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
- Development and Validation of Machine Learning Models to Predict Postoperative Delirium Using Clinical Features and Polysomnography Variables
- Authors
- Ha, W. S. Choi, B. K. Yeom, J. Song, S. Cho, S. Chu, M. K. Kim, W. J. Heo, K. Kim, K. M.
- Year
- 2024
- Journal
- J Clin Med
- Abstract
Background: Delirium affects up to 50% of patients following high-risk surgeries and is associated with poor long-term prognosis. This study employed machine learning to predict delirium using polysomnography (PSG) and sleep-disorder questionnaire data, and aimed to identify key sleep-related factors for improved interventions and patient outcomes. Methods: We studied 912 adults who underwent surgery under general anesthesia at a tertiary hospital (2013-2024) and had PSG within 5 years of surgery. Delirium was assessed via clinical diagnoses, antipsychotic prescriptions, and psychiatric consultations within 14 days postoperatively. Sleep-related data were collected using PSG and questionnaires. Machine learning predictions were performed to identify postoperative delirium, focusing on model accuracy and feature importance. Results: This study divided the 912 patients into an internal training set (700) and an external test set (212). Univariate analysis identified significant delirium risk factors: midazolam use, prolonged surgery duration, and hypoalbuminemia. Sleep-related variables such as fewer rapid eye movement (REM) episodes and higher daytime sleepiness were also linked to delirium. An extreme gradient-boosting-based classification task achieved an AUC of 0.81 with clinical variables, 0.60 with PSG data alone, and 0.84 with both, demonstrating the added value of PSG data. Analysis of Shapley additive explanations values highlighted important predictors: surgery duration, age, midazolam use, PSG-derived oxygen saturation nadir, periodic limb movement index, and REM episodes, demonstrating the relationship between sleep patterns and the risk of delirium. Conclusions: The artificial intelligence model integrates clinical and sleep variables and reliably identifies postoperative delirium, demonstrating that sleep-related factors contribute to its identification. Predicting patients at high risk of developing postoperative delirium and closely monitoring them could reduce the costs and complications associated with delirium.
- PMID
PMID: 39336972
PMCID: PMC11431977
- Keywords
machine learning
polysomnography
postoperative delirium
predictive modeling
sleep disorders
- Page(s)
- Volume
- Issue
| Title | Authors | Journal | Year | Keywords |
|---|---|---|---|---|
| Comparison of regional with general anaesthesia on postoperative delirium (RAGA-delirium) in the older patients undergoing hip fracture surgery: Study protocol for a multicentre randomised controlled trial. | Li, T. Yeung, J. Li, J. Zhang, Y. Melody, T. Gao, Y. Wang, Y. Lian, Q. Gao, F. | BMJ Open | 2017 |
NCT02213380 |
| Factors Related to the Severity of Delirium in the Elderly Patients With Infection. | Kuswardhani, R. A. T. Sugi, Y. S. | Gerontol Geriatr Med | 2017 |
delirium |
| Decreasing Delirium through Music (DDM) in critically ill, mechanically ventilated patients in the intensive care unit: study protocol for a pilot randomized controlled trial. | Khan, S. H. Wang, S. Harrawood, A. Martinez, S. Heiderscheit, A. Chlan, L. Perkins, A. J. Tu, W. Boustani, M. Khan, B. | Trials | 2017 |
Critical care |
| Sinai Abbreviated Geriatric Evaluation: Development and Validation of a Practical Test. | Katlic, M. R. Coleman, J. Khan, K. Wozniak, S. E. Abraham, J. H. | Ann Surg | 2017 | |
