Evidence map›Paper›PMID 42651017›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Machine Learning Identifies High-Risk Suicide Profiles in a Population-Based Forensic Registry.

Alin Ionut Piraianu, Anisia-Luiza Culea-Florescu, Elena Stamate, Ana Fulga, Doriana Iancu, Octavian Stefan Patrascanu, Iuliu Fulga

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

7 authors.

Alin Ionut PiraianuResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.ORCID 0000-0001-9664-2128
Anisia-Luiza Culea-FlorescuResearch Center for Electronics, Information Technology and Communications, Faculty of Automation, Computers, Electrical and Electronic Engineering, "Dunarea de Jos" University of Galați, 800201 Galați, Romania.
Elena StamateResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.ORCID 0000-0001-5056-1015
Ana FulgaResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.
Doriana IancuResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.
Octavian Stefan PatrascanuResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.ORCID 0000-0002-5853-393X
Iuliu FulgaResearch Centre in the Medical-Pharmaceutical Field, Faculty of Medicine and Pharmacy, "Dunarea de Jos" University of Galați, 800216 Galați, Romania.

Funding

"Dunarea de Jos" University of Galati VAT RO50411550
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cluster analysisforensic medicinehangingmachine learningmedico-legal registryrandom forestRomaniasuicidesuicide prevention

Identifiers

PMID42651017
PMCPMC13511942

What Socratic holds

Textmetadata
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.