARS CoV-2 COVID-19 Multi-Criteria Decision Analysis Pandemic |
title | Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage |
title_full | Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage |
title_fullStr | Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage |
title_full_unstemmed | Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage |
title_short | Multi-Criteria Decision Analysis to prioritize hospital admission of patients affected by COVID-19 in low-resource settings with hospital-bed shortage |
title_sort | multi criteria decision analysis to prioritize hospital admission of patients affected by covid 19 in low resource settings with hospital bed shortage |
topic | SARS CoV-2 COVID-19 Multi-Criteria Decision Analysis Pandemic |
url | http://www.sciencedirect.com/science/article/pii/S1201971220305166 |
work_keys_str_mv | AT pasqualedenardo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT elisagentilotti multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fulviamazzaferri multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT eleonoracremonini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT paulhansen multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT hermangoossens multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT evelinatacconelli multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT edurantemangoni multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT llflorio multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT rzampino multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fmele multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT igentile multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT bpinchera multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT ncoppola multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mpisaturo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT rluzzati multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT npetrosillo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT enicastri multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT acorpolongo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT macataldo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT adabramo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gmaffongelli multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT lscorzolini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT cpalazzolo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT eboumis multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT apan multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT adarminiomonforte multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fbai multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT santinori multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fgderosa multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT scorcione multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT tlupia multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT smpinna multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT sscabini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fcanta multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT sbelloro multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT zbisoffi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT aangheben multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fgobbi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT eturcato multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT nronzoni multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT lmoro multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT scalabria multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT prodari multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gbertoli multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gmarasca multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mpuoti multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT agori multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT abandera multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT dmangioni multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mrizzi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fcastelli multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT amontineri multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT cacoco multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mmaresca multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mfrasca multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT daquilini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mvincenzi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT llambertenghi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mederui multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT erazzaboni multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT pcattaneo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT avisentin multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT aerbogasto multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT idallavecchia multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT icoledan multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mvecchi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gbe multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT lmotta multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT azaffagnini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT nauerbach multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT pdelbravo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT amazzini multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT erighi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT ecarrara multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT asavoldi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT msibani multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT elattuada multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gcarolo multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mcordioli multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT fsoldani multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mdpezzani multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT savallone multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT rbruno multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT aricciardi multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT mpsaggese multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage AT gmalerba multicriteriadecisionanalysistoprioritizehospitaladmissionofpatientsaffectedbycovid19inlowresourcesettingswithhospitalbedshortage |