| Structured interdisciplinary bedside rounds do not reduce length of hospital stay and 28-day re-admission rate among older people hospitalised with acute illness: an Australian study. | Huynh, E. Basic, D. Gonzales, R. Shanley, C. | Aust Health Rev | 2017 | |
| Cerebrospinal Fluid S100B and Alzheimer’s Disease Biomarkers in Hip Fracture Patients with Delirium. | Hov, K. R. Bolstad, N. Idland, A. V. Zetterberg, H. Blennow, K. Chaudhry, F. A. Frihagen, F. Ræder, J. Wyller, T. B. Watne, L. O. | Dementia and Geriatric Cognitive Disorders Extra | 2017 |
adult |
| Effect of various antipsychotic regimens on incidence of delirium in critically ill adults. | Hawkins, W. A. Phan, S. V. Campbell, S. L. | J Crit Care | 2017 |
Antipsychotic agents |
| 2-(18)F-fluoro-2-deoxyglucose positron emission tomography in delirium. | Haggstrom, L. R. Nelson, J. A. Wegner, E. A. Caplan, G. A. | J Cereb Blood Flow Metab | 2017 |
Aged |
| Preoperative Serum Metabolites Are Associated With Postoperative Delirium in Elderly Hip-Fracture Patients. | Guo, Y. Zhang, Y. Jia, P. Wang, W. Zhou, Q. Sun, L. Zhao, A. Zhang, X. Wang, X. Li, Y. Zhang, J. Jiang, W. | J Gerontol A Biol Sci Med Sci | 2017 |
Aged |
| Delirium and effect of circadian light in the intensive care unit: a retrospective cohort study. | Estrup, S. Kjer, C. K. W. Poulsen, L. M. Gogenur, I. Mathiesen, O. | Acta Anaesthesiol Scand | 2017 | |
| Advance Directives, Hospitalization, and Survival Among Advanced Cancer Patients with Delirium Presenting to the Emergency Department: A Prospective Study. | Elsayem, A. F. Bruera, E. Valentine, A. Warneke, C. L. Wood, G. L. Yeung, S. J. Page, V. D. Silvestre, J. Brock, P. A. Todd, K. H. | Oncologist | 2017 |
Advance directives |
| Post-operative delirium is an independent predictor of 30-day hospital readmission after spine surgery in the elderly (≥65 years old): A study of 453 consecutive elderly spine surgery patients. | Elsamadicy, A. A. Wang, T. Y. Back, A. G. Lydon, E. Reddy, G. B. Karikari, I. O. Gottfried, O. N. | Journal of Clinical Neuroscience | 2017 |
acute kidney failure |
| The Abbreviated Mental Test 4 for cognitive screening of older adults presenting to the Emergency Department. | Dyer, A. H. Briggs, R. Nabeel, S. O'Neill, D. Kennelly, S. P. | Eur J Emerg Med | 2017 | |
| A Proactive Approach to High Risk Delirium Patients Undergoing Total Joint Arthroplasty. | Duque, A. F. Post, Z. D. Orozco, F. R. Lutz, R. W. Ong, A. C. | J Arthroplasty | 2017 |
complications |
| Poor Performance on a Preoperative Cognitive Screening Test Predicts Postoperative Complications in Older Orthopedic Surgical Patients. | Culley, D. J. Flaherty, D. Fahey, M. C. Rudolph, J. L. Javedan, H. Huang, C. C. Wright, J. Bader, A. M. Hyman, B. T. Blacker, D. Crosby, G. | Anesthesiology | 2017 |
Age Factors |
| Early postoperative delirium after hemiarthroplasty in elderly patients aged over 70 years with displaced femoral neck fracture. | Choi, Y. H. Kim, D. H. Kim, T. Y. Lim, T. W. Kim, S. W. Yoo, J. H. | Clin Interv Aging | 2017 |
delirium |
| Effect of short-term exposure to ambient air particulate matter on incidence of delirium in a surgical population. | Che, L. Li, Y. Gan, C. | Sci Rep | 2017 | |
| Subsyndromal Delirium and Institutionalization Among Patients With Critical Illness. | Brummel, N. E. Boehm, L. M. Girard, T. D. Pandharipande, P. P. Jackson, J. C. Hughes, C. G. Patel, M. B. Han, J. H. Vasilevskis, E. E. Thompson, J. L. Chandrasekhar, R. Bernard, G. R. Dittus, R. S. Ely, E. W. | Am J Crit Care | 2017 | |
