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 ICU Patients with Burns: A 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 to 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 h or more between January 2015 and June 2023. Seventy 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 h after ICU admission. Ten different machine-learning methods were employed to predict ICU delirium. Multiple receiver operating characteristic curves were plotted for various machine learning models, and the area under each curve (AUC) was compared. Additionally, the top 15 risk factors contributing to delirium onset were identified using Shapley Additive exPlanations analysis. RESULTS: Among the ten machine learning models tested, logistic regression (AUC: 0.906 ± 0.073), support vector machine (AUC: 0.897 ± 0.056), k-nearest neighbors (AUC: 0.894 ± 0.060), neural network (AUC: 0.857 ± 0.058), random forest (AUC: 0.850 ± 0.074), AdaBoost (AUC: 0.832 ± 0.094), gradient boosting machine (AUC: 0.821 ± 0.074), and Naive Bayes (AUC: 0.827 ± 0.095) demonstrated the highest accuracy in predicting ICU delirium. Specifically, 24-h urine output (from ICU admission to 24 h), oxygen saturation, burn area, total bilirubin level, and intubation upon ICU admission were identified as the major risk factors for delirium onset. Additionally, 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 with vital signs and blood data upon ICU admission to predict delirium in patients with burns during their ICU stay.
- PMID
PMID: 39895101
- Keywords
Delirium, ICU, Burn care, Machine learning model, ICU delirium screening checklist
- Page(s)
- Volume
- Issue
| Title | Authors | Journal | Year | Keywords |
|---|---|---|---|---|
| Public health model identifies recruitment barriers among older adults with delirium and dementia. | Bull MJ, Boaz L, Sjostedt JM | Public health nursing (Boston, Mass.) | 2014 |
Aged, Caregivers, Delirium, nursing, Dementia, nursing, Humans, Models, Nursing, Nurse-Patient Relations, Patient Selection, Pilot Projects, Professional-Family Relations, Public Health Nursing |
| Risk factors for incident delirium among older people in acute hospital medical units: a systematic review and meta-analysis. | Ahmed S, Leurent B, Sampson EL | Age and ageing | 2014 |
Activities of Daily Living, Aged, Comorbidity, Confidence Intervals, Delirium, epidemiology, Dementia, complications, Drug-Related Side Effects and Adverse Reactions, complications, Female, Geriatric Assessment, Hospitalization, statistics & numerical data, Humans, Incidence, Infection, complications, Male, Malnutrition, complications, Odds Ratio, Risk Factors, Sensation Disorders, complications, Severity of Illness Index, Water-Electrolyte Imbalance, complications |
| An educational intervention to improve internal medicine interns' awareness of hazards of hospitalization in acutely ill older adults. | Wilkerson LM, Iwata I, Wilkerson MD, Heflin MT | Journal of the American Geriatrics Society | 2014 |
Acute Disease, therapy, Aged, Awareness, Clinical Competence, Curriculum, Education, Medical, Continuing, methods, Female, Geriatrics, education, Hospitalization, Humans, Internal Medicine, education, Internship and Residency, methods, Male, North Carolina, Questionnaires |
| Pharmacologic prevention of postoperative delirium. | Gosch M, Nicholas JA | Zeitschrift für Gerontologie und Geriatrie | 2014 | |
| Core symptoms not meeting criteria for delirium are associated with cognitive and functional impairment and mood and behavior problems in older long-term care residents. | Cole MG, McCusker J, Voyer P, Monette J, Champoux N, Ciampi A, Belzile E, Vu M | International psychogeriatrics / IPA | 2014 | |
