Evidence map›Paper›PMID 42051656›Full record

ArticleMaternal-fetal medicine (Wolters Kluwer Health, Inc.)2026

From Retrospective to Prospective: The Contribution of Artificial Intelligence Dystocia Algorithm in Understanding and Preventing Dystocia in Intrapartum Cesarean Delivery.

Andrea Tinelli, Lorenzo E Malgieri, Michael Stark, Giovanni Pecorella, Antonio Malvasi

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Maternal-fetal medicine (Wolters Kluwer Health, Inc.), 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

5 authors.

Andrea TinelliDepartment of Obstetrics and Gynecology, and CERICSAL (CEntro di RIcerca Clinico SALentino), "Veris delli Ponti Hospital", Via delli Ponti, Scorrano (LE) 73020, Italy.
Lorenzo E MalgieriThe New European Surgical Academy (NESA), Berlin 10117, Germany.
Michael StarkThe New European Surgical Academy (NESA), Berlin 10117, Germany.
Giovanni PecorellaDepartment of Obstetrics and Gynecology, and CERICSAL (CEntro di RIcerca Clinico SALentino), "Veris delli Ponti Hospital", Via delli Ponti, Scorrano (LE) 73020, Italy.
Antonio MalvasiObstetrics and Gynaecology Unit, Department of Biomedical Sciences and Human Oncology, University of Bari "Aldo Moro", Bari 70124, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial intelligenceCesarean sectionDystociaFailed laborProlonged laborRobson classification

Identifiers

PMID42051656
PMCPMC13120591

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.