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
- Dynamic Delirium Prediction in the Intensive Care Unit using Machine Learning on Electronic Health Records
- Authors
- Contreras, M. Silva, B. Shickel, B. Bandyopadhyay, S. Guan, Z. Ren, Y. Ozrazgat-Baslanti, T. Khezeli, K. Bihorac, A. Rashidi, P.
- Year
- 2023
- Journal
- IEEE EMBS Int Conf Biomed Health Inform
- Abstract
Delirium is a syndrome of acute brain failure which is prevalent amongst older adults in the Intensive Care Unit (ICU). Incidence of delirium can significantly worsen prognosis and increase mortality, therefore necessitating its rapid and continual assessment in the ICU. Currently, the common approach for delirium assessment is manual and sporadic. Hence, there exists a critical need for a robust and automated system for predicting delirium in the ICU. In this work, we develop a machine learning (ML) system for real-time prediction of delirium using Electronic Health Record (EHR) data. Unlike prior approaches which provide one delirium prediction label per entire ICU stay, our approach provides predictions every 12 hours. We use the latest 12 hours of ICU data, along with patient demographic and medical history data, to predict delirium risk in the next 12-hour window. This enables delirium risk prediction as soon as 12 hours after ICU admission. We train and test four ML classification algorithms on longitudinal EHR data pertaining to 16,327 ICU stays of 13,395 patients covering a total of 56,297 12-hour windows in the ICU to predict the dynamic incidence of delirium. The best performing algorithm was Categorical Boosting which achieved an area under receiver operating characteristic curve (AUROC) of 0.87 (95% Confidence Interval; C.I, 0.86-0.87). The deployment of this ML system in ICUs can enable early identification of delirium, thereby reducing its deleterious impact on long-term adverse outcomes, such as ICU cost, length of stay and mortality.
- PMID
PMID: 38585187
PMCID: PMC10998264
- Keywords
Delirium
ICU
Machine learning system
Delirium Prediction
- Page(s)
- Volume
- Issue
| Title | Authors | Journal | Year | Keywords |
|---|---|---|---|---|
| Clinical and Cognitive Characteristics Associated with the Onset of Delirium in Postoperative Cardiovascular Surgery Patients Admitted to the ICU | Sano, K. Watanabe, A. Kawaguchi, T. Sakamoto, Y. Fukuda, M. | Prog Rehabil Med | 2024 |
Icu |
| Incidence and related risk factors for postoperative delirium following revision total knee arthroplasty: a retrospective nationwide inpatient sample database study | Peng, Z. Wu, J. Wang, Z. Xie, H. Wang, J. Zhang, P. Yang, Q. Luo, Y. | BMC Musculoskelet Disord | 2024 |
Humans |
| Value of the Safety Management System (VMS) frailty instrument as a frailty screener in care for older hospital patients: a systematic review | Oud, F. M. M. Meulman, M. D. Merten, H. Wagner, C. van Munster, B. C. | Eur Geriatr Med | 2024 |
Humans |
| Prediction of Post-Operative Delirium in Older Adults from Preoperative Cognition and Alpha Power from Resting-State EEG | Ning, M. Rodionov, A. Ross, J. M. Ozdemir, R. A. Burch, M. Lian, S. J. Alsop, D. Cavallari, M. Dickerson, B. C. Fong, T. G. Jones, R. N. Libermann, T. A. Marcantonio, E. R. Santarnecchi, E. Schmitt, E. M. Touroutoglou, A. Travison, T. G. Acker, L. Reese, | medRxiv | 2024 |
Postoperative Delirium MoCA Preoperative cognitive function EEG |
| Gabapentinoids-Related Delirium Adverse Events: A Real-World Study from 2004 to 2022 Based on FAERS | Nie, Z. Liang, C. Li, Z. Han, X. Zhang, R. | J Pain Res | 2024 |