| Screening, detection and management of delirium in the emergency department - a pilot study on the feasibility of a new algorithm for use in older emergency department patients: the modified Confusion Assessment Method for the Emergency Department (mCAM-E | Grossmann FF, Hasemann W, Graber A, Bingisser R, Kressig RW, Nickel CH | Scandinavian journal of trauma, resuscitation and emergency medicine | 2014 |
Age Distribution, Age Factors, Aged, Aged, 80 and over, Algorithms, Cross-Sectional Studies, Delirium, diagnosis, Disease Management, Emergency Service, Hospital, statistics & numerical data, Feasibility Studies, Female, Geriatric Assessment, methods, Humans, Incidence, Male, Pilot Projects, Prevalence, Prospective Studies, Reproducibility of Results, Switzerland, epidemiology |
| Pharmacological treatments of non-substance-withdrawal delirium: a systematic review of prospective trials. | Friedman JI, Soleimani L, McGonigle DP, Egol C, Silverstein JH | The American journal of psychiatry | 2014 |
Analgesics, adverse effects, Anesthetics, Local, adverse effects, Antipsychotic Agents, adverse effects, Clinical Trials as Topic, Delirium, drug therapy, Humans, Hypnotics and Sedatives, adverse effects |
| The Model of Care Partner Engagement: use in delirium management. | Hill NL, Yevchak A, Gilmore-Bykovskyi A, Kolanowski AM | Geriatric nursing (New York, N.Y.) | 2014 | |
| Type of anesthesia and postoperative delirium after vascular surgery. | Ellard L, Katznelson R, Wasowicz M, Ashworth A, Carroll J, Lindsay T, Djaiani G | Journal of cardiothoracic and vascular anesthesia | 2014 | |
| The Richmond Agitation-Sedation Scale modified for palliative care inpatients (RASS-PAL): a pilot study exploring validity and feasibility in clinical practice. | Bush SH, Grassau PA, Yarmo MN, Zhang T, Zinkie SJ, Pereira JL | BMC palliative care | 2014 | |
| Diagnoses, problems and healthcare interventions amongst older people with an unscheduled hospital admission who have concurrent mental health problems: a prevalence study. | Glover A, Bradshaw LE, Watson N, Laithwaite E, Goldberg SE, Whittamore KH, Harwood RH, | BMC geriatrics | 2014 | |
| Palliative care nurses' recognition and assessment of patients with delirium symptoms: A qualitative study using critical incident technique. | Hosie A, Agar M, Lobb E, Davidson PM, Phillips J | International journal of nursing studies | 2014 | |
| EEG in delirium: Increased spectral variability and decreased complexity. | van der Kooi AW, Slooter AJ, van Het Klooster MA, Leijten FS | Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology | 2014 | |
| Improving patient care through the prism of psychology: application of Maslow's hierarchy to sedation, delirium, and early mobility in the intensive care unit. | Jackson JC, Santoro MJ, Ely TM, Boehm L, Kiehl AL, Anderson LS, Ely EW | Journal of critical care | 2014 | |
| A practical approach to neurologic evaluation in the intensive care unit. | Singhal NS, Josephson SA | Journal of critical care | 2014 | |
| Nurses' Knowledge and Practices in Cases of Acute and Chronic Confusion: A Questionnaire Survey. | Sampaio FM, Sequeira C | Perspectives in psychiatric care | 2014 | |
| Hospital-acquired delirium in older adults. | Stall N, Wong CL | CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne | 2014 |
Aged, Delirium, diagnosis, Hospitalization, Humans, Iatrogenic Disease, prevention & control |
| Nurse/family caregiver intervention for delirium increases delirium knowledge and improves attitudes toward partnership. | Rosenbloom DA, Fick DM | Geriatric nursing (New York, N.Y.) | 2014 | |
| Performance and agreement of risk stratification instruments for postoperative delirium in persons aged 50 years or older. | Jansen CJ, Absalom AR, de Bock GH, van Leeuwen BL, Izaks GJ | PloS one | 2014 | |
