Evidence map›Paper›PMID 42878658›Full record

ArticleThe clinical respiratory journal2026

Development and Internal Validation of a Prediction Model Incorporating Respiratory Muscle Function for CAT Score Deterioration in Stable COPD.

Muye Niu, Changye Wu, Shaoting Geng, Mian Song, Mingchao Cao

Abstract readValidation Study
In one paragraph

Article in The clinical respiratory journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Muye NiuHebei Sport University, Shijiazhuang, Hebei, China.
Changye WuDepartment of Medicine, Shijiazhuang Engineering Vocational College, Shijiazhuang, Hebei, China.
Shaoting GengDepartment of Otolaryngology Head and Neck Surgery, the First Ward, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China.
Mian SongDepartment of Medicine, Shijiazhuang Engineering Vocational College, Shijiazhuang, Hebei, China.
Mingchao CaoDepartment of Rehabilitation Medicine I, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China.ORCID https://orcid.org/0009-0008-7451-7682

Funding

Hebei Provincial Health Commission Research Project 20260316
6 · The paper itself

Abstract

objectiveThe objectives are to investigate the association between respiratory muscle function and CAT score deterioration in stable chronic obstructive pulmonary disease (COPD) and to develop an internally validated prediction model.

methodsThis single-center retrospective cohort study included 203 patients with stable COPD. Clinically significant CAT score deterioration was defined as an increase of ≥ 2 points from baseline within 12 months. Predictors were selected using LASSO Cox regression and incorporated into a multivariable Cox model. Model performance and the incremental value of maximal inspiratory pressure (MIP) and diaphragm thickening fraction (DTF) were evaluated.

resultsDuring follow-up, 62 patients (30.5%) experienced CAT score deterioration. Higher FEV

conclusionsLower MIP and DTF were independently associated with a higher risk of CAT score deterioration in stable COPD. Incorporating these parameters provided incremental predictive information beyond conventional clinical predictors. External validation is required.

Indexed as

Pulmonary Disease, Chronic ObstructiveRespiratory MusclesAgedDisease ProgressionFemaleForced Expiratory VolumeHumansMaleMaximal Respiratory PressuresMiddle AgedPrediction Methods, MachinePredictive Value of TestsPrognosisRespiratory Function TestsRetrospective StudiesSeverity of Illness Indexchronic obstructive pulmonary diseaseCOPD assessment testnomogramprediction modelrespiratory muscle function

Identifiers

PMID42878658
PMCPMC13671257

What Socratic holds

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Registered trials

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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.