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Lindroth H, Sahajwani J, Hudson M, Heier L, Gonzalez AA, Bhattacharyya A, Zheng Z, Boustani M, Herasevich V, McGowan M, Barry B. Applying an Agile Science Roadmap to Integrate and Evaluate Ethical Frameworks Throughout the Lifecycle and Use of Artificial Intelligence Tools in the Intensive Care Unit. Crit Care Nurs Clin North Am 2025; 37:347-363. [PMID: 40382095 DOI: 10.1016/j.cnc.2025.02.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2025]
Abstract
This article summarizes existing ethical frameworks for healthcare artificial intelligence (AI) and ambient sensing technology, such as computer vision, and examines their application to improve patient outcomes in the intensive care unit (ICU). Integrating ethical considerations such as privacy, fairness, and autonomy into the lifecycle of an AI tool is necessary to fully harvest AI's potential to deliver safe, high-quality, personalized, and low-cost healthcare services that provide positive experiences for patients, families, and clinicians while improving health outcomes. Drawing from agile science, the article proposes a practical roadmap for clinician and researcher use to identify, integrate, and monitor ethical considerations throughout the lifecycle of an AI tool with the intention to improve patient care. A use case illustrates the application of the agile science-informed roadmap that details the development of a passive digital marker for delirium severity.
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Affiliation(s)
- Heidi Lindroth
- Division of Nursing Research, Department of Nursing, Mayo Clinic, Rochester, MN, USA; Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA; Center for Health Innovation and Implementation Science, School of Medicine, Indiana University, Indianapolis, IN, USA.
| | - Juhi Sahajwani
- Department of Critical Care Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Mark Hudson
- School of Psychology and Counselling, The Open University, Milton Keynes, UK
| | - Laura Heier
- Department of Graduate Nursing, Viterbo University, La Crosse, WI, USA; Department of Neurosurgery, Mayo Clinic, Rochester, MN, USA
| | - Andrew A Gonzalez
- Center for Health Services Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA; Surgical Outcomes and Quality Improvement Center, Department of Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA
| | | | - Zhi Zheng
- Department of Electrical Engineering, University of Notre Dame, Notre Dame, IN, USA
| | - Malaz Boustani
- Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA; Center for Health Innovation and Implementation Science, School of Medicine, Indiana University, Indianapolis, IN, USA
| | - Vitaly Herasevich
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | - Michelle McGowan
- Biomedical Ethics, Departments of Quantitative Health Sciences and Artificial Intelligence and Informatics, Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN, USA
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Schimböck F, Krüger L, Hoffmann M, Jeitziner MM, Lindroth H, Liu K, Nydahl P, Von Haken R, Thomas Exl M, Fischbacher S, WDAD-DACH study group 1. Delirium prevalence and management in general wards, emergency departments, rehabilitation centres and nursing homes in Germany, Austria and Switzerland (DACH countries): A secondary analysis of a worldwide point prevalence study. INTERNATIONAL JOURNAL OF NURSING STUDIES ADVANCES 2025; 8:100309. [PMID: 40125030 PMCID: PMC11929099 DOI: 10.1016/j.ijnsa.2025.100309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 02/05/2025] [Accepted: 02/09/2025] [Indexed: 03/25/2025] Open
Abstract
Background Delirium is a common neuropsychiatric syndrome associated with an increased risk of mortality and length of stay. Current delirium prevalence, assessments and management practices of delirium in DACH countries are unknown. Objective To examine the delirium point prevalence, assessment, management practices in general wards, emergency departments, rehabilitation centres and nursing homes in DACH countries. Design Secondary data analysis from a prospective, cross-sectional, worldwide one-day point delirium prevalence study (registered in the German Registry for Clinical Trials, DRKS00030002). Settings General hospital wards, emergency departments, rehabilitation centres and nursing homes excluding operating rooms, ambulatory, high acuity, intermediate care and intensive care