| Delirium in the intensive care setting: A reevaluation of the validity of the CAM-ICU and ICDSC versus the DSM-IV-TR in determining a diagnosis of delirium as part of the daily clinical routine. | Boettger, S. Nunez, D. G. Meyer, R. Richter, A. Fernandez, S. F. Rudiger, A. Schubert, M. Jenewein, J. | Palliat Support Care | 2017 |
Concurrent validity |
| Delirium in the intensive care setting and the Richmond Agitation and Sedation Scale (RASS): Drowsiness increases the risk and is subthreshold for delirium. | Boettger, S. Nunez, D. G. Meyer, R. Richter, A. Fernandez, S. F. Rudiger, A. Schubert, M. Jenewein, J. | J Psychosom Res | 2017 |
Alertness |
| Is Delirium the Cognitive Harbinger of Frailty in Older Adults? A Review about the Existing Evidence. | Bellelli, G. Moresco, R. Panina-Bordignon, P. Arosio, B. Gelfi, C. Morandi, A. Cesari, M. | Front Med | 2017 |
delirium |
| Recovery after critical illness: putting the puzzle together-a consensus of 29. | Azoulay, Elie Vincent, Jean-Louis Angus, Derek C. Arabi, Yaseen M. Brochard, Laurent Brett, Stephen J. Citerio, Giuseppe Cook, Deborah J. Curtis, Jared Randall dos Santos, Claudia C. Ely, E. Wesley Hall, Jesse Halpern, Scott D. Hart, Nicholas Hopkins, Ram | Crit Care | 2017 | |
| The efficacy of antipsychotics for prolonged delirium with renal dysfunction. | Asano, S. Kunii, Y. Hoshino, H. Osakabe, Y. Shiga, T. Itagaki, S. Miura, I. Yabe, H. | Neuropsychiatr Dis Treat | 2017 |
antipsychotic |
| Comparison of the effect of high versus low mean arterial pressure levels on clinical outcomes and complications in elderly patients during non-cardiothoracic surgery under general anesthesia: study protocol for a randomized controlled trial. | Anmin, Hu Yan, Qiu Peng, Zhang Bailong, Hu Yali, Yang Shutao, Li Rui, Zhao Zhongjun, Zhang Yaoxian, Zhang Zihao, Zheng Chen, Qiu Furong, Li Xiaolei, Gong Hu, Anmin Qiu, Yan Zhang, Peng Hu, Bailong Yang, Yali Li, Shutao Zhao, Rui | Trials | 2017 | |
| Association between baseline cognitive impairment and postoperative delirium in elderly patients undergoing surgery for adult spinal deformity. | Adogwa, O. Elsamadicy, A. A. Vuong, V. D. Fialkoff, J. Cheng, J. Karikari, I. O. Bagley, C. A. | J Neurosurg Spine | 2017 |
CAM = Confusion Assessment Method |
| Effect of the Hospital Elder Life Program on Risk of 30-Day Readmission. | Rubin, F. H. Bellon, J. Bilderback, A. Urda, K. Inouye, S. K. | Journal of the American Geriatrics Society | 2017 |
aged |
| Clinical outcomes in older surgical patients with mild cognitive impairment. | Racine, A. M. Fong, T. G. Gou, Y. Travison, T. G. Tommet, D. Erickson, K. Jones, R. N. Dickerson, B. C. Metzger, E. Marcantonio, E. R. Schmitt, E. M. Inouye, S. K. | Alzheimers Dement | 2017 |
Mild cognitive impairment |
| Prediction of Long-term Cognitive Decline Following Postoperative Delirium in Older Adults. | Devore EE, Fong TG, Marcantonio ER, Schmitt EM, Travison TG, Jones RN, Inouye SK | The journals of gerontology. Series A, Biological sciences and medical sciences | 2017 |
Aged |
| The Cognitive Reserve Model in the Development of Delirium: The Successful Aging After Elective Surgery Study. | Cizginer, S. Marcantonio, E. Vasunilashorn, S. Pascual-Leone, A. Shafi, M. Schmitt, E. M. Inouye, S. K. Jones, R. N. | J Geriatr Psychiatry Neurol | 2017 |
delirium |
| Incidence of Delirium Among Patients Having Cancer Injected With Different Opioids for the First Time. | Tanaka R, Ishikawa H, Sato T, Shino M, Matsumoto T, Mori K, Omae K, Osaka I | The American journal of hospice & palliative care | 2016 |