| Impaired arousal at initial presentation predicts 6-month mortality: an analysis of 1084 acutely ill older patients. | Han JH, Vasilevskis EE, Shintani A, Graves AJ, Schnelle JF, Dittus RS, Powers JS, Wilson A, Storrow AB, Ely EW | Journal of hospital medicine : an official publication of the Society of Hospital Medicine | 2014 | |
| Early mortality after hip fracture: what matters? | Dubljanin Raspopovic E, Markovic Denic L, Marinkovic J, Radinovic K, Ilić N, Tomanović Vujadinović S, Kadija M | Psychogeriatrics : the official journal of the Japanese Psychogeriatric Society | 2014 | |
| Poor functional recovery after delirium is associated with other geriatric syndromes and additional illnesses. | Dasgupta M, Brymer C | International psychogeriatrics / IPA | 2015 | |
| Emergence from general anaesthesia and evolution of delirium signs in the post-anaesthesia care unit. | Card E, Pandharipande P, Tomes C, Lee C, Wood J, Nelson D, Graves A, Shintani A, Ely EW, Hughes C | British journal of anaesthesia | 2015 |
Adult, Aged, Anesthesia Recovery Period, Anesthesia, General, Delirium, epidemiology, Female, Humans, Intensive Care, Intensive Care Units, Length of Stay, statistics & numerical data, Male, Middle Aged, New Orleans, epidemiology, Postoperative Complications, epidemiology, Prospective Studies, Psychomotor Agitation, epidemiology, Risk Factors |
| Testing a family-centered intervention to promote functional and cognitive recovery in hospitalized older adults. | Boltz M, Resnick B, Chippendale T, Galvin J | Journal of the American Geriatrics Society | 2014 | |
| Comprehensive geriatric assessment predicts mortality and adverse outcomes in hospitalized older adults. | Avelino-Silva TJ, Farfel JM, Curiati JA, Amaral JR, Campora F, Jacob-Filho W | BMC geriatrics | 2014 | |
| Defining 'recovery' for delirium research: a systematic review. | Adamis D, Devaney A, Shanahan E, McCarthy G, Meagher D | Age and ageing | 2015 | |
| American geriatrics society abstracted clinical practice guideline for postoperative delirium in older adults. | Journal of the American Geriatrics Society | 2015 | ||
| Incidence, impact, and risk factors of adverse events in thoracic and lumbar spine fractures: an ambispective cohort analysis of 390 patients. | Glennie RA, Ailon T, Yang K, Batke J, Fisher CG, Dvorak MF, Vaccaro AR, Fehlings MG, Arnold P, Harrop JS, Street JT | The spine journal : official journal of the North American Spine Society | 2015 | |
| The attributable mortality of delirium in critically ill patients: prospective cohort study. | Klein Klouwenberg PM, Zaal IJ, Spitoni C, Ong DS, van der Kooi AW, Bonten MJ, Slooter AJ, Cremer OL | BMJ (Clinical research ed.) | 2014 | |
| Do fluctuations in endogenous melatonin levels predict the occurrence of postoperative cognitive dysfunction (POCD)? | Wu Y, Wang J, Wu A, Yue Y | The International journal of neuroscience | 2014 | |
| Predictors of mortality for people aged over 65 years receiving mental health care for delirium in a South London Mental Health Trust, UK: a retrospective survival analysis. | Ward G, Perera G, Stewart R | International journal of geriatric psychiatry | 2015 | |
| Using the Chinese version of Memorial Delirium Assessment Scale to describe postoperative delirium after hip surgery. | Shi Z, Wu Y, Li C, Fu S, Li G, Zhu Y, Swain CA, Marcantonio ER, Xie Z, Shen Y | Frontiers in aging neuroscience | 2014 | |
| Cost-benefit analysis of a delirium prevention strategy in the intensive care unit. | Lee E, Kim J | Nursing in critical care | 2014 | |
| Towards an understanding of why undergraduate teaching about delirium does not guarantee gold-standard practice-results from a UK national survey. | Fisher JM, Gordon AL, MacLullich AM, Tullo E, Davis DH, Blundell A, Field RH, Teodorczuk A | Age and ageing | 2014 | |
