What is the Delirium Bibliography? The searchable Delirium Bibliography page is one of our most popular features, allowing you to quickly gain access to the literature on delirium and acute care of older persons. It is primarily intended for clinicians and researchers interested in exploring these topics. The NIDUS team keeps it updated for you on a monthly basis!
How to Search for Articles: Search by author, title, year, and/or keywords. Each article is indexed by keywords taken from MEDLINE and other relevant databases. Click on the title of the article to read the abstract, journal, etc.
Reference Information
- Title
- Machine Learning-Based Prediction of Delirium and Risk Factor Identification in Intensive Care Unit Patients With Burns: Retrospective Observational Study
- Authors
- Esumi, R. Funao, H. Kawamoto, E. Sakamoto, R. Ito-Masui, A. Okuno, F. Shinkai, T. Hane, A. Ikejiri, K. Akama, Y. Gaowa, A. Park, E. J. Momosaki, R. Kaku, R. Shimaoka, M.
- Year
- 2025
- Journal
- JMIR Form Res
- Abstract
BACKGROUND: The incidence of delirium in patients with burns receiving treatment in the intensive care unit (ICU) is high, reaching up to 77%, and has been associated with increased mortality rates. Therefore, early identification of patients at high risk of delirium onset is essential for improving treatment strategies. OBJECTIVE: This study aimed to create a machine learning model for predicting delirium in patients with burns during their ICU stay using patient data from the first day of ICU admission and identify predictive factors for ICU delirium in patients with burns. METHODS: This study focused on 82 patients with burns aged ≥18 years who were admitted to the ICU at Mie University Hospital for ≥24 hours between January 2015 and June 2023. In total, 70 variables were measured in patients upon ICU admission and used as explanatory variables in the ICU delirium prediction model. Delirium was assessed using the Intensive Care Delirium Screening Checklist every 8 hours after ICU admission. A total of 10 different machine learning methods were used to predict ICU delirium. Multiple receiver operating characteristic curves were plotted for various machine learning models, and the area under the curve (AUC) for each was compared. In addition, the top 15 risk factors contributing to delirium onset were identified using Shapley additive explanations analysis. RESULTS: Among the 10 machine learning models tested, logistic regression (mean AUC 0.906, SD 0.073), support vector machine (mean AUC 0.897, SD 0.056), k-nearest neighbor (mean AUC 0.894, SD 0.060), neural network (mean AUC 0.857, SD 0.058), random forest (mean AUC 0.850, SD 0.074), adaptive boosting (mean AUC 0.832, SD 0.094), gradient boosting machine (mean AUC 0.821, SD 0.074), and naïve Bayes (mean AUC 0.827, SD 0.095) demonstrated the highest accuracy in predicting ICU delirium. Specifically, 24-hour urine output (from ICU admission to 24 hours), oxygen saturation, burn area, total bilirubin level, and intubation upon ICU admission were identified as the major risk factors for delirium onset. In addition, variables, such as the proportion of white blood cell fractions, including monocytes; methemoglobin concentration; and respiratory rate, were identified as important risk factors for ICU delirium. CONCLUSIONS: This study demonstrated the ability of machine learning models trained using vital signs and blood data upon ICU admission to predict delirium in patients with burns during their ICU stay.