Faers |
| TEGEST as promising tool for assessing the risk of perioperative neurocognitive disorders | Nekvindová, K. Ivanová, K. Juríčková, L. Gabrhelík, T. | BMC Geriatr | 2024 |
Humans |
| Incidence and Risk Factors of Developing Post-operative Delirium Among Elderly Patients in a Tertiary Care Hospital: A Retrospective Chart Review | Almashari, Y. Alshaya, R. A. Alenazi, R. R. Alanazi, A. M. Alhanan, R. Al-Shammari, F. A. Muawad, R. | Cureus | 2024 |
anesthesia |
| Predictive factors for the duration of subsyndromal delirium in the intensive care unit | Song, C. Wang, S. Liu, J. Xu, W. Yang, Y. Li, X. | J Clin Nurs | 2024 |
Humans |
| Cognitive and functional change in skilled nursing facilities: Differences by delirium and Alzheimer's disease and related dementias | Saczynski, J. S. Koethe, B. Fick, D. M. Vo, Q. T. Devlin, J. W. Marcantonio, E. R. Briesacher, B. A. | J Am Geriatr Soc | 2024 |
Alzheimer’s disease and related dementias |
| Effects of a Standardized Patient-Based Delirium Care Education Program | Roh, Y. S. Jung, M. J. Issenberg, S. B. | Res Theory Nurs Pract | 2024 |
Humans |
| Hemoglobin level, degree of mobilization, and pneumonia are associated with the development of postoperative delirium in cemented hemiarthroplasty after femoral neck fracture | Riemenschneider, J. Dobrawa, P. Sturm, R. Meier, S. L. Verboket, R. Marzi, I. Störmann, P. | Eur J Trauma Emerg Surg | 2024 |
Complications |
| Assessing Delirium in Patients With Neurological Diseases | Nisgaard, M. G. Boesen, S. V. Jensen, J. | J Neurosci Nurs | 2024 |
Delirium Intensive Care Delirium Screening Checklist Confusion Assessment Method Screening tools Hospital complications
|
| The Approach to Altered Mental Status in the Intensive Care Unit | Albin, C. S. W. Cunha, C. B. Glaser, T. P. Schachter, M. Snow, J. W. Oto, B. | The Approach to Altered Mental Status in the Intensive Care Unit | 2024 |
Altered mental status Intensive care unit Bedside assessment Delirium Review |
| Impact of inhaled sedation on delirium incidence and neurological outcome after cardiac arrest - A propensity-matched control study (Isocare) | Teiten, C. Bailly, P. Tonnelier, J. M. Bodenes, L. de Longeaux, K. L'Her, E. | Resuscitation | 2024 |
Cardiac arrest |
| Delirium care burden of intensive care nurses caring for patients undergoing open-heart surgery: A mixed-method research | Ulus, M. Durmaz Edeer, A. | Nurs Crit Care | 2024 |
caregiver burden |
| Delirium prevalence in emergency department patients: A systematic review and meta-analysis | Wang, Y. Dai, M. Chen, X. Zhang, J. | Nurs Crit Care | 2024 |
acute confusional state |
| Postoperative delirium increases follow-up mortality following hip arthroplasty in older patients with femoral neck fracture | Wu, P. Yang, Y. Yuan, A. Wang, Y. Zhang, Y. | Australas J Ageing | 2024 |
delirium |
| Analysis of risk factors for postoperative delirium in elderly patients undergoing spinal surgery | Zhang, W. P. Chang, W. X. Liu, W. Y. Li, Z. J. Mao, J. W. | Zhongguo Gu Shang | 2024 |
Humans |
| Effect of occupational therapy on the occurrence of delirium in critically ill patients: a systematic review and meta-analysis | Zhao, J. Fan, K. Zheng, S. Xie, G. Niu, X. Pang, J. Zhang, H. Wu, X. Qu, J. | Front Neurol | 2024 |
critically ill patients |
| Serum HMGB1 as a predictor for postoperative delirium in elderly patients undergoing total hip arthroplasty surgery | Zou, Y. Wu, Y. Wei, A. Nie, H. Hui, S. Liu, C. Deng, T. | Adv Clin Exp Med | 2024 |
Hmgb1 |
