ArticleAnesthesia and analgesia2020
Development of a Risk Score to Predict Postoperative Delirium in Patients With Hip Fracture.
Article in Anesthesia and analgesia, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 5 of them syntheses that pooled 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.
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.
Who cites it
48 citing papers in PubMed, 5 syntheses or guidelines pooled it, 94 citations in OpenAlex.
- A comprehensive review and meta-analysis on the safety and efficacy of esketamine for emerging delirium in elderly patients.Frontiers in medicine · 2026Pooled it
- Study on the predictive model of delirium risk after surgery for elderly hip fractures based on meta-analysis.European geriatric medicine · 2025Pooled it
- Regional versus general anesthesia in older patients for hip fracture surgery: a systematic review and meta-analysis of randomized controlled trials.Journal of orthopaedic surgery and research · 2023Pooled it
- Risk prediction models for postoperative delirium in elderly patients with hip fracture: a systematic review.Frontiers in medicine · 2023Pooled it
- Risk factors for postoperative delirium in geriatric patients with hip fracture: A systematic review and meta-analysis.Frontiers in aging neuroscience · 2022Pooled it
- The effect of intravenous low-dose steroids on post-operative delirium in older adult patients undergoing non-cardiac surgery: a retrospective cohort analysis.Journal of anesthesia · 2026Article
- Development and validation of a machine learning-based model for predicting delirium risk in postoperative brain tumor patients in the Intensive Care Unit.Journal of neuro-oncology · 2026Article
- Translation, Cultural Adaptation, and Validation of the Greek Version of the 4 'A's Test for Delirium Screening in Elderly Patients with Hip Fracture.Clinics and practice · 2026Article
- Development and validation of a post-operative delirium prediction model for patients undergoing abdominal surgery: a retrospective, observational, single-center study.Perioperative medicine (London, England) · 2026Article
- Histone lactylation leads to perioperative neurocognitive disorders by promoting the expression of Ralbp1 and inducing excessive mitochondrial fission in hippocampal neurons.Cellular and molecular life sciences : CMLS · 2026Article
- Development and Validation of a Postoperative Delirium Prediction Model for Patients Undergoing Gastrointestinal Surgery.Clinical and experimental gastroenterology · 2026Article
- Multivariate Analysis of Shock Risk and Model Development and Validation in Elderly Patients Following Hip Fracture Surgery in the Intensive Care Unit (ICU): A Retrospective Cohort Study.Clinical interventions in aging · 2026Article
- [Preoperative serum magnesium as a biomarker for predicting delirium following non-cardiac surgery in elderly patients: a retrospective cohort study].Nan fang yi ke da xue xue bao = Journal of Southern Medical University · 2025Article
- Determining the ground truth for the prediction of delirium in adult patients in acute care: a scoping review.JAMIA open · 2025Review
- Incidence and Risk Factors of Postoperative Delirium in Elderly Patients Following Hip Fracture Surgery: A Nationwide Retrospective Cohort Study in Taiwan.International journal of geriatric psychiatry · 2025Article
- Development and validation comparison of multiple models for perioperative neurocognitive disorders during hip arthroplasty.Scientific reports · 2025Article
- Comment on "Use of Oral Celecoxib Preoperatively Reduces Risk of Delirium and Favors Functional Recovery in Elderly Patients with Femoral Neck Fracture: A Propensity Score-Matched Analysis" [Letter].Journal of pain research · 2025Article
- Observational
- A nomogram for predicting the risk of postoperative delirium in individuals undergoing cardiovascular surgery.European journal of neurology · 2024Article
- Preoperative serum ferritin as a biomarker for predicting delirium among elderly patients receiving non-cardiac surgery: a retrospective cohort study.Translational psychiatry · 2024Article
Corrections and comments
- Commented on by
Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundPost-hip fracture surgery delirium (PHFD) is a significant clinical problem in older patients, but an adequate, simple risk prediction model for use in the preoperative period has not been developed.
methodsThe 2016 American College of Surgeons National Surgical Quality Improvement Program Hip Fracture Procedure Targeted Participant Use Data File was used to obtain a cohort of patients ≥60 years of age who underwent hip fracture surgery (n = 8871; randomly assigned to derivation [70%] or validation [30%] cohorts). A parsimonious prediction model for PHFD was developed in the derivation cohort using stepwise multivariable logistic regression with further removal of variables by evaluating changes in the area under the receiver operator characteristic curve (AUC). A risk score was developed from the final multivariable model.
resultsOf 6210 patients in the derivation cohort, PHFD occurred in 1816 (29.2%). Of 32 candidate variables, 9 were included in the final model: (1) preoperative delirium (adjusted odds ratio [aOR], 8.32 [95% confidence interval {CI}, 6.78-10.21], 8 risk score points); (2) preoperative dementia (aOR, 2.38 [95% CI, 2.05-2.76], 3 points); (3) age (reference, 60-69 years of age) (age 70-79: aOR, 1.60 [95% CI, 1.20-2.12], 2 points; age 80-89: aOR, 2.09 [95% CI, 1.59-2.74], 2 points; and age ≥90: aOR, 2.43 [95% CI, 1.82-3.23], 3 points); (4) medical comanagement (aOR, 1.43 [95% CI, 1.13-1.81], 1 point); (5) American Society of Anesthesiologists (ASA) physical status III-V (aOR, 1.40 [95% CI, 1.14-1.73], 1 point); (6) functional dependence (aOR, 1.37 [95% CI, 1.17-1.61], 1 point); (7) smoking (aOR, 1.36 [95% CI, 1.07-1.72], 1 point); (8) systemic inflammatory response syndrome/sepsis/septic shock (aOR, 1.34 [95% CI, 1.09-1.65], 1 point); and (9) preoperative use of mobility aid (aOR, 1.32 [95% CI, 1.14-1.52], 1 point), resulting in a risk score ranging from 0 to 20 points. The AUCs of the logistic regression and risk score models were 0.77 (95% CI, 0.76-0.78) and 0.77 (95% CI, 0.76-0.78), respectively, with similar results in the validation cohort.
conclusionsA risk score based on 9 preoperative risk factors can predict PHFD in older adult patients with fairly good accuracy.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.