delirium |
| Complications after hip fracture surgery: are they preventable? | Flikweert, E. R. Wendt, K. W. Diercks, R. L. Izaks, G. J. Landsheer, D. Stevens, M. Reininga, I. H. F. | Eur J Trauma Emerg Surg | 2017 |
Complications |
| Pilot prospective study of post-surgery sleep and EEG predictors of post-operative delirium. | Evans, J. L. Nadler, J. W. Preud'homme, X. A. Fang, E. Daughtry, R. L. Chapman, J. B. Attarian, D. Wellman, S. Krystal, A. D. | Clin Neurophysiol | 2017 |
Aged |
| Development of an international undergraduate curriculum for delirium using a modified delphi process. | Copeland, C. Fisher, J. Teodorczuk, A. | Age Ageing | 2017 |
curriculum |
| Serum galectin-3 levels and delirium among postpartum intensive care unit women. | Zhu, Y. Hu, W. Zhu, M. L. Yin, T. Su, J. Wang, J. R. | Brain Behav | 2017 |
delirium |
| Characteristics of patients with an unplanned admission to an acute palliative care unit. | Mercadante, S. Adile, C. Ferrera, P. Casuccio, A. | Intern Emerg Med | 2017 |
Cancer |
| FRAIL Questionnaire Screening Tool and Short-Term Outcomes in Geriatric Fracture Patients. | Gleason, L. J. Benton, E. A. Alvarez-Nebreda, M. L. Weaver, M. J. Harris, M. B. Javedan, H. | J Am Med Dir Assoc | 2017 |
Frailty |
| Disruption of the ascending arousal system and cortical attention networks in post-stroke delirium and spatial neglect. | Boukrina, O. Barrett, A. M. | Neurosci Biobehav Rev | 2017 |
Aras |
| Incidence of delirium after cardiac surgery: protocol for the DELIRIUM-CS Canada cross-sectional cohort study. | DELIRIUM-CS Investigators, Canadian Cardiovascular Critical Care Society Investigator Group and the Canadian Critical Care Trials Group | CMAJ Open | 2017 | |
| Preoperative C-Reactive Protein as a Risk Factor for Postoperative Delirium in Elderly Patients Undergoing Laparoscopic Surgery for Colon Carcinoma. | Xiang, Dong Xing, Hailin Tai, Huiyu Xie, Guozhu | BioMed Research International | 2017 | |
| Responding to Ten Common Delirium Misconceptions With Best Evidence: An Educational Review for Clinicians. | Oldham, M. A. Flanagan, N. M. Khan, A. Boukrina, O. Marcantonio, E. R. | J Neuropsychiatry Clin Neurosci | 2017 |
Cognitive Disorders |
| The network model of delirium. | Young JWS | Medical hypotheses | 2017 |
Default-mode network |
| Aging and Post-Intensive Care Syndrome: A Critical Need for Geriatric Psychiatry. | Wang, S. Allen, D. Kheir, Y. N. Campbell, N. Khan, B. | Am J Geriatr Psychiatry | 2017 |
Aging |
| Intensive care discharge delay is associated with increased hospital length of stay: A multicentre prospective observational study. | Tiruvoipati, R. Botha, J. Fletcher, J. Gangopadhyay, H. Majumdar, M. Vij, S. Paul, E. Pilcher, D. | PLoS One | 2017 |
Adolescent |
| How can we identify patients with delirium in the emergency department?: A review of available screening and diagnostic tools. | Tamune H, Yasugi D | The American journal of emergency medicine | 2017 |
Aged |
| Symptom profile as assessed on delirium rating scale-revised-98 of delirium in respiratory intensive care unit: A study from India. | Sharma, A. Malhotra, S. Grover, S. Jindal, S. K. | Lung India | 2017 | |
| Burst-suppression ratio underestimates absolute duration of electroencephalogram suppression compared with visual analysis of intraoperative electroencephalogram. | Muhlhofer, W. G. Zak, R. Kamal, T. Rizvi, B. Sands, L. P. Yuan, M. Zhang, X. Leung, J. M. | Br J Anaesth | 2017 | |
| Post-anaesthesia care unit delirium: incidence, risk factors and associated adverse outcomes. | Hernandez, B. A. Lindroth, H. Rowley, P. Boncyk, C. Raz, A. Gaskell, A. Garcia, P. S. Sleigh, J. Sanders, R. D. | Br J Anaesth | 2017 | |
