Evidence mapPaperPMID 42042873Full record

ArticleMetabolites2026

Interpretable Machine Learning to Predict Metformin-Induced Vitamin B12 Deficiency: Association with Glycemic Control and Neuropathic Symptoms.

Yasmine Salhi, Meriem Yazidi, Amine Dhraief, Elyes Kamoun, Melika Chihaoui, Tamim Alsuliman, Layth Sliman

Abstract read
In one paragraph

Article in Metabolites, 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

7 authors.

Yasmine SalhiISITCom, University of Sousse, Sousse 4011, Tunisia.ORCID 0009-0005-8762-0601
Meriem YazidiLa Rabta Hospital, Department of Endocrinology, Faculty of Medicine of Tunis, University of Tunis el Manar, Tunis 1007, Tunisia.ORCID 0000-0002-4239-5229
Amine DhraiefESEN, University of Manouba, La Manouba 2010, Tunisia.ORCID 0000-0002-2855-6794
Elyes KamounLa Rabta Hospital, Department of Endocrinology, Faculty of Medicine of Tunis, University of Tunis el Manar, Tunis 1007, Tunisia.ORCID 0000-0001-8092-3099
Melika ChihaouiLa Rabta Hospital, Department of Endocrinology, Faculty of Medicine of Tunis, University of Tunis el Manar, Tunis 1007, Tunisia.
Tamim AlsulimanOncology-Hematology Department, Saint-Quentin Hospital, 02100 Saint-Quentin, France.
Layth SlimanEfrei Research Lab, Paris Panthéon Assas University, 94800 Villejuif, France.ORCID 0000-0003-3369-7302

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencemetforminSHAPtype 2 diabetesvitamin B12 deficiencyXGBoost

Identifiers

PMID42042873
PMCPMC13118126

What Socratic holds

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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.