| The impact of adhering to a quality indicator for sedation, analgesia, and delirium management on costs, revenues, and clinical outcomes in intensive care in Germany: A retrospective observational study | Zuber, A. Rubarth, K. Förster, F. Balzer, F. Spies, C. Fürstenau, D. Kumpf, O. | PLoS One | 2024 |
Humans |
| The association between intraoperative hypotension and postoperative delirium- a retrospective cohort analysis | Zarour, S. Weiss, Y. Abu-Ganim, M. Iacubovici, L. Shaylor, R. Rosenberg, O. Matot, I. Cohen, B. | Anesthesiology | 2024 |
Hypotension Postoperative delirium Elective surgery Elderly Intraoperative Hypotension 4A’s |
| Intensive Care Unit Sleep Promotion Bundle: Impact on Sleep Quality, Delirium, and Other Patient Outcomes | Gorecki, N. M. Prasun, M. A. | Crit Care Nurse | 2024 |
Humans |
| A prospective multi-center study quantifying visual inattention in delirium using generative models of the visual processing stream | Al-Hindawi, A. Vizcaychipi, M. Demiris, Y. | Sci Rep | 2024 |
Humans |
| Correlation of preoperative inflammatory factors and emotional disorders with postoperative delirium in patients with craniocerebral trauma | Cao, P. Jia, Z. Y. Zheng, T. Mei, T. | World J Psychiatry | 2024 |
Inflammatory factors |
| Critical Assessment of the Neurological Complications during High-Risk Anesthesia Procedures | Chaudhary, F. Ahmed, Z. Agrawal, D. K. | J Surg Res (Houst) | 2024 |
Analgesics |
| Association of triglyceride-glucose index and delirium in patients with sepsis: a retrospective study | Fang, Y. Dou, A. Shen, Y. Li, T. Liu, H. Cui, Y. Xie, K. | Lipids Health Dis | 2024 |
Humans |
| The Effects of Appropriate Perioperative Exercise on Perioperative Neurocognitive Disorders: a Narrative Review | Feng, H. Zhang, Z. Lyu, W. Kong, X. Li, J. Zhou, H. Wei, P. | Mol Neurobiol | 2024 |
Humans |
| Spanish Translation and Cultural Adaptation of the Intensive Care Unit Delirium Playbook | Fuentes, A. L. Makhija, H. Fine, J. M. Alicea Reyes, P. Diaz De Leon, B. Sanchez-Azofra, A. Rodriguez-Flores, L. Weston, J. Marquine, M. J. Hu, E. Espinosa-Meza, R. Serafin Higuera, I. R. Vacas Jacques, P. Pollack, D. Novelli, F. Ely, E. W. Malhotra, A. N | ATS Sch | 2024 |
critical illness |
| Predictiveness of preoperative laboratory values for postoperative delirium | Guttenthaler, V. Fidorra, J. Wittmann, M. Menzenbach, J. | Health Sci Rep | 2024 |
older adults |
| Delirium in psychiatric settings: risk factors and assessment tools in patients with psychiatric illness: a scoping review | Huang, C. Wu, B. Chen, H. Tao, H. Wei, Z. Su, L. Wang, L. | BMC Nurs | 2024 |
Delirium |
| Differences of anticholinergic drug burden between older hospitalized patients with and without delirium: a systematic review and meta-analysis based on prospective cohort studies | Ieong, C. Chen, T. Chen, S. Gao, X. Yan, K. He, W. Hong, H. Gu, Y. Chen, X. Yuan, G. | BMC Geriatr | 2024 |
Humans |
| Nursing diagnoses as factors associated with delirium among intensive care unit patients with sepsis: A retrospective correlational study | Ji, H. Oh, E. G. Choi, M. Kim, H. Y. Kim, Y. A. Lee, K. H. | J Adv Nurs | 2024 |
Humans |
| Effectiveness of a delirium risk assessment and multidisciplinary care approach in reducing delirium incidence among surgical intensive care unit patients: A retrospective pre-post intervention study | Hsiao, W. L. Hsieh, P. Y. Hsu, L. F. Lai, Y. H. Wang, M. L. Yeh, Y. C. | J Clin Anesth | 2024 |
Critically ill |
| Incidence of Adverse Events Using Flumazenil in Patients With Iatrogenic Benzodiazepine Delirium: A Retrospective Study | Hieger, M. A. Moore, P. W. Maskell, K. F. | Am J Ther | 2024 |
