Evidence map›Paper›PMID 39767219›Full record

ArticleDiagnostics (Basel, Switzerland)2024

Non-Invasive Ventilation Failure in Pediatric ICU: A Machine Learning Driven Prediction.

Maria Vittoria Chiaruttini, Giulia Lorenzoni, Marco Daverio, Luca Marchetto, Francesca Izzo, Giovanna Chidini, Enzo Picconi, Claudio Nettuno, Elisa Zanonato, Raffaella Sagredini and 16 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Review
  2. Review
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

26 authors.

Maria Vittoria ChiaruttiniUnit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, and Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy.ORCID 0000-0002-8612-237X
Giulia LorenzoniUnit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, and Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy.ORCID 0000-0003-1771-4686
Marco DaverioPediatric Intensive Care Unit, Department of Women's and Children's Health, University Hospital of Padova, Via Giustiniani 3, 35128 Padova, Italy.ORCID 0000-0002-3127-8836
Luca MarchettoPediatric Intensive Care Unit, Department of Women's and Children's Health, University Hospital of Padova, Via Giustiniani 3, 35128 Padova, Italy.ORCID 0000-0001-5678-3006
Francesca IzzoPediatric Intensive Care Unit, Buzzi Children's Hospital, Via Lodovico Castelvetro 32, 20154 Milan, Italy.ORCID 0000-0003-2924-6904
Giovanna ChidiniDepartment of Anesthesia Resuscitation Emergency Care, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico di Milano, Via Francesco Sforza 35, 20122 Milan, Italy.
Enzo PicconiPediatric Intensive Care Unit, Pediatric Trauma Center, Fondazione IRCCS Policlinico Universitario "A. Gemelli", Largo Agostino Gemelli 8, 00136 Rome, Italy.ORCID 0000-0002-1808-0665
Claudio NettunoAnaesthesia and Pediatric Resuscitation, AOU Alessandria, SS Antonio e Biagio e Cesare Arrigo Hospital, Spalto Marengo 43, 15121 Alessandria, Italy.
Elisa ZanonatoPediatric Intensive Care Unit, San Bortolo Hospital, Viale Ferdinando Rodolfi 37, 36100 Vicenza, Italy.
Raffaella SagrediniAnesthesia and Resuscitation Unit, IRCCS Burlo Garofolo, Via dell'Istria 65, 34137 Trieste, Italy.
Emanuele RossettiAnaesthesia, Emergency and Pediatric Intensive Care Unit, Bambino Gesu' Children Hospital IRCCS, Piazza di Sant'Onofrio 4, 00165 Rome, Italy.
Maria Cristina MondardiniIRCCS AOU di Bologna, Via Giuseppe Massarenti 9, 40138 Bologna, Italy.ORCID 0000-0002-8398-3166
Corrado CecchettiDepartment of Emergency Acceptance, Bambino Gesù Children's Hospital, Piazza di Sant'Onofrio 4, 00165 Rome, Italy.
Pasquale VitalePediatric and Neonatal Intensive Care Unit, Children's Hospital Regina Margherita, Piazza Polonia 94, 10126 Turin, Italy.
Nicola AlaimoARNAS G. di Cristina Hospital, 90127 Palermo, Italy.
Denise ColosimoPediatric Intensive Care Unit, Children's Hospital Meyer, IRCCS, Viale Gaetano Pieraccini 24, 50139 Florence, Italy.
Francesco SaccoPaediatric Intensive Care Unit, Azienda Ospedaliera Universitaria Integrata di Verona, Piazzale Aristide Stefani 1, 37126 Verona, Italy.ORCID 0009-0007-0329-2896
Giulia GenoniNeonatal and Pediatric Intensive Care Unit, Maggiore della Carità University Hospital, L.go Bellini, 28100 Novara, Italy.
Daniela PerrottaA.R.C.O. Palidoro, Bambino Gesù Children's Hospital, Piazza di Sant'Onofrio 4, 00165 Rome, Italy.ORCID 0000-0002-9926-6292
Camilla MicalizziPediatric and Neonatal Intensive Care Unit, IRCCS G Gaslini, Via Gerolamo Gaslini 5, 16147 Genoa, Italy.
Silvia MoggiaPediatric Intensive Care Unit, AORN Santobono-Pausilipon, Via della Croce Rossa 8, 80122 Naples, Italy.
Giosuè ChisariUOSD Pediatric Resuscitation, ARNAS Garibaldi PO Nesima, Piazza Santa Maria di Gesù 5, 95124 Catania, Italy.
Immacolata RulliUOC Neonatal Pathology and TIN, AOU G MARTINO, Via Consolare Valeria 1, 98124 Messina, Italy.
Andrea WolflerDepartment of Emergency, Division of Anesthesia IRCCS G Gaslini, Via Gerolamo Gaslini 5, 16147 Genoa, Italy.ORCID 0000-0001-6389-3692
Angela AmigoniPediatric Intensive Care Unit, Department of Women's and Children's Health, University Hospital of Padova, Via Giustiniani 3, 35128 Padova, Italy.ORCID 0000-0001-5654-0506
Dario GregoriUnit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, and Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy.ORCID 0000-0001-7906-0580

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningNIVNIV failurenon-invasive ventilationPICUpredictive modelsrandom forestTIPNet

Identifiers

PMID39767219
PMCPMC11675706

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.