Evidence map›Paper›PMID 34204911›Full record

ArticleJournal of personalized medicine2021

Machine Learning to Predict In-Hospital Mortality in COVID-19 Patients Using Computed Tomography-Derived Pulmonary and Vascular Features.

Simone Schiaffino, Marina Codari, Andrea Cozzi, Domenico Albano, Marco Alì, Roberto Arioli, Emanuele Avola, Claudio Bnà, Maurizio Cariati, Serena Carriero and 28 more

Open access · goldAbstract read
In one paragraph

Article in Journal of personalized medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
2.1field-weighted citation impact, top 10% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 1 synthesis or guideline pooled it, 24 citations in OpenAlex.

  1. Pooled it
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  6. Digital Case Manager-A Data-Driven Tool to Support Family Caregivers with Initial Guidance.International journal of environmental research and public health · 2023
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

38 authors at 13 institutions in 2 countries.

Simone SchiaffinoUnit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.ORCID 0000-0003-4243-888X
Marina CodariDepartment of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA 94305, USA.
Andrea CozziDepartment of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy.ORCID 0000-0003-4922-7065
Domenico AlbanoIRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milan, Italy.ORCID 0000-0001-7989-9861
Marco AlìDepartment of Diagnostic Imaging and Stereotactic Radiosurgery, C.D.I. Centro Diagnostico Italiano S.p.A., Via Simone Saint Bon 20, 20147 Milan, Italy.
Roberto ArioliRadiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy.
Emanuele AvolaPostgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy.ORCID 0000-0002-7055-2199
Claudio BnàUnit of Interventional Radiology, Unit of Radiology, Fondazione Poliambulanza Istituto Ospedaliero, Via Leonida Bissolati 57, 25124 Brescia, Italy.
Maurizio CariatiDiagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy.
Serena CarrieroPostgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy.
Massimo CressoniUnit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.
Pietro S C DannaRadiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy.
Gianmarco Della PepaPostgraduate School in Radiodiagnostics, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy.ORCID 0000-0002-4029-2277
Giovanni Di LeoUnit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.
Francesco DolciEmergency Department, ASST Crema-Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy.
Zeno FalaschiRadiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy.
Nicola FlorUnit of Radiology, Ospedale Universitario Luigi Sacco-ASST Fatebenefratelli Sacco, Via Giovanni Battista Grassi 74, 20157 Milan, Italy.ORCID 0000-0002-5314-8944
Riccardo A FoàDiagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy.
Salvatore GittoDepartment of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy.
Giovanni LeatiUnit of Interventional Radiology, Unit of Radiology, ASST Crema-Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy.ORCID 0000-0001-8628-3870
Veronica MagniDepartment of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy.ORCID 0000-0002-4240-0059
Alexis E MalavazosHigh Speciality Center for Dietetics, Nutritional Education and Cardiometabolic Prevention, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.
Giovanni MauriDepartment of Oncology and Hematology-Oncology, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy.
Carmelo MessinaIRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milan, Italy.
Lorenzo MonfardiniUnit of Interventional Radiology, Unit of Radiology, Fondazione Poliambulanza Istituto Ospedaliero, Via Leonida Bissolati 57, 25124 Brescia, Italy.
Alessio PaschèRadiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy.
Filippo PesapaneDivision of Breast Radiology, IEO-Istituto Europeo di Oncologia IRCCS, Via Giuseppe Ripamonti 435, 20141 Milan, Italy.ORCID 0000-0002-0374-5054
Luca M SconfienzaDepartment of Biomedical Sciences for Health, Università degli Studi di Milano, Via Luigi Mangiagalli 31, 20133 Milan, Italy.
Francesco SecchiUnit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.
Edoardo SegaliniDepartment of General and Emergency Surgery, ASST Crema-Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy.
Angelo SpinazzolaUnit of Interventional Radiology, Unit of Radiology, ASST Crema-Ospedale Maggiore, Largo Ugo Dossena 2, 26013 Crema, Italy.
Valeria TombiniASST Grande Ospedale Metropolitano Niguarda, Piazza dell'Ospedale Maggiore 3, 20162 Milan, Italy.
Silvia TresoldiDiagnostic and Interventional Radiology Service, ASST Santi Paolo e Carlo, Via Antonio di Rudinì 8, 20142 Milan, Italy.
Angelo VanzulliDepartment of Oncology and Hematology-Oncology, Università degli Studi di Milano, Via Festa del Perdono 7, 20122 Milan, Italy.ORCID 0000-0002-2452-3370
Ilaria VicentinASST Grande Ospedale Metropolitano Niguarda, Piazza dell'Ospedale Maggiore 3, 20162 Milan, Italy.
Domenico ZagariaRadiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Corso Giuseppe Mazzini 18, 28100 Novara, Italy.
Dominik FleischmannDepartment of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA 94305, USA.ORCID 0000-0003-0715-0952
Francesco SardanelliUnit of Radiology, IRCCS Policlinico San Donato, Via Rodolfo Morandi 30, 20097 Milan, Italy.ORCID 0000-0001-6545-9427
University of Milan · ITUniversità degli Studi del Piemonte Orientale “Amedeo Avogadro” · ITAzienda Ospedaliera Ospedale Maggiore · ITIRCCS Policlinico San Donato · ITOspedale San Paolo · ITFondazione Poliambulanza Istituto Ospedaliero · ITIstituto Ortopedico Galeazzi · ITOspedale Maggiore · ITASST Fatebenefratelli Sacco · ITCardiovascular Institute of the South · USCentro Diagnostico Italiano · ITRipamonti · ITStanford University · US

Funding

Ministero della Salute Ricerca Corrente
6 · The paper itself

Abstract

Pulmonary parenchymal and vascular damage are frequently reported in COVID-19 patients and can be assessed with unenhanced chest computed tomography (CT), widely used as a triaging exam. Integrating clinical data, chest CT features, and CT-derived vascular metrics, we aimed to build a predictive model of in-hospital mortality using univariate analysis (Mann-Whitney

Indexed as

computerCOVID-19lungmachine learningneural networksprognosispulmonary arterysupport vector machinetomographyX-ray computed

Identifiers

PMID34204911
PMCPMC8230339
OpenAlexW3172737423

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.