| Validation of the 4AT questionnaire in the emergency department | Gagné, A. Voyer, P. Boucher, V. Pelletier, M. Gouin, E. Berthelot, S. Daoust, R. Laguë, A. Bédard, C. Émond, M. | Canadian Journal of Emergency Medicine | 2017 |
aged |
| Incidence, prognostic factors and impact of postoperative delirium after major vascular surgery: A meta-analysis and systematic review. | Aitken, S. J. Blyth, F. M. Naganathan, V. | Vasc Med | 2017 |
aging |
| Altered cortical brain activity in end stage liver disease assessed by multi-channel near-infrared spectroscopy: Associations with delirium. | Yoshimura, A. Goodson, C. Johns, J. T. Towe, M. M. Irvine, E. S. Rendradjaja, N. A. Max, L. K. LaFlam, A. Ledford, E. C. Probert, J. Tieges, Z. Edwin, D. H. MacLullich, A. M. J. Hogue, C. W. Lindquist, M. A. Gurakar, A. Neufeld, K. J. Kamiya, A. | Sci Rep | 2017 | |
| Comprehensive geriatric care reduces acute perioperative delirium in elderly patients with hip fractures: A meta-analysis. | Wang, Y. Tang, J. Zhou, F. Yang, L. Wu, J. | Medicine | 2017 |
Aged |
| Effect of nocturnal sound reduction on the incidence of delirium in intensive care unit patients: An interrupted time series analysis. | van de Pol, I. van Iterson, M. Maaskant, J. | Intensive Crit Care Nurs | 2017 |
Aged |
| Poorer outcomes and greater healthcare costs for hospitalised older people with dementia and delirium: a retrospective cohort study. | Tropea J, LoGiudice D, Liew D, Gorelik A, Brand C | International journal of geriatric psychiatry | 2017 |
dementia |
| Attitudes, knowledge and practices concerning delirium: a survey among intensive care unit professionals. | Trogrlić, Zoran Ista, Erwin Ponssen, Huibert H. Schoonderbeek, Jeannette F. Schreiner, Frodo Verbrugge, Serge J. Dijkstra, Annemieke Bakker, Jan Jagt, Mathieu | Nursing in Critical Care | 2017 |
Attitude of Health Personnel |
| Can we predict a delirium after cardiac surgery? A validation study of a delirium risk checklist. | Ten Broeke, M. Koster, S. Konings, T. Hensens, A. G. van der Palen, J. | Eur J Cardiovasc Nurs | 2017 |
Delirium |
| Suvorexant is associated with a low incidence of delirium in critically ill patients: a retrospective cohort study. | Masuyama, T. Sanui, M. Yoshida, N. Iizuka, Y. Ogi, K. Yagihashi, S. Nagatomo, K. Sasabuchi, Y. Lefor, A. K. | Psychogeriatrics | 2018 |
critically ill |
| Do Risk Prediction Models for Postoperative Delirium Consider Patients' Preoperative Medication Use? | Kassie, G. M. Nguyen, T. A. Kalisch Ellett, L. M. Pratt, N. L. Roughead, E. E. | Drugs Aging | 2018 | |
| Predictors and Outcomes of Cardiac Surgery-Associated Delirium. A Single Centre Retrospective Cohort Study. | Jones, D. Matalanis, G. Martensson, J. Robbins, R. Shaw, M. Seevanayagam, S. Cowie, D. Bellomo, R. | Heart Lung Circ | 2018 |
Cardiac surgery |
| Delirium in older hospitalized patients-signs and actions: a retrospective patient record review. | Johansson, Y. A. Bergh, I. Ericsson, I. Sarenmalm, E. K. | BMC Geriatr | 2018 |
*Action by healthcare professionals |
| Delirium-A Framework to Improve Acute Care for Older Persons. | Inouye, S. K. | J Am Geriatr Soc | 2018 |
Acute care for elders |
| The minimal clinically important difference of the Richmond Agitation-Sedation Scale in patients with cancer with agitated delirium. | Hui, D. Hess, K. Dibaj, S. S. Arthur, J. Dev, R. Dalal, S. Reddy, S. Bruera, E. | Cancer | 2018 |
delirium |