*Benzodiazepines/adverse effects/antagonists & inhibitors |
| Early Opioid Use and Postoperative Delirium Following Open Abdominal Aortic Aneurysm Repair | Gutierrez, R. D. Pepic, L. Lancaster, E. M. Gasper, W. J. Hiramoto, J. S. Conte, M. S. Bongiovanni, T. Iannuzzi, J. C. | Ann Vasc Surg | 2024 |
Postoperative Delirium Open Abdominal Aortic Aneurysm repair Opioids Oral Morphine Equivalents
|
| Cardio Delirium Day: national study on the prevalence of delirium in Italian cardiology wards | Frongillo, D. Barisone, M. Gilardi, R. Usmiani, T. Falsini, G. | G Ital Cardiol (Rome) | 2024 |
Humans |
| Electroencephalographic Measures of Delirium in the Perioperative Setting: A Systematic Review | Bruzzone, M. J. Chapin, B. Walker, J. Santana, M. Wang, Y. Amini, S. Kimmet, F. Perera, E. Rubinos, C. Arias, F. Price, C. | Anesth Analg | 2024 |
Postoperative Delirium EEG Systematic Review Preoperative delirium prediction
|
| National survey on perioperative cognitive dysfunction | Aldana, E. M. Pérez de Arriba, N. Valverde, J. L. Aldecoa, C. Fábregas, N. Fernández-Candil, J. L. | Rev Esp Anestesiol Reanim (Engl Ed) | 2024 |
Perioperative cognitive dysfunction |
| Standard versus High Cardiopulmonary Bypass Flow Rate: A Randomized Controlled Subtrial Comparing Brain Injury Biomarker Release | Keiller, A. C. Axelsson, M. Bragadottir, G. Lannemyr, L. Wijk, J. Blennow, K. Zetterberg, H. Bagge, R. O. | J Cardiothorac Vasc Anesth | 2024 |
brain injury |
| Olanzapine postinjection delirium/sedation syndrome after long-acting olanzapine depot injection presenting to the emergency department: practical guidelines for diagnosis and management | Kochen, S. A. Hakkers, C. S. van Gorp, F. de Lange, D. W. Haas, L. E. M. | Emerg Med J | 2024 |
accidental |
| Postoperative use of sleep aids and delirium in older adults after major surgery: A retrospective cohort study | Lee, S. B. Park, C. M. Levin, R. Kim, D. H. | J Am Geriatr Soc | 2024 |
pharmacoepidemiology |
| A first assessment of the safe brain initiative care bundle for addressing postoperative delirium in the postanesthesia care unit | Meco, B. C. Jakobsen, K. De Robertis, E. Buhre, W. Alkış, N. Kirkegaard, P. R. Hägi-Pedersen, D. Bubser, F. Koch, S. Evered, L. A. Saunders, S. J. Caterino, M. Paolini, F. Berger-Estilita, J. Radtke, F. M. | J Clin Anesth | 2024 |
Anesthesia |
| Transplantation-Associated Altered Mentation and Encephalopathy: A New Classification for Acute Neurocognitive Changes Associated with Hematopoietic Cell Transplantation from the ASTCT Committee on Practice Guidelines | Meyers, G. Bubalo, J. Eckstrom, E. Winsnes, K. Carpenter, P. A. Artz, A. Lin, R. J. | Transplant Cell Ther | 2024 |
Humans |
| High-risk factors for delirium in severely ill patients and the application of emotional nursing combined with pain nursing | Li, H. R. Guo, Y. | World J Psychiatry | 2024 |
Critical illness |
| Association between antidepressant use and delirium in older adults: an analysis of the World Health Organization's global pharmacovigilance database | Minoc, E. M. Villain, C. Benbrika, S. Chrétien, B. Descatoire, P. Heraudeau, M. Sassier, M. Pierre, M. Martinaud, O. Dolladille, C. Lelong-Boulouard, V. | BMC Geriatr | 2024 |
Humans |
| Educational interventions aimed at improving knowledge of delirium among nursing home staff-a realist review | Molitor, V. Busse, T. S. Giehl, C. Lauer, R. Otte, I. C. Vollmar, H. C. Thürmann, P. Holle, B. Palm, R. | BMC Geriatr | 2024 |
Humans |
