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...

Full description

Bibliographic Details
Main Authors: 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
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