ReviewDiagnostics (Basel, Switzerland)2026
Artificial Intelligence Approaches to Predict Postoperative Length of Hospital Stay in Head and Neck Cancer Patients: A Systematic Review.
Willian Nogueira Silva, Anna Luíza Damaceno Araújo, Alvaro Sanabria, Ludhmila A Hajjar, Juan Pablo Rodrigo, Karthik N Rao, Ewa Florek, Remco de Bree, Alfio Ferlito, Luiz Paulo Kowalski
Abstract readReview
In one paragraphReview in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
10 authors.
Willian Nogueira SilvaHead and Neck Surgery Department and LIM 28, University of São Paulo Medical School, São Paulo 05403-900, Brazil.ORCID 0009-0003-1321-8201 Anna Luíza Damaceno AraújoHead and Neck Surgery Department and LIM 28, University of São Paulo Medical School, São Paulo 05403-900, Brazil.ORCID 0000-0002-3725-8051 Alvaro SanabriaDepartment of Surgery, School of Medicine, Universidad de Antioquia, Medellin 050015, Colombia.ORCID 0000-0002-5563-8840 Ludhmila A HajjarDepartment of Cardiopneumology, InCor, University of Sao Paulo Medical School, São Paulo 05403-900, Brazil.
Juan Pablo RodrigoDepartment of Otolaryngology, Hospital Universitario Central de Asturias, University of Oviedo, ISPA, IUOPA, CIBERONC, 33011 Oviedo, Spain.ORCID 0000-0003-3063-0890 Karthik N RaoDepartment of Head and Neck Oncology, All India Institute of Medical Sciences, Raipur 492099, India.ORCID 0000-0002-1420-7366 Ewa FlorekLaboratory of Environmental Research, Department of Toxicology, Poznan University of Medical Sciences, 60-631 Poznan, Poland.ORCID 0000-0002-2689-3009 Remco de BreeDepartment of Head and Neck Surgical Oncology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.ORCID 0000-0001-7128-5814 Luiz Paulo KowalskiHead and Neck Surgery Department and LIM 28, University of São Paulo Medical School, São Paulo 05403-900, Brazil.
Funding
Fundação de Amparo à Pesquisa do Estado de São Paulo #2021/14585-7 and #2024/08464-0
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
artificial intelligencehead and neck surgerylength of staymachine learningpredictive models
Identifiers
PMID41594239
PMCPMC12839552
What OpenQuestion holds
Textmetadata
LicenceCC BY
Read underepoch 390