| Personalised blood pressure management during major noncardiac surgery and postoperative neurocognitive disorders: a randomised trial | Nicklas, J. Y. Bergholz, A. Däke, F. Pham, H. H. D. Rabe, M. C. Schlichting, H. Skrovanek, S. Flick, M. Kouz, K. Fischer, M. Olotu, C. Izbicki, J. R. Mann, O. Fisch, M. Schmalfeldt, B. Frosch, K. H. Renné, T. Krause, L. Zöllner, C. Saugel, B. | BJA Open | 2024 |
anaesthesia |
| The utility of the Montreal cognitive assessment (MoCA) in detecting cognitive impairment in surgical populations - A systematic review and meta-analysis | Danquah, M. O. Yan, E. Lee, J. W. Philip, K. Saripella, A. Alhamdah, Y. He, D. Englesakis, M. Chung, F. | J Clin Anesth | 2024 |
Cognitive impairment |
| Bettering Sleep Hygiene to Decrease Delirium and Improve Patient Satisfaction on an Inpatient Oncology Unit | Donovan, T. Vonnes, C. Mason, T. M. | Clin J Oncol Nurs | 2024 |
Humans |
| The effect of fascia iliaca compartment block on postoperative delirium in elder adults undergoing hip surgery: A systematic review and meta-analysis of randomized controlled trials | Duan, R. Cao, L. Zhang, H. Li, P. Wu, X. Li, J. | Int J Orthop Trauma Nurs | 2024 |
Elderly |
| Risk factors and prediction model of delirium in elderly patients after hip arthroplasty | Duan, Y. Zhang, R. | Pak J Med Sci | 2024 |
Delirium |
| Delirium prevalence and delirium literacy across Italian hospital wards: a secondary analysis of data from the World Delirium Awareness Day 2023 | Ornago, A. M. Pinardi, E. Okoye, C. Mazzola, P. Ferrara, M. C. Finazzi, A. Nydahl, P. von Haken, R. Lindroth, H. Liu, K. Morandi, A. Bellelli, G. | Eur Geriatr Med | 2024 |
Delirium |
| Association of postoperative delirium with hypotension in critically ill patients after cardiac surgery: a prospective observational study | Othman, S. M. A. Aziz, M. A. A. Al-Mushiki, G. M. A. Sriwayyapram, C. Okubai, T. Al-Muwaffaq, G. Xu, Q. Alqudaimi, M. | J Cardiothorac Surg | 2024 |
Humans |
| Cerebral autoregulation-directed optimal blood pressure management reduced the risk of delirium in patients with septic shock | Peng, Q. Liu, X. Ai, M. Huang, L. Li, L. Liu, W. Zhao, C. Hu, C. Zhang, L. | J Intensive Med | 2024 |
Cerebral regional oxygen saturation |
| From Traditional Typing to Intelligent Insights: A Narrative Review of Directions Toward Targeted Therapies in Delirium | Potter, K. M. Prendergast, N. T. Boyd, J. G. | Crit Care Med | 2024 |
Humans |
| Associations of serum lactate and lactate clearance with delirium in the early stage of ICU: a retrospective cohort study of the MIMIC-IV database | Qian, X. Sheng, Y. Jiang, Y. Xu, Y. | Front Neurol | 2024 |
Mimic-iv |
| Delirium management in perioperative geriatric services: a narrative review of non-pharmaceutical strategies | Travers, R. Gagliardi, G. Ramseyer, M. | Front Psychiatry | 2024 |
case management |
| Decreased DTI-ALPS index in delirium: a preliminary MRI study | Tu, Y. Song, R. Xiong, F. Fu, X. | Neuroradiology | 2024 |
Dti-alps |
| Association between preoperative persistent hyperglycemia and postoperative delirium in geriatric hip fracture patients | Wang, W. Zhang, Y. Yao, W. Tang, W. Li, Y. Sun, H. Ding, W. | BMC Geriatr | 2024 |
Humans |
| Impact of a Delirium Protocol on Deliriogenic Medication Use in Hospitalized Older Veterans | Weygint, A. M. LaMarr, B. Lee, S. | Sr Care Pharm | 2024 |
Humans |
| Quetiapine Twice Daily Versus Bedtime Dosing in the Treatment of ICU Delirium | Hawthorne, A. Delgado, E. Battle, A. Norton, C. | J Pharm Pract | 2024 |
Humans |