- PMID
PMID: 39895101
PMCID: PMC11923481
- Keywords
Humans *Delirium/diagnosis/epidemiology *Machine Learning Male Female Middle Aged Retrospective Studies *Intensive Care Units *Burns/complications Risk Factors Adult Aged ROC Curve Risk Assessment/methods Ai artificial intelligence burns delirium intensive care unit machine learning prediction model
- Page(s)
- Volume
- Issue
| Title | Authors | Journal | Year | Keywords |
|---|---|---|---|---|
| Factors Associated with Length of Stay in Hospital Patients with and Without Dementia. | Möllers, T. Perna, L. Ihle, P. Schubert, I. Bauer, J. Brenner, H. | Journal of Alzheimer's Disease | 2019 |
adult |
| Does a Year Have 6 Months or 12? Implications for Delirium Detection Among Hospitalized Older General Medicine Patients. | Zhou, W. Ngo, L. H. Inouye, S. K. Gallagher, J. Husser, E. K. Fick, D. M. Marcantonio, E. R. | Journal of General Internal Medicine | 2018 |
adult |
| Serum soluble fibrinogen-like protein 2 concentration predicts delirium after acute pancreatitis. | Xu, W. B. Hu, Q. H. Wu, C. N. Fan, Z. K. Song, Z. F. | Brain Behav | 2019 |
acute pancreatitis |
| Use of the brief Confusion Assessment Method in a veteran palliative care population: A pilot validation study. | Wilson, J. E. Boehm, L. Samuels, L. R. Unger, D. Leonard, M. Roumie, C. Ely, E. W. Dittus, R. S. Misra, S. Han, J. H. | Palliat Support Care | 2019 |
cognition |
| Relative cerebral hyperperfusion during cardiopulmonary bypass is associated with risk for postoperative delirium: a cross-sectional cohort study. | Thudium, M. Ellerkmann, R. K. Heinze, I. Hilbert, T. | BMC Anesthesiology | 2019 |
Cardiac surgery |
| Prediction of postoperative delirium by comprehensive geriatric assessment among elderly patients with hip fracture. | Tao, L. Xiaodong, X. Qiang, M. Jiao, L. Xu, Z. | Ir J Med Sci | 2019 |
Comprehensive geriatric assessment |
| The Overlap Between Falls and Delirium in Hospitalized Older Adults: A Systematic Review. | Sillner, A. Y. Holle, C. L. Rudolph, J. L. | Clin Geriatr Med | 2019 |
Delirium |
| Depth of sedation as an interventional target to reduce postoperative delirium: mortality and functional outcomes of the Strategy to Reduce the Incidence of Postoperative Delirium in Elderly Patients randomised clinical trial. | Sieber, F. Neufeld, K. J. Gottschalk, A. Bigelow, G. E. Oh, E. S. Rosenberg, P. B. Mears, S. C. Stewart, K. J. Ouanes, J. P. P. Jaberi, M. Hasenboehler, E. A. Wang, N. Y. | British Journal of Anaesthesia | 2019 |
NCT00590707 |
| Delirium Incidence and Functional Outcomes After Transcatheter and Surgical Aortic Valve Replacement. | Shi, S. M. Sung, M. Afilalo, J. Lipsitz, L. A. Kim, C. A. Popma, J. J. Khabbaz, K. R. Laham, R. J. Guibone, K. Lee, J. Marcantonio, E. R. Kim, D. H. | J Am Geriatr Soc | 2019 |
aortic valve replacement |
| Effect of perioperative administration of dexmedetomidine on delirium after cardiac surgery in elderly patients: a double-blinded, multi-center, randomized study. | Shi, C. Jin, J. Qiao, L. Li, T. Ma, J. Ma, Z. | Clin Interv Aging | 2019 |
anesthesia |
| Perspectives on the Delirium Experience and Its Burden: Common Themes Among Older Patients, Their Family Caregivers, and Nurses. | Schmitt, E. M. Gallagher, J. Albuquerque, A. Tabloski, P. Lee, H. J. Gleason, L. Weiner, L. S. Marcantonio, E. R. Jones, R. N. Inouye, S. K. Schulman-Green, D. | Gerontologist | 2019 |
*Burden |
| Association of Persistent Intense Thirst With Delirium Among Critically Ill Patients: A Cross-sectional Study. | Sato, K. Okajima, M. Taniguchi, T. | J Pain Symptom Manage | 2019 |
Thirst |
