Evidence map›Paper›PMID 42086634›Full record

Observational studyScientific reports2026

Predictive scoring system for independent walking disability after fragility hip fracture surgery: a multicenter study.

Praphan Chanthanapodi, Nitchanant Kitcharanant, Atthakorn Jarusriwanna, Pichitchai Atthakomol, Artit Laoruengthana, Siripong Chiewchantanakit, Lak Papinwitchakul, Nathee Ruangthong, Kangwan Phongdara, Pasit Sengpanich and 5 more

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Scientific reports, 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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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

15 authors.

Praphan Chanthanapodi *Department of Orthopaedics, Somdejphrajaotaksin Maharaj Hospital, Tak, Thailand.ORCID http://orcid.org/0009-0007-2438-3738
Nitchanant Kitcharanant *Department of Orthopaedics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.ORCID http://orcid.org/0000-0002-5660-2743
Atthakorn JarusriwannaDepartment of Orthopaedics, Faculty of Medicine, Naresuan University, Phitsanulok, Thailand. atthakornj@nu.ac.th.ORCID http://orcid.org/0000-0002-3919-8195
Pichitchai AtthakomolDepartment of Orthopaedics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.ORCID http://orcid.org/0000-0001-9737-4110
Artit LaoruengthanaDepartment of Orthopaedics, Faculty of Medicine, Naresuan University, Phitsanulok, Thailand.ORCID http://orcid.org/0000-0001-5827-6411
Siripong ChiewchantanakitDepartment of Orthopaedics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.
Lak PapinwitchakulDepartment of Orthopaedics, Phrae Hospital, Phrae, Thailand.
Nathee RuangthongDepartment of Orthopaedics, Sansai Hospital, San Sai, Chiang Mai, Thailand.
Kangwan PhongdaraDepartment of Orthopaedics, Uttaradit Hospital, Uttaradit, Thailand.
Pasit SengpanichDepartment of Orthopaedics, Buddhachinaraj Phitsanulok Hospital, Phitsanulok, Thailand.ORCID http://orcid.org/0009-0003-4473-9886
Pasawat TaechalertpaisarnDepartment of Orthopaedics, Kamphaeng Phet Hospital, Kamphaeng Phet, Thailand.ORCID http://orcid.org/0000-0003-1903-5441
Thiraphorn PhatthanachuanchomDepartment of Nursing, Somdejphrajaotaksin Maharaj Hospital, Tak, Thailand.
Thanawan SanpunyaDepartment of Nursing, Phrae Hospital, Phrae, Thailand.
Siriyaporn JacktongDepartment of Nursing, Phrae Hospital, Phrae, Thailand.
Suwannika PaleeDepartment of Rehabilitation Medicine, Faculty of Medicine, Naresuan University, Phitsanulok, Thailand.ORCID http://orcid.org/0000-0002-8514-8682

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Loss of walking ability after hip fracture in older adults is associated with increased morbidity and mortality. To address this, we developed and internally validated a predictive scoring system to estimate the risk of independent walking disability at three months postoperatively. This multicenter retrospective cohort study included 740 patients aged 60 years or older who underwent surgery for fragility hip fracture. Twelve clinically relevant predictors were initially assessed, and multivariable logistic regression with backward elimination identified nine variables for the final model. A point-based scoring system (total score range 0-16) was constructed and validated using 500 bootstrap resamples. At three months, 113 patients (15.3%) were unable to walk independently, while 627 (84.7%) regained independent ambulation. The model demonstrated good discrimination (area under the receiver operating characteristic curve (AuROC) of 0.81) and good calibration (calibration slope of 1.008; calibration-in-the-large (CITL) of -0.002). Based on calibration performance and score distribution, patients were stratified into three risk categories: low risk (score 0-5), moderate risk (score 6-14), and high risk (score 15-16), with positive predictive values for walking disability of 1.8%, 19.1%, and 60.0%, respectively. Mean total scores differed significantly between groups (11.7 ± 3.0 vs. 7.2 ± 3.9, p < 0.001). This scoring system provides a practical tool for postoperative risk stratification prior to hospital discharge, facilitating discharge planning and individualized rehabilitation strategies. It may be particularly useful for identifying high-risk patients who could benefit from tailored post-discharge rehabilitation programs in the home setting.

Indexed as

Hip FracturesWalkingAgedAged, 80 and overDisability EvaluationFemaleHumansMaleMiddle AgedProximal Femoral FracturesRetrospective StudiesROC CurveFragility hip fractureHip fracture surgeryIndependent walking disabilityPredictive modelScoring system

Identifiers

PMID42086634
PMCPMC13333965

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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 OpenQuestion graph.