| The use of cerebral imaging for investigating delirium aetiology. | Hijazi, Z. Lange, P. Watson, R. Maier, A. B. | Eur J Intern Med | 2018 |
Delirium |
| Medication Profiles of Patients with Cognitive Impairment and High Anticholinergic Burden. | Green, A. R. Reifler, L. M. Boyd, C. M. Weffald, L. A. Bayliss, E. A. | Drugs Aging | 2018 | |
| Delirium Assessment Tools for Use in Critically Ill Adults: A Psychometric Analysis and Systematic Review. | Gelinas, C. Berube, M. Chevrier, A. Pun, B. T. Ely, E. W. Skrobik, Y. Barr, J. | Crit Care Nurse | 2018 | |
| Postoperative Delirium in Glioblastoma Patients: Risk Factors and Prognostic Implications. | Flanigan, P. M. Jahangiri, A. Weinstein, D. Dayani, F. Chandra, A. Kanungo, I. Choi, S. Sankaran, S. Molinaro, A. M. McDermott, M. W. Berger, M. S. Aghi, M. K. | Neurosurgery | 2018 | |
| The delirium and population health informatics cohort study protocol: ascertaining the determinants and outcomes from delirium in a whole population. | Davis, D. Richardson, S. Hornby, J. Bowden, H. Hoffmann, K. Weston-Clarke, M. Green, F. Chaturvedi, N. Hughes, A. Kuh, D. Sampson, E. Mizoguchi, R. Cheah, K. L. Romain, M. Sinha, A. Jenkin, R. Brayne, C. MacLullich, A. | BMC Geriatr | 2018 |
*Delirium |
| Cerebral oximetry during preoperative resuscitation in elderly patients with hip fracture: a prospective observational study. | Clemmesen, C. G. Pedersen, L. M. Hougaard, S. Andersson, M. L. Rosenkvist, V. Nielsen, H. B. Palm, H. Foss, N. B. | J Clin Monit Comput | 2018 |
Delirium |
| Clinical characteristics associated with the onset of delirium among long-term nursing home residents. | Cheung, E. N. M. Benjamin, S. Heckman, G. Ho, J. M. Lee, L. Sinha, S. K. Costa, A. P. | BMC Geriatr | 2018 |
*Delirium |
| Evaluation of a multicomponent pathway to address inpatient delirium on a neurosciences ward. | Brown, E. G. Josephson, S. A. Anderson, N. Reid, M. Lee, M. Douglas, V. C. | BMC Health Serv Res | 2018 |
*Cognitive aging |
| Subsyndromal delirium in the intensive care setting: Phenomenological characteristics and discrimination of subsyndromal delirium versus no and full-syndromal delirium. | Boettger S, Nuñez DG, Meyer R, Richter A, Schubert M, Jenewein J | Palliative & supportive care | 2017 |
Diagnostic and Statistical Manual of Mental Disorders |
| Incidence, risk factors, and clinical implications of post-operative delirium in lung transplant recipients. | Anderson, B. J. Chesley, C. F. Theodore, M. Christie, C. Tino, R. Wysoczanski, A. Ramphal, K. Oyster, M. Kalman, L. Porteous, M. K. Bermudez, C. A. Cantu, E. Kolson, D. L. Christie, J. D. Diamond, J. M. | J Heart Lung Transplant | 2018 |
acidic protein |
| Delirium and correlates of delirium among newly admitted elderly patients: A crosssectional study in a Saudi general hospital. | Alamri, S. H. Ashanqity, O. A. Alshomrani, A. B. Elmasri, A. H. Saeed, M. B. Yahya, S. A. Almasoud, A. I. Adam, Y. Alamoudi, H. M. Mukhtar, A. M. | Annals of Saudi Medicine | 2018 |
urinary catheter |
| Preoperative Cognitive Impairment As a Predictor of Postoperative Outcomes in a Collaborative Care Model. | Zietlow, K. McDonald, S. R. Sloane, R. Browndyke, J. Lagoo-Deenadayalan, S. Heflin, M. T. | J Am Geriatr Soc | 2018 |
co-management |
| Identifying Older Adults at Risk of Delirium Following Elective Surgery: A Systematic Review and Meta-Analysis. | Watt, J. Tricco, A. C. Talbot-Hamon, C. Pham, B. Rios, P. Grudniewicz, A. Wong, C. Sinclair, D. Straus, S. E. | J Gen Intern Med | 2018 |
delirium |