| Epigenetic signals associated with delirium replicated across four independent cohorts | Nishizawa, Y. Thompson, K. C. Yamanashi, T. Wahba, N. E. Saito, T. Marra, P. S. Nagao, T. Nishiguchi, T. Shibata, K. Yamanishi, K. Hughes, C. G. Pandharipande, P. Cho, H. Howard, M. A., 3rd Kawasaki, H. Toda, H. Kanazawa, T. Iwata, M. Shinozaki, G. | Transl Psychiatry | 2024 |
Humans |
| The Genome-wide DNA methylation changes in gastrointestinal surgery patients with and without postoperative delirium: Evidence of immune process in its pathophysiology | Nishizawa, Y. Yamanashi, T. Nishiguchi, T. Kajitani, N. Miura, A. Matsuo, R. Tanio, A. Yamamoto, M. Sakamoto, T. Fujiwara, Y. Thompson, K. Malicoat, J. Yamanishi, K. Seki, T. Kanazawa, T. Iwata, M. Shinozaki, G. | J Psychiatr Res | 2024 |
DNA methylation |
| Retinal imaging with hand-held optical coherence tomography in older people with or without postoperative delirium after hip fracture surgery: A feasibility study | Noah, A. M. Spendlove, J. Tu, Z. Proudlock, F. Constantinescu, C. S. Gottlob, I. Auer, D. P. Dineen, R. A. Moppett, I. K. | PLoS One | 2024 |
Humans |
| A world-wide study on delirium assessments and presence of protocols | Nydahl, P. Liu, K. Bellelli, G. Benbenishty, J. van den Boogaard, M. Caplan, G. Chung, C. R. Elhadi, M. Gurjar, M. Heras-La Calle, G. Hoffmann, M. Jeitziner, M. M. Krewulak, K. Mailhot, T. Morandi, A. Nawa, R. K. Oh, E. S. Collet, M. O. Paulino, M. C. Lin | Age Ageing | 2024 |
Humans |
| The interrelationship between multiple long-term conditions (MLTC) and delirium: a scoping review | Richardson, S. J. Cropp, A. D. Ellis, S. W. Gibbon, J. Sayer, A. A. Witham, M. D. | Age Ageing | 2024 |
Adult |
| Experiences of healthcare staff caring for hospitalised people with delirium: a qualitative systematic review | Siostrom, K. Snowdon, D. Sriamareswaran, R. K. Law, Y. M. Jolliffe, L. Moran, C. | Age Ageing | 2024 |
Humans |
| Nurses prioritization processes to prevent delirium in patients at risk: Findings from a Q-Methodology study | Sist, L. Pezzolati, M. Ugenti, N. V. Cedioli, S. Messina, R. Chiappinotto, S. Rucci, P. Palese, A. | Geriatr Nurs | 2024 |
Humans |
| Effect of near-infrared spectroscopy on postoperative delirium in cardiac surgery with cardiopulmonary bypass: a systematic review and meta-analysis | Sun, Q. Wu, W. | Front Cardiovasc Med | 2024 |
cardiac surgery |
| Outcomes associated with postoperative cognitive dysfunction: a systematic review and meta-analysis | Suraarunsumrit, P. Srinonprasert, V. Kongmalai, T. Suratewat, S. Chaikledkaew, U. Rattanasiri, S. McKay, G. Attia, J. Thakkinstian, A. | Age Ageing | 2024 |
Aged |
| Refeeding hypophosphatemia is a common cause of delirium in critically ill patients: A retrospective study | Xu, Y. Qian, Y. Liang, P. Liu, N. Dong, D. Gu, Q. Tang, J. | Am J Med Sci | 2024 |
Consciousness |
| Electroencephalography Monitoring for Preventing Postoperative Delirium and Postoperative Cognitive Decline in Patients Undergoing Cardiothoracic Surgery: A Meta-Analysis | Xue, S. Xu, A. X. Liu, H. Zhang, Y. | Rev Cardiovasc Med | 2024 |
cardiothoracic surgery |
| Occurrence and risk factors for post-stroke delirium: A systematic review and meta-analysis | Zhang, G. B. Li, H. Y. Yu, W. J. Ying, Y. Z. Zheng, D. Zhang, X. K. Wang, Y. G. Shi, G. Z. Huang, H. W. | Asian J Psychiatr | 2024 |
Delirium |
| Description of an individualised delirium intervention in intensive care units for critically ill patients delivered by an artificial intelligence-assisted system: using the TIDieR checklist | Zhang, S. Cui, W. Wu, Y. Ji, M. | J Res Nurs | 2024 |
