Evidence map›Paper›PMID 41682622›Full record

ArticleJournal of clinical medicine2026

When Every Minute Counts: Predicting Pre-Hospital Deliveries and Neonatal Risk in Emergency Medical Services Using Data-Driven Models.

Joanna Wach, Łukasz Lewandowski, Jakub Staniczek, Michał Czapla

Abstract read
In one paragraph

Article in Journal of clinical medicine, 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

4 authors.

Joanna WachDivision of Specialist Care in Midwifery and Gynaecology, Department of Midwifery, Faculty of Nursing and Midwifery, Wroclaw Medical University, 51-618 Wroclaw, Poland.ORCID 0009-0003-6544-7225
Łukasz LewandowskiDepartment of Medical Biochemistry, Wroclaw Medical University, 50-368 Wroclaw, Poland.ORCID 0000-0002-7624-631X
Jakub StaniczekChair and Clinical Department of Gynecology, Obstetrics and Gynecological Oncology, Medical University of Silesia, 40-211 Katowice, Poland.ORCID 0000-0002-0740-7167
Michał CzaplaDivision of Scientific Research and Innovation in Emergency Medical Service, Department of Emergency Medical Service, Faculty of Nursing and Midwifery, Wroclaw Medical University, 51-618 Wroclaw, Poland.ORCID 0000-0002-4245-5420

Funding

Wroclaw Medical University SUBZ.L030.25.052
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Emergency Medical Serviceslabornewbornobstetricout-of-hospital birth

Identifiers

PMID41682622
PMCPMC12897596

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.