| Role of Epileptic Activity in Older Adults With Delirium, a Prospective Continuous EEG Study. | Sambin, S. Gaspard, N. Legros, B. Depondt, C. De Breucker, S. Naeije, G. | Front Neurol | 2019 |
Ncse |
| Surgical delay is a risk factor of delirium in hip fracture patients with mild–moderate cognitive impairment. | Pioli, G. Bendini, C. Giusti, A. Pignedoli, P. Cappa, M. Iotti, E. Ferri, M. A. Bergonzini, E. Sabetta, E. | Aging Clinical and Experimental Research | 2019 |
age |
| Cerebrospinal Fluid Spermidine, Glutamine and Putrescine Predict Postoperative Delirium Following Elective Orthopaedic Surgery. | Pan, X. Cunningham, E. L. Passmore, A. P. McGuinness, B. McAuley, D. F. Beverland, D. O'Brien, S. Mawhinney, T. Schott, J. M. Zetterberg, H. Green, B. D. | Sci Rep | 2019 | |
| The impact of the Hospital Elder Life Program on the treatment of asymptomatic bacteriuria: An unexpected benefit. | O'Donnell, A. J. Walsh, T. L. Tang, A. Weinberg, L. | Geriatr Nurs | 2019 |
Asymptomatic bacteriuria |
| Continuous EEG Monitoring in a Consecutive Patient Cohort with Sepsis and Delirium. | Nielsen, R. M. Urdanibia-Centelles, O. Vedel-Larsen, E. Thomsen, K. J. Moller, K. Olsen, K. S. Lauritsen, A. O. Eddelien, H. S. Lauritzen, M. Benedek, K. | Neurocrit Care | 2019 |
Brain diseases |
| Delirium risk factors and associated outcomes in a neurosurgical cohort: a case-control study. | Morshed, R. A. Young, J. S. Safaee, M. Sankaran, S. Berger, M. S. McDermott, M. W. Hervey-Jumper, S. L. | World Neurosurg | 2019 |
Delirium |
| Biomarker Predictors of Delirium in Acutely Ill Patients: A Systematic Review. | Michels, M. Michelon, C. Damasio, D. Vitali, A. M. Ritter, C. Dal-Pizzol, F. | J Geriatr Psychiatry Neurol | 2019 |
Cam |
| Predicting postoperative delirium severity in older adults: The role of surgical risk and executive function. | Lindroth, H. Bratzke, L. Twadell, S. Rowley, P. Kildow, J. Danner, M. Turner, L. Hernandez, B. Brown, R. Sanders, R. D. | Int J Geriatr Psychiatry | 2019 |
aging |
| Subsyndromal delirium is associated with poor functional outcome after ischaemic stroke. | Klimiec-Moskal, E. Lis, A. Pera, J. Slowik, A. Dziedzic, T. | European Journal of Neurology | 2019 |
aged |
| SF-36 scores predict postoperative delirium after surgery for cervical spondylotic myelopathy. | Kin, K. Yasuhara, T. Tomita, Y. Umakoshi, M. Morimoto, J. Date, I. | J Neurosurg Spine | 2019 |
CCI = Charlson Comorbidity Index |
| Effects of massage on outcomes of adult intensive care unit patients: a systematic review. | Jagan, S. Park, T. Papathanassoglou, E. | Nurs Crit Care | 2019 |
Complementary and alternative therapies |
| Perioperative Dexmedetomidine Reduces Delirium in Elderly Patients after Lung Cancer Surgery. | Huyan, T. Hu, X. Peng, H. Zhu, Z. Li, Q. Zhang, W. | Psychiatr Danub | 2019 | |
| The Oslo Study of Clonidine in Elderly Patients with Delirium; LUCID: a randomised placebo-controlled trial. | Hov, K. R. Neerland, B. E. Undseth, O. Bruun Bratholm Wyller, V. MacLullich, A. M. J. Qvigstad, E. Skovlund, E. Wyller, T. B. | Int J Geriatr Psychiatry | 2019 |
Delirium treatment |
| Delirium and Alzheimer disease: A proposed model for shared pathophysiology. | Fong, T. G. Vasunilashorn, S. M. Libermann, T. Marcantonio, E. R. Inouye, S. K. | Int J Geriatr Psychiatry | 2019 |
Alzheimer disease |
| Development and validation of a dynamic delirium prediction rule in patients admitted to the Intensive Care Units (DYNAMIC-ICU): A prospective cohort study. | Fan, H. Ji, M. Huang, J. Yue, P. Yang, X. Wang, C. Ying, W. | International journal of nursing studies | 2019 |