artificial intelligence |
| Construction and validation of a risk prediction model for postoperative delirium in patients with off‑pump coronary artery bypass grafting | Zhang, Y. Ren, M. Zhai, W. Han, J. Guo, Z. | J Thorac Dis | 2024 |
Off-pump coronary artery bypass grafting (OPCABG) |
| Predicting the Risk of Postoperative Delirium in Elderly Patients Undergoing Hip Arthroplasty: Development and Assessment of a Novel Nomogram | Zhang, Y. Xie, L. J. Wu, R. J. Zhang, C. L. Zhuang, Q. Dai, W. T. Zhou, M. X. Li, X. H. | J Invest Surg | 2024 |
Humans |
| Postoperative delirium risk in patients with hyperlipidemia: A prospective cohort study | Zhao, Y. Zhong, K. Zheng, Y. Xia, X. Lin, X. Kowark, A. Wang, X. Zhang, D. Duan, X. | J Clin Anesth | 2024 |
Cognitive decline |
| Effect of phenylephrine versus ephedrine on the incidence of postoperative delirium in olderly adults undergoing knee arthroplasty under general anesthesia: a single-center trial | Zheng, C. Wang, B. Fu, J. Peng, H. Chen, Y. Hu, X. | Sci Rep | 2024 |
Humans |
| Remimazolam for anesthesia and sedation in cardiac surgery and for cardiac patients undergoing non-cardiac surgery: a systematic-narrative hybrid review | D'Andria Ursoleo, J. Licheri, M. Barucco, G. Losiggio, R. Frau, G. Pieri, M. Monaco, F. | Minerva Anestesiol | 2024 |
Humans |
| Nurses' perceptions of patient pain, delirium, and sedation assessments in the intensive care unit: A qualitative study | Correya, A. Rawson, H. Ockerby, C. Hutchinson, A. M. | Aust Crit Care | 2024 |
Adult intensive care unit |
| Extracellular Vesicle MicroRNAs as Predictive Biomarkers in Postoperative Delirium after Spine Surgery; Preliminary Study | Cho, Y. E. Kim, J. Vorn, R. Cho, H. Baek, W. Park, H. Yun, S. Kim, H. S. Cashion, A. K. Gill, J. Koo, B. N. Lee, H. | J Gerontol A Biol Sci Med Sci | 2024 |
Exosome |
| Trace of delirium after robotic lower abdominal tumor resection at different end-tidal carbon dioxide: a RCT trial | Chen, J. Liang, S. Wei, M. Ma, Y. Bi, T. Liu, Z. Song, Y. Chen, H. Wang, Y. | BMC Anesthesiol | 2024 |
Humans |
| Adverse events related to physical restraint use in intensive care units: A review of the literature | Berger, S. Grzonka, P. Amacher, S. A. Hunziker, S. Frei, A. I. Sutter, R. | J Intensive Med | 2024 |
Adverse event |
| Managing Postoperative Delirium in Patients Receiving Head and Neck Surgery: An Educational Overview | Babu, S. Kurian Sajith, B. | Clin J Oncol Nurs | 2024 |
Humans |
| Risk Factors for Postoperative Delirium Severity After Deep Brain Stimulation Surgery in Parkinson's Disease | Astalosch, M. Mousavi, M. Ribeiro, L. M. Schneider, G. H. Stuke, H. Haufe, S. Borchers, F. Spies, C. von Hofen-Hohloch, J. Al-Fatly, B. Ebersbach, G. Franke, C. Kühn, A. A. Kübler-Weller, D. | J Parkinsons Dis | 2024 |
Parkinson’s disease |
| A Dual-Camera Eye-Tracking Platform for Rapid Real-Time Diagnosis of Acute Delirium: A Pilot Study | Al-Hindawi, A. Vizcaychipi, M. Demiris, Y. | IEEE J Transl Eng Health Med | 2024 |
Humans |
| Effectiveness of nurse-led non-pharmacological interventions on outcomes of delirium in adults: A meta-analysis of randomized controlled trials | Wang, J. Lu, Y. Chen, X. Wu, Y. | Worldviews Evid Based Nurs | 2024 |
adult health |
| Association of blood glucose change with postoperative delirium after coronary artery bypass grafting in patients with diabetes mellitus: a study of the MIMIC-IV database | Wang, F. Mei, X. | Front Endocrinol (Lausanne) | 2024 |
Humans |
