Evidence map›Paper›PMID 38610732›Full record

ArticleJournal of clinical medicine2024

Identifying Predictors of Neck Disability in Patients with Cervical Pain Using Machine Learning Algorithms: A Cross-Sectional Correlational Study.

Ahmed A Torad, Mohamed M Ahmed, Omar M Elabd, Fayiz F El-Shamy, Ramzi A Alajam, Wafaa Mahmoud Amin, Bsmah H Alfaifi, Aliaa M Elabd

Open access · goldAbstract read
In one paragraph

Article in Journal of clinical medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
3.1field-weighted citation impact, top 9% of its field
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

4 citing papers in PubMed, 7 citations in OpenAlex.

  1. Clinical and Electromyographic Effect of Tui-Na Massage Versus Positional Release on Postpartum Neck Dysfunction: A Randomized Clinical Trial.Physiotherapy research international : the journal for researchers and clinicians in physical therapy · 2026
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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

8 authors at 6 institutions in 2 countries.

Ahmed A ToradBasic Science Department, Faculty of Physical Therapy, Kafrelsheik University, Kafrelsheik 33516, Egypt.ORCID 0000-0003-4170-6694
Mohamed M AhmedDepartment of Physical Therapy, Collage of Applied Medical Sciences, Jazan University, Jizan 45142, Saudi Arabia.ORCID 0000-0003-3168-0769
Omar M ElabdDepartment of Orthopedics and Its Surgery, Faculty of Physical Therapy, Delta University for Science and Technology, Gamasa 35712, Egypt.
Fayiz F El-ShamyDepartment of Physical Therapy for Women Health, Kafrelsheikh University, Karfelsheikh 33516, Egypt.
Ramzi A AlajamDepartment of Physical Therapy, Collage of Applied Medical Sciences, Jazan University, Jizan 45142, Saudi Arabia.ORCID 0000-0001-5110-289X
Wafaa Mahmoud AminDepartment of Physical Therapy, Collage of Applied Medical Sciences, Jazan University, Jizan 45142, Saudi Arabia.ORCID 0000-0001-6747-2481
Bsmah H AlfaifiDepartment of Physical Therapy, Collage of Applied Medical Sciences, Jazan University, Jizan 45142, Saudi Arabia.
Aliaa M ElabdDepartment of Basic Sciences, Faculty of Physical Therapy, Benha University, Benha 13511, Egypt.ORCID 0000-0002-7674-8600
Jazan University · SAKafrelsheikh University · EGBenha University · EGBeni-Suef University · EGCairo University · EGDelta University for Science and Technology · EG

Funding

Deputyship for research and innovation, Ministry of education, in Saudi arabia ISP-2024
6 · The paper itself

Abstract

(1)

Indexed as

chronic paincross-sectional studymachine learning algorithmsneck disabilityneck painpredictors

Identifiers

PMID38610732
PMCPMC11012682
OpenAlexW4393279143

What Socratic 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 Socratic graph.