| Sedative Plasma Concentrations and Delirium Risk in Critical Illness. | Stollings, J. L. Thompson, J. L. Ferrell, B. A. Scheinin, M. Wilkinson, G. R. Hughes, C. G. Shintani, A. K. Ely, E. W. Girard, T. D. Pandharipande, P. P. Patel, M. B. | Ann Pharmacother | 2018 |
analgesics |
| A feasibility study of a randomised controlled trial to examine the impact of the ABCDE bundle on quality of life in ICU survivors. | Sosnowski, K. Mitchell, M. L. White, H. Morrison, L. Sutton, J. Sharratt, J. Lin, F. | Pilot Feasibility Stud | 2018 |
ABCDE bundle |
| Potentially Modifiable Risk Factors for Long-Term Cognitive Impairment After Critical Illness: A Systematic Review. | Sakusic, A. O'Horo, J. C. Dziadzko, M. Volha, D. Ali, R. Singh, T. D. Kashyap, R. Farrell, A. M. Fryer, J. D. Petersen, R. Gajic, O. Rabinstein, A. A. | Mayo Clin Proc | 2018 | |
| Prevalence of Potentially Inappropriate Medication Use in Older Inpatients with and without Cognitive Impairment: A Systematic Review. | Redston, M. R. Hilmer, S. N. McLachlan, A. J. Clough, A. J. Gnjidic, D. | J Alzheimers Dis | 2018 |
Cognitive impairment |
| Identification of delirium and dementia in older medical inpatients in Tanzania: A comparison of screening and diagnostic methods. | Paddick, S. M. Lewis, E. G. Duinmaijer, A. Banks, J. Urasa, S. Tucker, L. Kisoli, A. Cletus, J. Lissu, C. Kissima, J. Dotchin, C. Gray, W. K. Muaketova-Ladinska, E. Cosker, G. Walker, R. W. | Journal of the Neurological Sciences | 2018 |
adult |
| Interactions between drugs and geriatric syndromes in nursing home and home care: results from Shelter and IBenC projects. | Onder, G. Giovannini, S. Sganga, F. Manes-Gravina, E. Topinkova, E. Finne-Soveri, H. Garms-Homolova, V. Declercq, A. van der Roest, H. G. Jonsson, P. V. van Hout, H. Bernabei, R. | Aging Clinical and Experimental Research | 2018 |
Delirium |
| Development of dementia in patients with femoral neck fracture who experience postoperative delirium-A three-year follow-up study. | Olofsson, B. Persson, M. Bellelli, G. Morandi, A. Gustafson, Y. Stenvall, M. | Int J Geriatr Psychiatry | 2018 |
cognitive impairment |
| Prediction and early detection of delirium in the intensive care unit by using heart rate variability and machine learning. | Oh, J. Cho, D. Park, J. Na, S. H. Kim, J. Heo, J. Shin, C. S. Kim, J. J. Park, J. Y. Lee, B. | Physiol Meas | 2018 |
Autonomic nervous system |
| Preoperative exercise capacity is associated with the prevalence of postoperative delirium in elective cardiac surgery. | Ogawa M, Izawa KP, Satomi-Kobayashi S, Kitamura A, Tsuboi Y, Komaki K, Ono R, Sakai Y, Tanaka H, Okita Y | Aging clinical and experimental research | 2017 |
Cardiac surgery |
| Effectiveness of multicomponent interventions on incidence of delirium in hospitalized older patients with hip fracture: a systematic review. | Oberai, T. Laver, K. Crotty, M. Killington, M. Jaarsma, R. | Int Psychogeriatr | 2018 |
Delirium-elderly patients |
| Controlled pre-post, mixed-methods study to determine the effectiveness of a national delirium clinical care standard to improve the diagnosis and care of patients with delirium in Australian hospitals: a protocol. | Mumford, V. Kulh, M. A. Hughes, C. Braithwaite, J. Westbrook, J. | BMJ Open | 2018 |
clinical governance |
| Incidence and Risk Factors of Postoperative Delirium following Pancreatic Surgery: Does the Administration of TJ-54 Reduce the Incidence of Delirium. | Mizuno, S. Takeuchi, S. Kishiwada, M. Mizutani, N. Matsuda, M. Sekoguchi, N. Iizawa, Y. Azumi, Y. Kuriyama, N. Usui, M. Sakurai, H. Maruyama, K. Okuda, M. Okada, M. Isaji, S. | Dig Surg | 2018 |
Delirium rating scale – Japanese version |