| The genetic relationship between hypotension and delirium: a Mendelian randomization study | Wang, C. Wu, J. Lin, Y. Liu, Z. Liufu, N. Cao, M. | Front Neurol | 2024 |
Mendelian randomization |
| Comparison of Propofol-Based Total Intravenous Anesthesia versus Volatile Anesthesia with Sevoflurane for Postoperative Delirium in Adult Coronary Artery Bypass Grafting Surgery: A Prospective Randomized Single-Blinded Study | Varsha, A. V. Unnikrishnan, K. P. Saravana Babu, M. S. Raman, S. P. Koshy, T. | J Cardiothorac Vasc Anesth | 2024 |
cardiopulmonary bypass |
| Diagnostics and treatment of impulse control disorders, psychosis and delirium: systemic review-based recommendations - guideline "Parkinson's disease" of the German Society of Neurology | Witt, K. Levin, J. van Eimeren, T. Hasan, A. Ebersbach, G. | J Neurol | 2024 |
Delirium |
| Potential mechanism of Taohong Siwu Decoction in preventing and treating postoperative delirium in intertrochanteric fracture patients based on retrospective analysis and network pharmacology | Ding, Z. Yu, Z. Sun, Z. Liu, X. Chen, R. | J Orthop Surg Res | 2024 |
Humans |
| Electroencephalography-Guided Anesthesia and Delirium in Older Adults After Cardiac Surgery: The ENGAGES-Canada Randomized Clinical Trial | Deschamps, A. Ben Abdallah, A. Jacobsohn, E. Saha, T. Djaiani, G. El-Gabalawy, R. Overbeek, C. Palermo, J. Courbe, A. Cloutier, I. Tanzola, R. Kronzer, A. Fritz, B. A. Schmitt, E. M. Inouye, S. K. Avidan, M. S. | Jama | 2024 |
Postoperative Delirium Anesthesia EEG-guided anesthesia Intraoperative EEG waveform suppression Older Adults |
| Association Between Pupil Light Reflex and Delirium in Adults With Traumatic Brain Injury: Preliminary Findings | Lapierre, A. Proulx, A. Gélinas, C. Dollé, S. Alexander, S. Williamson, D. Bernard, F. Arbour, C. | J Neurosci Nurs | 2024 |
Delirium ICU Delirium Traumatic Brain Injury Pupillary light reflex Postextubation delirium
|
| Prevalence and risk factors of postoperative delirium in tumor patients after free flap reconstruction: A systematic review and meta-analysis of case-control studies | Li, Y. Li, Z. Lv, Q. Gu, Y. Qi, Y. Li, J. Liu, Y. Ma, G. | Surgery | 2024 |
Postoperative Delirium Flap transplantation surgery Risk Factors Proactive prevention measures Systematic Review |
| Risk factors and risk stratification approaches for delirium screening: A Geriatric Emergency Department Guidelines 2.0 systematic review | Seidenfeld, J. Lee, S. Ragsdale, L. Nickel, C. H. Liu, S. W. Kennedy, M. | Acad Emerg Med | 2024 |
Geriatrics Delirium Emergency Department delirium screening Risk factors Delirium risk scores Systematic review |
| Examining the impact of permissibility hypercapnia on postoperative delirium among elderly patients undergoing thoracoscopic-laparoscopic esophagectomy: A single-center investigative study | Song, J. Shao, Y. M. Zhang, G. H. Fan, B. Q. Tao, W. H. Liu, X. F. Huang, X. C. Hu, X. W. | Shock | 2024 |
Postoperative delirium Permissive hypercapnia ventilation thoracic surgery intraoperative respiration |
| Association between modified frailty index and postoperative delirium in patients after cardiac surgery: A cohort study of 2080 older adults | Cheng, H. Ling, Y. Li, Q. Li, X. Tang, Y. Guo, J. Li, J. Wang, Z. Ming, W. K. Lyu, J. | CNS Neurosci Ther | 2024 |
Humans |
| Role of Intraoperative Electroencephalography in Predicting Postoperative Delirium in Patients Undergoing Cardiovascular Surgeries | Al-Qudah, A. M. Sivaguru, S. Anetakis, K. Crammond, D. J. Balzer, J. R. Thirumala, P. D. Subramaniam, K. Sadhasivam, S. Shandal, V. | Clin Neurophysiol | 2024 |
Cardiopulmonary bypass |