| The association between acute respiratory distress syndrome, delirium, and in-hospital mortality in intensive care unit patients. | Hsieh SJ, Soto GJ, Hope AA, Ponea A, Gong MN | American journal of respiratory and critical care medicine | 2015 | |
| Optimal screening for increased risk for adverse outcomes in hospitalised older adults. | Heim N, van Fenema EM, Weverling-Rijnsburger AW, Tuijl JP, Jue P, Oleksik AM, Verschuur MM, Haverkamp JS, Blauw GJ, van der Mast RC, Westendorp RG | Age and ageing | 2014 | |
| Reliability and validity assessment of the Japanese version of the Confusion Assessment Method for the Intensive Care Unit (CAM-ICU). | Koga Y, Tsuruta R, Murata H, Matsuo K, Ito T, Ely EW, Shintani A, Wakamatsu H, Sanui M, Yamase H | Intensive & critical care nursing : the official journal of the British Association of Critical Care Nurses | 2014 | |
| A family approach to delirium: a review of the literature. | Halloway S | Aging & mental health | 2014 |
Delirium, diagnosis, Family, psychology, Humans |
| Benzodiazepine and Sedative-Hypnotic Use Among Older Seriously Ill Veterans: Choosing Wisely? | Garrido MM, Prigerson HG, Penrod JD, Jones SC, Boockvar KS | Clinical therapeutics | 2014 | |
| Quantitative proteomics of delirium cerebrospinal fluid. | Poljak A, Hill M, Hall RJ, MacLullich AM, Raftery MJ, Tai J, Yan S, Caplan GA | Translational psychiatry | 2014 | |
| Validation of a consensus method for identifying delirium from hospital records. | Kuhn E, Du X, McGrath K, Coveney S, O'Regan N, Richardson S, Teodorczuk A, Allan L, Wilson D, Inouye SK, MacLullich AM, Meagher D, Brayne C, Timmons S, Davis D | PloS one | 2014 | |
| Impact of polypharmacy on occurrence of delirium in elderly emergency patients. | Hein C, Forgues A, Piau A, Sommet A, Nourhashémi F, Vellas B | Journal of the American Medical Directors Association | 2014 | |
| Neopterin: a potential biomarker for delirium in elderly patients. | Egberts A, Wijnbeld EH, Fekkes D, van der Ploeg MA, Ziere G, Hooijkaas H, van der Cammen TJ, Mattace-Raso FU | Dementia and geriatric cognitive disorders | 2015 |
Aged, Aged, 80 and over, Biomarkers, blood, Delirium, blood, Female, Humans, Insulin-Like Growth Factor Binding Protein 1, blood, Interleukin-6, blood, Male, Neopterin, blood, Oxidative Stress, physiology |
| Neurocognitive changes after lung transplantation. | Smith PJ, Rivelli S, Waters A, Reynolds J, Hoyle A, Flowers M, Davis RD, Palmer SM, Mathew J, Durheim M, Blumenthal JA | Annals of the American Thoracic Society | 2014 | |
| A Review of Multifaceted Care Approaches for the Prevention and Mitigation of Delirium in Intensive Care Units. | Collinsworth AW, Priest EL, Campbell CR, Vasilevskis EE, Masica AL | Journal of intensive care medicine | 2016 | |
| The temporal relationship between early postoperative delirium and postoperative cognitive dysfunction in older patients: a prospective cohort study. | Youngblom E, DePalma G, Sands L, Leung J | Canadian journal of anaesthesia = Journal canadien d'anesthésie | 2014 | |
| The prevalence and clinical manifestations of delirium in sub-Saharan Africa: A systematic review with inferences. | Paddick SM, Kalaria RN, Mukaetova-Ladinska EB | Journal of the neurological sciences | 2015 | |
| Preventing delirium: should non-pharmacological, multicomponent interventions be used? A systematic review and meta-analysis of the literature. | Martinez F, Tobar C, Hill N | Age and ageing | 2015 | |
| Frequency of delirium and subsyndromal delirium in an adult acute hospital population. | Meagher D, O'Regan N, Ryan D, Connolly W, Boland E, O'Caoimhe R, Clare J, Mcfarland J, Tighe S, Leonard M, Adamis D, Trzepacz PT, Timmons S | The British journal of psychiatry : the journal of mental science | 2014 | |