| Association of Integrated Care Coordination With Postsurgical Outcomes in High-Risk Older Adults: The Perioperative Optimization of Senior Health (POSH) Initiative. | McDonald, S. R. Heflin, M. T. Whitson, H. E. Dalton, T. O. Lidsky, M. E. Liu, P. Poer, C. M. Sloane, R. Thacker, J. K. White, H. K. Yanamadala, M. Lagoo-Deenadayalan, S. A. | JAMA Surg | 2018 | |
| Effect of motor subtypes of delirium in the intensive care unit on fast-track failure after cardiac surgery | Lee, A. Mu, J. L. Chiu, C. H. Gin, T. Underwood, M. J. Joynt, G. M. | J Thorac Cardiovasc Surg | 2018 |
cardiac surgical procedures |
| Preoperative medication use and its association with postoperative length of hospital stay in surgical oncology patients receiving comprehensive geriatric assessment. | Jeong, Y. M. Lee, K. E. Lee, E. S. Kim, K. I. Chung, J. E. Lee, B. K. Gwak, H. S. | Geriatrics & Gerontology International | 2018 |
comprehensive geriatric assessment |
| Postoperative Delirium in Cardiac Surgery Patients. | Järvelä, K. Porkkala, H. Karlsson, S. Martikainen, T. Selander, T. Bendel, S. | Journal of Cardiothoracic and Vascular Anesthesia | 2018 |
aged |
| “Eight Days of Nightmares … ” – Octogenarian Patients’ Experiences of Postoperative Delirium after Transcatheter or Surgical Aortic Valve Replacement. | Instenes, I. Gjengedal, E. Eide, L. S. P. Kuiper, K. K. J. Ranhoff, A. H. Norekvål, T. M. | Heart Lung and Circulation | 2018 |
aged |
| General Anesthesia for Transcatheter Aortic Valve Replacement: Total Intravenous Anesthesia is Associated with Less Delirium as Compared to Volatile Agent Technique. | Goins, A. E. Smeltz, A. Ramm, C. Strassle, P. D. Teeter, E. G. Vavalle, J. P. Kolarczyk, L. | Journal of Cardiothoracic and Vascular Anesthesia | 2018 |
adult |
| The use of point-of-care ultrasound to diagnose patent foramen ovale in elective hip and knee arthroplasty patients and its association with postoperative delirium. | Gai, N. Lavi, R. Jones, P. M. Lee, H. Naudie, D. Bainbridge, D. | Can J Anaesth | 2018 | |
| Comparison of Lurasidone Versus Quetiapine for the Treatment of Delirium in Critically Ill Patients. | Fox, M. A. Elefritz, J. L. Huang, B. M. Hunley, C. | J Intensive Care Med | 2018 |
atypical antipsychotic |
| Key components of the delirium syndrome and mortality: greater impact of acute change and disorganised thinking in a prospective cohort study. | Diwell, R. A. Davis, D. H. Vickerstaff, V. Sampson, E. L. | BMC Geriatr | 2018 |
*delirium |
| Postoperative Delirium in Indian Patients Following Major Abdominal Surgery for Cancer: Risk Factors and Associations. | Dhakharia, V. Sinha, S. Bhaumik, J. | Indian J Surg Oncol | 2017 |
Cancer |
| Effect of an interactive E-learning tool for delirium on patient and nursing outcomes in a geriatric hospital setting: findings of a before-after study. | Detroyer, E. Dobbels, F. Teodorczuk, A. Deschodt, M. Depaifve, Y. Joosten, E. Milisen, K. | BMC Geriatr | 2018 |
*Delirium |
| Melatonin and the Prevention and Management of Delirium: A Scoping Study. | Choy, S. W. Yeoh, A. C. Lee, Z. Z. Srikanth, V. Moran, C. | Front Med | 2017 |
delirium |
| The impact of sepsis, delirium, and psychological distress on self-rated cognitive function in ICU survivors-a prospective cohort study. | Bruck, E. Schandl, A. Bottai, M. Sackey, P. | J Intensive Care | 2018 |
Anxiety |
| Falls and Delirium in an Acute Care Setting: A Retrospective Chart Review Before and After an Organization Wide Interprofessional Education. | Babine, R. L. Hyrkas, K. E. Hallen, S. Wierman, H. R. Bachand, D. A. Chapman, J. L. Fuller, V. J. | J Clin Nurs | 2018 |
delirium |