aged |
| Delirium and cognitive impairment among older patients in Norwegian emergency departments. | Evensen, S. Saltvedt, I. Ranhoff, A. H. Myrstad, M. Myrstad, C. Mellingsaeter, M. Wang-Hansen, M. S. Neerland, B. E. | Tidsskr Nor Laegeforen | 2019 | |
| Motor activity across delirium motor subtypes in geriatric patients assessed using body-worn sensors: a Norwegian cross-sectional study. | Evensen, S. Bourke, A. K. Lydersen, S. Sletvold, O. Saltvedt, I. Wyller, T. B. Taraldsen, K. | BMJ Open | 2019 |
accelerometer |
| Factors Associated With Delirium in Surgical Intensive Care Unit Patients Treated With Supplemental Melatonin: A Case-Cohort Study. | Cusimano, J. M. Welch, S. Perez-Protto, S. Lam, S. | Clin Neuropharmacol | 2019 | |
| Intraoperative blood transfusion predicts postoperative delirium among older patients undergoing elective orthopedic surgery: A prospective cohort study. | Chou, M. Y. Wang, Y. C. Peng, L. N. Liang, C. K. Chu, C. S. Liao, M. C. Lin, Y. T. Hsu, C. J. Chen, L. K. | Int J Geriatr Psychiatry | 2019 |
aged |
| Postoperative delirium in critically ill surgical patients: incidence, risk factors, and predictive scores. | Chaiwat, O. Chanidnuan, M. Pancharoen, W. Vijitmala, K. Danpornprasert, P. Toadithep, P. Thanakiattiwibun, C. | BMC Anesthesiology | 2019 |
Intensive care unit (ICU) |
| Differential Clinical Characteristics, Management, and Outcome of Delirium among Ward Compared with ICU Patients. | Canet, E. Amjad, S. Robbins, R. Lewis, J. Matalanis, M. Jones, D. Bellomo, R. | Intern Med J | 2019 |
Agitation |
| Vitamin D levels and risk of delirium: A mendelian randomization study in the UK Biobank. | Bowman, K. Jones, L. Pilling, L. C. Delgado, J. Kuchel, G. A. Ferrucci, L. Fortinsky, R. H. Melzer, D. | Neurology | 2019 | |
| Single-bed rooms in a geriatric ward prevent delirium in older patients. | Blandfort, S. Gregersen, M. Rahbek, K. Juul, S. Damsgaard, E. M. | Aging Clin Exp Res | 2019 |
Delirium |
| Drug Prescription and Delirium in Older Inpatients: Results From the Nationwide Multicenter Italian Delirium Day 2015-2016. | Aloisi, G. Marengoni, A. Morandi, A. Zucchelli, A. Cherubini, A. Mossello, E. Bo, M. Di Santo, S. G. Mazzone, A. Trabucchi, M. Cappa, S. Fimognari, F. L. Incalzi, R. A. Gareri, P. Perticone, F. Campanini, M. Montorsi, M. Latronico, N. Zambon, A. Bellelli, | J Clin Psychiatry | 2019 | |
| Patient Safety Incidents Describing Patient Falls in Critical Care in North West England Between 2009 and 2017. | Thomas, A. N. Balmforth, J. E. | J Patient Saf | 2019 | |
| Have you SCAND MMe Please? A framework to prevent harm during acute hospitalisation of older persons: A retrospective audit. | Redley, B. Baker, T. | Journal of Clinical Nursing | 2019 |
acute disease |
| Low-Dose Ketamine Infusion to Decrease Postoperative Delirium for Spinal Fusion Patients. | Plyler, S. S. Muckler, V. C. Titch, J. F. Gupta, D. K. Rice, A. N. | J Perianesth Nurs | 2019 |
3d-cam |
| Nurses' experiences of caring for older patients afflicted by delirium in a neurological department. | Kristiansen, S. Konradsen, H. Beck, M. | Journal of Clinical Nursing | 2019 |
adult |
| Association of Delirium Response and Safety of Pharmacological Interventions for the Management and Prevention of Delirium: A Network Meta-analysis. | Wu, Y. C. Tseng, P. T. Tu, Y. K. Hsu, C. Y. Liang, C. S. Yeh, T. C. Chen, T. Y. Chu, C. S. Matsuoka, Y. J. Stubbs, B. Carvalho, A. F. Wada, S. Lin, P. Y. Chen, Y. W. Su, K. P. | JAMA Psychiatry | 2019 | |