| Remote ischemic preconditioning prevents deterioration of short-term postoperative cognitive function after cardiac surgery using cardiopulmonary bypass: results of a pilot investigation. | Hudetz JA, Patterson KM, Iqbal Z, Gandhi SD, Pagel PS | Journal of cardiothoracic and vascular anesthesia | 2015 | |
| A delirium risk modification program is associated with hospital outcomes. | Rudolph JL, Archambault E, Kelly B, | Journal of the American Medical Directors Association | 2014 | |
| Factors associated with short-term functional recovery in elderly people with a hip fracture. Influence of cognitive impairment. | Uriz-Otano F, Uriz-Otano JI, Malafarina V | Journal of the American Medical Directors Association | 2015 | |
| MMSE items that predict incident delirium and hypoactive subtype in older medical inpatients. | Gabriel Franco J, Santesteban O, Trzepacz P, Bernal C, Valencia C, Ocampo MV, Pablo Jd, Gaviria AM, Vilella E | Psychiatry research | 2014 | |
| Interrelationship of postoperative delirium and cognitive impairment and their impact on the functional status in older patients undergoing orthopaedic surgery: a prospective cohort study. | Liang CK, Chu CL, Chou MY, Lin YT, Lu T, Hsu CJ, Chen LK | PloS one | 2014 | |
| Delirium affects length of hospital stay after lung transplantation. | Smith PJ, Rivelli SK, Waters AM, Hoyle A, Durheim MT, Reynolds JM, Flowers M, Davis RD, Palmer SM, Mathew JP, Blumenthal JA | Journal of critical care | 2015 | |
| Postoperative delirium following transcatheter aortic valve implantation: a historical cohort study. | Tse L, Bowering JB, Schwarz SK, Moore RL, Burns KD, Barr AM | Canadian journal of anaesthesia = Journal canadien d'anesthésie | 2015 | |
| Classification of daily mental status in critically ill patients for research purposes. | Zaal IJ, Tekatli H, van der Kooi AW, Klijn FA, Koek HL, van Dijk D, Slooter AJ | Journal of critical care | 2015 | |
| ECHO-AGE: An Innovative Model of Geriatric Care for Long-Term Care Residents With Dementia and Behavioral Issues. | Catic AG, Mattison ML, Bakaev I, Morgan M, Monti SM, Lipsitz L | Journal of the American Medical Directors Association | 2014 | |
| Pre-Operative, High-IL-6 Blood Level is a Risk Factor of Post-Operative Delirium Onset in Old Patients. | Capri M, Yani SL, Chattat R, Fortuna D, Bucci L, Lanzarini C, Morsiani C, Catena F, Ansaloni L, Adversi M, Melotti MR, Di Nino G, Franceschi C | Frontiers in endocrinology | 2014 | |
| 3D-CAM: Derivation and Validation of a 3-Minute Diagnostic Interview for CAM-Defined Delirium: A Cross-sectional Diagnostic Test Study. | Marcantonio ER, Ngo LH, O'Connor M, Jones RN, Crane PK, Metzger ED, Inouye SK | Annals of internal medicine | 2014 | |
| Validity and reliability of the Thai version of the Confusion Assessment Method for the Intensive Care Unit (CAM-ICU). | Pipanmekaporn T, Wongpakaran N, Mueankwan S, Dendumrongkul P, Chittawatanarat K, Khongpheng N, Duangsoy N | Clinical interventions in aging | 2014 | |
| Severity of cognitive impairment as a prognostic factor for mortality and functional recovery of geriatric patients with hip fracture. | Tarazona-Santabalbina FJ, Belenguer-Varea A, Rovira Daudi E, Salcedo Mahiques E, Cuesta Peredó D, Doménech-Pascual JR, Gac Espínola H, Avellana Zaragoza JA | Geriatrics & gerontology international | 2014 | |
| Clinical Monitoring Scales in Acute Brain Injury: Assessment of Coma, Pain, Agitation, and Delirium. | Riker RR, Fugate JE, | Neurocritical care | 2014 | |
| Neurological complications of surgery and anaesthesia. | Mashour GA, Woodrum DT, Avidan MS | British journal of anaesthesia | 2014 | |
| Adverse Neurologic Effects of Medications Commonly Used in the Intensive Care Unit. | Voils SA, Human T, Brophy GM | Critical care clinics | 2014 | |
