Evidence map›Paper›PMID 42196835›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Predicting Hungry Bone Syndrome with Interpretable Machine Learning: A Single-Center Cohort of Dialysis Patients Undergoing Parathyroidectomy.

Adelina Baloi, Dorel Sandesc, Talida Georgiana Cut, Radu Caprariu, Dorin Novacescu, Cristina-Stefania Dumitru, Alina Cristina Barb, Raluca Dumache, Pavel Banov, Victoria Birlutiu and 2 more

Abstract read
In one paragraph

Article 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
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Adelina BaloiDoctoral School, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.
Dorel SandescDepartment X-Surgery II, Discipline Anesthesia and Intensive Care, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.
Talida Georgiana CutDepartment XIII, Discipline of Infectious Diseases, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.ORCID 0000-0002-6567-4407
Radu CaprariuDepartment XV, Discipline of Radiology and Medical Imaging, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.
Dorin NovacescuDepartment II of Microscopic Morphology, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.ORCID 0000-0002-2520-7636
Cristina-Stefania DumitruDepartment II of Microscopic Morphology, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.ORCID 0000-0001-8933-3060
Alina Cristina BarbDepartment II of Microscopic Morphology, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.
Raluca DumacheDepartment VIII, Discipline of Forensic Medicine, Bioethics, Deontology and Medical Law, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.ORCID 0000-0003-1790-8130
Pavel BanovDepartment of Urology and Surgical Nephrology, Nicolae Testemitanu State Medical and Pharmaceutical University, MD-2004 Chisinau, Moldova.ORCID 0000-0002-6904-0743
Victoria BirlutiuFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0000-0001-7391-3394
Voichita Elena LazureanuDepartment XIII, Discipline of Infectious Diseases, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.
Flavia ZaraDepartment II of Microscopic Morphology, "Victor Babes" University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

alkaline phosphataseclinical decision support in parathyroid diseasedialysishungry bone syndromemachine learningparathyroidectomyrandom forestrisk predictionsecondary hyperparathyroidismSHAP

Identifiers

PMID42196835
PMCPMC13205327

What Socratic 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 Socratic graph.