Evidence map›Paper›PMID 42513642›Full record

ArticleJournal of clinical medicine2026

Comparison of Machine Learning Models for Predicting Recurrent Lumbar Disc Herniation After Percutaneous Endoscopic Lumbar Discectomy.

Yang Tian, Bin Zhang, Jiao Li, Xiangyang Guo, Junsheng Duan, Kai Wang, Shuiqing Li

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

7 authors.

Yang TianDepartment of Anesthesiology, Peking University Third Hospital, Beijing 100191, China.
Bin ZhangDepartment of Anesthesiology, Peking University Third Hospital, Beijing 100191, China.ORCID 0009-0005-3026-5549
Jiao LiDepartment of Anesthesiology, Peking University Third Hospital, Beijing 100191, China.ORCID 0000-0003-0838-2544
Xiangyang GuoDepartment of Anesthesiology, Peking University Third Hospital, Beijing 100191, China.
Junsheng DuanDepartment of Anesthesiology, Tibet Autonomous Region People's Hospital, Lhasa 850002, China.
Kai WangDepartment of Pain Medicine, Peking University Third Hospital, Beijing 100191, China.
Shuiqing LiDepartment of Pain Medicine, Peking University Third Hospital, Beijing 100191, China.

Funding

Bethune Charitable Foundation - Bain Anesthesiology Research Program BNMR-2024-001Tibet Autonomous Region Natural Science Foundation Group Medical Aid Program XZZR202402092(W)
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningpercutaneous endoscopic lumbar discectomypredictive modelrecurrent lumbar disc herniationrisk factors

Identifiers

PMID42513642
PMCPMC13412743

What OpenQuestion holds

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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.