| Estimating the effect of incident delirium on short-term outcomes in aged hip fracture patients through propensity score analysis. | Radinovic K, Markovic-Denic L, Dubljanin-Raspopovic E, Marinkovic J, Milan Z, Bumbasirevic V | Geriatrics & gerontology international | 2015 | |
| The Mini-Mental State Examination as a diagnostic and screening test for delirium: systematic review and meta-analysis. | Mitchell AJ, Shukla D, Ajumal HA, Stubbs B, Tahir TA | General hospital psychiatry | 2014 | |
| Adverse consequences of glucocorticoid medication: psychological, cognitive, and behavioral effects. | Judd LL, Schettler PJ, Brown ES, Wolkowitz OM, Sternberg EM, Bender BG, Bulloch K, Cidlowski JA, Ronald de Kloet E, Fardet L, Joëls M, Leung DY, McEwen BS, Roozendaal B, Van Rossum EF, Ahn J, Brown DW, Plitt A, Singh G | The American journal of psychiatry | 2014 | |
| A multifaceted intervention package to improve the diagnosis and management of delirium. | Fleet J, Chen S, Martin FC, Ernst T | International psychogeriatrics / IPA | 2014 | |
| Improvement of care for ICU patients with delirium by early screening and treatment: study protocol of iDECePTIvE study. | Ista E, Trogrlic Z, Bakker J, Osse R, van Achterberg T, van der Jagt M | Implementation science : IS | 2014 | |
| Outcomes after delirium in a Japanese intensive care unit. | Yamaguchi T, Tsukioka E, Kishi Y | General hospital psychiatry | 2014 | |
| Arterial pressure above the upper cerebral autoregulation limit during cardiopulmonary bypass is associated with postoperative delirium. | Hori D, Brown C, Ono M, Rappold T, Sieber F, Gottschalk A, Neufeld KJ, Gottesman R, Adachi H, Hogue CW | British journal of anaesthesia | 2014 |
Aged, Arterial Pressure, physiology, Cardiopulmonary Bypass, adverse effects, Cerebrovascular Circulation, physiology, Delirium, etiology, Female, Homeostasis, physiology, Humans, Male, Middle Aged, Monitoring, Intraoperative, methods, Perioperative Care, methods, Prospective Studies, Risk Factors, Spectroscopy, Near-Infrared, methods |
| Postoperative Delirium: Risk Factors, Prevention, and Treatment. | Trabold B, Metterlein T | Journal of cardiothoracic and vascular anesthesia | 2014 | |
| Anticholinergic drug use and negative outcomes among the frail elderly population living in a nursing home. | Landi F, Dell'Aquila G, Collamati A, Martone AM, Zuliani G, Gasperini B, Eusebi P, Lattanzio F, Cherubini A | Journal of the American Medical Directors Association | 2014 | |
| Experiences, understandings and support needs of family carers of older patients with delirium: a descriptive mixed methods study in a hospital delirium unit. | Toye C, Matthews A, Hill A, Maher S | International journal of older people nursing | 2014 | |
| Delirium in elderly patients hospitalized in internal medicine wards. | Fortini A, Morettini A, Tavernese G, Facchini S, Tofani L, Pazzi M | Internal and emergency medicine | 2014 |
Aged, Aged, 80 and over, Delirium, epidemiology, Female, Hospital Departments, Hospitalization, Humans, Incidence, Internal Medicine, Male, Prospective Studies, Risk Factors |
| Development and validation of a delirium predictive score in older people. | Carrasco MP, Villarroel L, Andrade M, Calderón J, González M | Age and ageing | 2014 |
Activities of Daily Living, psychology, Aged, Chile, epidemiology, Comorbidity, Decision Support Techniques, Dehydration, blood, Delirium, blood, Female, Geriatric Assessment, methods, Hospitalization, statistics & numerical data, Humans, Male, Prospective Studies, ROC Curve, Reproducibility of Results, Risk Assessment, methods, Risk Factors, Severity of Illness Index |
| Raised IL-2 and TNF-α concentrations are associated with postoperative delirium in patients undergoing coronary-artery bypass graft surgery. | Kazmierski J, Banys A, Latek J, Bourke J, Jaszewski R | International psychogeriatrics / IPA | 2014 |