| Effect of electroencephalography-guided anesthetic administration on postoperative delirium among older adults undergoing major surgery the engages randomized clinical trial. | Wildes, T. S. Mickle, A. M. Abdallah, A. B. Maybrier, H. R. Oberhaus, J. Budelier, T. P. Kronzer, A. McKinnon, S. L. Park, D. Torres, B. A. Graetz, T. J. Emmert, D. A. Palanca, B. J. Goswami, S. Jordan, K. Lin, N. Fritz, B. A. Stevens, T. W. Jacobsohn, E. | JAMA | 2019 |
NCT02241655 |
| Perioperative Epidural Use and Risk of Delirium in Surgical Patients: A Secondary Analysis of the PODCAST Trial. | Vlisides, P. E. Thompson, A. Kunkler, B. S. Maybrier, H. R. Avidan, M. S. Mashour, G. A. | Anesth Analg | 2019 | |
| Effect of Intravenous Acetaminophen vs Placebo Combined with Propofol or Dexmedetomidine on Postoperative Delirium among Older Patients Following Cardiac Surgery: The DEXACET Randomized Clinical Trial. | Subramaniam, B. Shankar, P. Shaefi, S. Mueller, A. O'Gara, B. Banner-Goodspeed, V. Gallagher, J. Gasangwa, D. Patxot, M. Packiasabapathy, S. Mathur, P. Eikermann, M. Talmor, D. Marcantonio, E. R. | JAMA | 2019 |
NCT02546765 |
| The use of a screening scale improves the recognition of delirium in older patients after cardiac surgery - a retrospective observational study. | Smulter, N. Claesson Lingehall, H. Gustafson, Y. Olofsson, B. Engstrom, K. G. | J Clin Nurs | 2019 |
Assessments scales |
| Incidence and predictors of postoperative delirium in the older acute care surgery population: a prospective study. | Saravana-Bawan, B. Warkentin, L. M. Rucker, D. Carr, F. Churchill, T. A. Khadaroo, R. G. | Canadian Journal of Surgery | 2019 |
aged |
| Association of Duration of Surgery With Postoperative Delirium Among Patients Receiving Hip Fracture Repair. | Ravi, B. Pincus, D. Choi, S. Jenkinson, R. Wasserstein, D. N. Redelmeier, D. A. | JAMA Netw Open | 2019 | |
| Depression Predicts Delirium After Coronary Artery Bypass Graft Surgery Independent of Cognitive Impairment and Cerebrovascular Disease: An Analysis of the Neuropsychiatric Outcomes After Heart Surgery Study. | Oldham, M. A. Hawkins, K. A. Lin, I. H. Deng, Y. Hao, Q. Scoutt, L. M. Yuh, D. D. Lee, H. B. | American Journal of Geriatric Psychiatry | 2019 |
aged |
| Accuracy of the Delirium Observational Screening Scale (DOS) as a screening tool for delirium in patients with advanced cancer. | Neefjes, E. C. W. van der Vorst, Mjdl Boddaert, M. S. A. Verdegaal, Batt Beeker, A. Teunissen, S. C. C. Beekman, A. T. F. Zuurmond, W. W. A. Berkhof, J. Verheul, H. M. W. | BMC Cancer | 2019 |
Delirium |
| The impact of intravenous isotonic and hypotonic maintenance fluid on the risk of delirium in adult postoperative patients: retrospective before-after observational study. | Nagae, M. Egi, M. Furushima, N. Okada, M. Makino, S. Mizobuchi, S. | J Anesth | 2019 |
Delirium |
| Association between delirium, adverse clinical events and functional outcomes in older patients admitted to rehabilitation settings after a hip fracture: A multicenter retrospective cohort study. | Morandi, A. Mazzone, A. Bernardini, B. Suardi, T. Prina, R. Pozzi, C. Gentile, S. Trabucchi, M. Bellelli, G. | Geriatrics & Gerontology International | 2019 |
aged |
| Handover of anesthesia care is associated with an increased risk of delirium in elderly after major noncardiac surgery: results of a secondary analysis. | Liu, G. Y. Su, X. Meng, Z. T. Cui, F. Li, H. L. Zhu, S. N. Wang, D. X. | J Anesth | 2019 |
Delirium |
| Undiagnosed delirium is frequent and difficult to predict: Results from a prevalence survey of a tertiary hospital. | Lange, P. W. Lamanna, M. Watson, R. Maier, A. B. | J Clin Nurs | 2019 |
Undiagnosed delirium |