MétaCan
Menu
Back to cohort
Record W4414251093 · doi:10.3390/jcm14186505

Testing the Association Between Low Back Pain Intensity and Core Muscle Strength in Postpartum Women with Different Delivery Modes: An Analytical Cross-Sectional Study

2025· article· en· W4414251093 on OpenAlexaff
Mohamed G. Ali, Amel M. Yousef, Mohammed A.M. Sarhan, Reem M. Alwhaibi, Hoda M. Zakaria, Abeer A. Mohammed, Walaa M. Ragab, Rehab S. Mamoon, Mohammad Auais

Bibliographic record

VenueJournal of Clinical Medicine · 2025
Typearticle
Languageen
FieldMedicine
TopicPregnancy-related medical research
Canadian institutionsQueen's University
FundersSouth Valley UniversityPrincess Nourah Bint Abdulrahman University
KeywordsLow back painIntensity (physics)LumbarCore (optical fiber)RehabilitationMuscle strengthMultifidus muscleErector spinae muscles

Abstract

fetched live from OpenAlex

Background/Objectives: Postpartum women frequently experience nonspecific low back pain (NSLBP), yet the impact of delivery mode on the function of local core muscles, particularly the transversus abdominis (TrA) and lumbar multifidus (LM), is not well understood, limiting the development of targeted rehabilitation strategies. To compare NSLBP intensity and TrA and LM strength in women who underwent cesarean delivery (CD) or vaginal delivery (VD), and to examine the associations between pain intensity and muscle strength. Methods: An analytical cross-sectional study was conducted on 36 women divided into two groups: 18 who underwent CD (Group A) and 18 who underwent VD (Group B). NSLBP intensity was assessed using the visual analogue scale, while TrA and LM strength were measured via a pressure biofeedback unit. Results: The two groups showed non-significant differences in age (p = 0.342), BMI (p = 0.429), or parity (p = 0.894), confirming comparable baseline characteristics. NSLBP intensity was significantly higher in the CD group (p = 0.000), and they exhibited weaker TrA (p = 0.009) strength than the VD group; however, there was a non-significant difference in LM strength (p = 0.602). The Spearman correlation analysis revealed non-significant associations between NSLBP intensity and TrA and LM strength in the CD group (p = 0.702, 0.129, respectively) and in the VD group (p = 0.149, 0.877, respectively). Conclusions: Women undergoing CD experienced higher NSLBP intensities and weaker TrA strength than those undergoing VD, while LM strength remained similar between groups. However, NSLBP intensity showed non-significant associations with TrA or LM strength in either group, suggesting that other biomechanical or neuromuscular factors may contribute to the increased post-CD NSLBP. These findings highlight the need for targeted rehabilitation strategies beyond core muscle strengthening alone.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.145
GPT teacher head0.451
Teacher spread0.305 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Clinical MedicineSame topicPregnancy-related medical researchFrench-language works237,207