Aged, Biological Markers, blood, Cardiopulmonary Bypass, adverse effects, Coronary Artery Bypass, adverse effects, Delirium, blood, Early Diagnosis, Female, Humans, Interleukin-2, blood, Male, Middle Aged, Monitoring, Physiologic, methods, Outcome Assessment (Health Care), Poland, Postoperative Complications, blood, Preoperative Care, methods, Prospective Studies, Psychiatric Status Rating Scales, Risk Assessment, Risk Factors, Tumor Necrosis Factor-alpha, blood |
| Nurse screening for delirium in older patients attending the emergency department. | Hare M, Arendts G, Wynaden D, Leslie G | Psychosomatics | 2014 | |
| Hospitalization and cognitive decline: Can the nature of the relationship be deciphered? | Mathews SB, Arnold SE, Epperson CN | The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry | 2014 | |
| Can improved intra- and inter-team communication reduce missed delirium? | Detweiler MB, Kenneth A, Bader G, Sullivan K, Murphy PF, Halling M, Kalafat N, Detweiler JG | The Psychiatric quarterly | 2014 | |
| Olanzapine postinjection delirium/sedation syndrome: an unrecognized diagnosis in the emergency department. | Vodovar D, Malissin I, Deye N, Baud FJ, Mégarbane B | The Journal of emergency medicine | 2014 | |
| A multifaceted educational intervention to prevent delirium in older inpatients: a before and after study. | Wand AP, Thoo W, Sciuriaga H, Ting V, Baker J, Hunt GE | International journal of nursing studies | 2014 |
Aged, Aged, 80 and over, Delirium, prevention & control, Female, Humans, Inpatients, Inservice Training, organization & administration, Male, New South Wales |
| Screening for delirium in the emergency department: a systematic review. | LaMantia MA, Messina FC, Hobgood CD, Miller DK | Annals of emergency medicine | 2014 |
Aged, Delirium, diagnosis, Emergency Service, Hospital, Geriatric Assessment, Humans, Mass Screening, Neuropsychological Tests |
| Delirium and coma evaluated in mechanically ventilated patients in the intensive care unit in Japan: a multi-institutional prospective observational study. | Tsuruta R, Oda Y, Shintani A, Nunomiya S, Hashimoto S, Nakagawa T, Oida Y, Miyazaki D, Yabe S, | Journal of critical care | 2014 | |
| Caring for cognitively impaired older patients in the general hospital: A qualitative analysis of similarities and differences between a specialist Medical and Mental Health Unit and standard care wards. | Goldberg SE, Whittamore KH, Pollock K, Harwood RH, Gladman JR | International journal of nursing studies | 2014 | |
| The effect of a multicomponent multidisciplinary bundle of interventions on sleep and delirium in medical and surgical intensive care patients. | Patel J, Baldwin J, Bunting P, Laha S | Anaesthesia | 2014 |
Adult, Aged, Delirium, prevention & control, Female, Humans, Intensive Care, Intensive Care Units, Lighting, Male, Middle Aged, Noise, prevention & control, Sleep Deprivation, prevention & control |
| [Methohexital for analgosedation of ventilated intensive care patients : prospective nonrandomized single center observational study on incidence of delirium]. | Volz D, Vogt A, Schütz M, Hopf HB | Der Anaesthesist | 2014 | |
| Delirium educational interventions should address negative attitudes and focus on promoting learning through practice. | Teodorczuk A, Mukaetova-Ladinska E | Journal of the American Geriatrics Society | 2014 |
Delirium, diagnosis, Health Personnel, education, Humans |
| EEG patterns compatible with nonconvulsive status epilepticus are common in elderly patients with delirium: a prospective study with continuous EEG monitoring. | Gilles N, Chantal D, Claire M, Keziah K, Thierry P, Benjamin L | Epilepsy & behavior : E&B | 2014 | |
| Duration of delirium and patient-centered outcomes: embracing the short- and long-term perspective. | Anderson BJ, Mikkelsen ME | Critical care medicine | 2014 |
Delirium |
| Clarifying the confusion surrounding drug-associated delirium in the ICU. | Devlin JW, Zaal IJ, Slooter AJ | Critical care medicine | 2014 |
Acute Lung Injury, drug therapy, Adrenal Cortex Hormones, adverse effects, Delirium, etiology, Female, Humans, Male, Respiration, Artificial |
| Incidence and risk factors of delirium in the elderly general surgical patient. | de Castro SM, Ünlü Ç, Tuynman JB, Honig A, van Wagensveld BA, Steller EP, Vrouenraets BC | American journal of surgery | 2014 |
Age Factors, Aged, Aged, 80 and over, Delirium, diagnosis, Female, General Surgery, Hospitalization, Humans, Incidence, Length of Stay, Logistic Models, Male, Middle Aged, Multivariate Analysis, Preoperative Period, Prospective Studies, Psychiatric Status Rating Scales, Risk Factors, Surgical Procedures, Elective, Surgical Procedures, Operative |
| Delirium and the Family Caregiver: The Need for Evidence-based Education Interventions. | Carbone MK, Gugliucci MR | The Gerontologist | 2015 |
Adaptation, Psychological, Adult, Aged, Caregivers, Delirium, nursing, Family, Humans, Quality of Life, Social Support |
| Newly identified precipitating factors in mechanical ventilation-induced brain damage: implications for treating ICU delirium. | González-López A, Albaiceta GM, Talbot K | Expert review of neurotherapeutics | 2014 | |
| Gender differences in factors associated with delirium severity in older adults with dementia. | Kolanowski AM, Hill NL, Kurum E, Fick DM, Yevchak AM, Mulhall P, Clare L, Valenzuela M | Archives of psychiatric nursing | 2014 | |
| Length of red cell unit storage and risk for delirium after cardiac surgery. | Brown CH, Grega M, Selnes OA, McKhann GM, Shah AS, LaFlam A, Savage WJ, Frank SM, Hogue CW, Gottesman RF | Anesthesia and analgesia | 2014 |
Aged, Aged, 80 and over, Baltimore, Blood Banks, Blood Preservation, adverse effects, Cardiac Surgical Procedures, adverse effects, Cardiopulmonary Bypass, adverse effects, Case-Control Studies, Chi-Square Distribution, Coronary Artery Bypass, adverse effects, Delirium, diagnosis, Erythrocyte Transfusion, adverse effects, Female, Heart Valve Prosthesis Implantation, adverse effects, Humans, Logistic Models, Male, Middle Aged, Multivariate Analysis, Odds Ratio, Postoperative Hemorrhage, etiology, Prospective Studies, Risk Factors, Time Factors, Treatment Outcome, Vascular Surgical Procedures, adverse effects |
| Delirium and dementia with Lewy bodies: distinct diagnoses or part of the same spectrum? | Gore RL, Vardy ER, O'Brien JT | Journal of neurology, neurosurgery, and psychiatry | 2015 |
Accidental Falls, Affective Symptoms, complications, Biological Markers, blood, Brain, metabolism, Cognition Disorders, complications, Consciousness Disorders, complications, Delirium, blood, Delusions, complications, Functional Neuroimaging, Humans, Lewy Body Disease, blood, Movement Disorders, complications, Perceptual Disorders, complications, Sleep Disorders, complications, Syncope, complications |
| Preoperative assessment of the older patient: a narrative review. | Oresanya LB, Lyons WL, Finlayson E | JAMA | 2014 |
Aged, Aged, 80 and over, Decision Making, Frail Elderly, Geriatric Assessment, Humans, Informed Consent, Odds Ratio, Preoperative Period, Risk Assessment, Surgical Procedures, Operative, adverse effects |
| Postoperative delirium and pre-fracture disability predict 6-month mortality among the oldest old hip fracture patients. | Mazzola P, Bellelli G, Broggini V, Anzuini A, Corsi M, Berruti D, De Filippi F, Zatti G, Annoni G | Aging clinical and experimental research | 2015 |