units. Participants In total, 172 wards (majority were general wards; 91.3 %, n = 157) from Germany, Austria and Switzerland participated. Methods Descriptive analysis of a 39-questions online survey with aggregated routine patient and facility data completed by healthcare professionals, administrators, and researchers on World Delirium Awareness Day, March 15th, 2023. Data on delirium prevalence were collected at 8:00 A.M. and P.M. (± 4 h). Use of delirium assessments, delirium awareness structures, presence of care protocols, and barriers to delirium management structures were reported. Results Overall delirium prevalence was 7.1 % (n = 143/2,028) at 8:00 A.M. and 7.2 % (n = 133/1,842) at 8:00 P.M. There was no statistically significant difference between the delirium prevalence assessed with valid (p = .770) or non-valid assessment (p = .643). The most frequent delirium assessments were the Nursing Delirium Screening Scale (16.3 %, n = 28/172), the Confusion Assessment Method (15.7 %, n = 27/172) and the Delirium Observation Screening Scale (9.3 %, n = 16/172). The most reported interventions to provide delirium awareness and education were "delirium is mentioned in handovers" (53.5 %, n = 92/172), "availability of delirium experts" (51.2 %, n = 88/172) and "delirium education during the last year" (48.3 %, n = 83/172). An existing delirium management protocol was present in 76.7 % (n = 132/172) of participating wards. The most frequently reported barriers to delirium care were "shortage of staff" (45.3 %, n = 78/172), "patients who are difficult to assess" (32.6 %, n = 56/172), and "communication gaps between professions" (29.1 %, n = 50/172). As non-pharmacological interventions, "mobilization" (92.4 %, n = 159/172), "pain management" (87.8 %, n = 151/172), and "adequate fluids" (83.7 %, n = 144/172) were mostly reported. Conclusions Delirium is a frequent complication in patients in DACH countries. More than three quarter of participating wards reported a delirium management protocol suggesting awareness of published guidelines and best practice recommendations. Improved staffing, education on delirium assessment, and interprofessional communication could be helpful to improve the usage of valid delirium assessments and addressing barriers to delirium management.
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Affiliation(s)
- Florian Schimböck
- Institute of General Practice, University Hospital of Schleswig-Holstein/Kiel University, Kiel, Germany
| | - Lars Krüger
- Project and Knowledge Management/Care Development intensive care, Care Directorate, Heart and Diabetes Center NRW, University Hospital of the Ruhr University Bochum, Bad Oeynhausen, Germany
| | - Magdalena Hoffmann
- Research Unit for Safety and Sustainability in Healthcare, c/o Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, Graz, Austria
| | - Marie-Madlen Jeitziner
- Department of Intensive Care Medicine, University Hospital Bern, Inselspital, University Bern, Bern, Switzerland
- Institute of Nursing Science (INS), Department of Public Health (DPH), Faculty of Medicine, University of Basel, Basel, Switzerland
| | - Heidi Lindroth
- Division of Nursing Research, Department of Nursing, Mayo Clinic, Rochester, MN, USA
- Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA
- Center for Innovation and Implementation Science, School of Medicine, Indiana University, Indianapolis, IN, USA
| | - Keibun Liu
- Non-Profit Organization ICU Collaboration Network (ICON), Tokyo, Japan
| | - Peter Nydahl
- Nursing Research, University Hospital of Schleswig-Holstein, Kiel, Germany
- Institute of Nursing Science and Development, Paracelsus Medical University, Salzburg, Austria
| | - Rebecca Von Haken
- Department of Surgery, University Hospital Mannheim, Heidelberg, Germany
| | - Matthias Thomas Exl
- Department of Intensive Care Medicine, University Hospital Bern, Inselspital, University Bern, Bern, Switzerland
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Graduate School for Health Science, University of Bern, Bern, Switzerland
| | - Sibylle Fischbacher
- Department of Intensive Care Medicine, Community Hospital Zurich, Stadtspital, Zurich, Switzerland
| | - WDAD-DACH study group1
- Institute of General Practice, University Hospital of Schleswig-Holstein/Kiel University, Kiel, Germany
- Project and Knowledge Management/Care Development intensive care, Care Directorate, Heart and Diabetes Center NRW, University Hospital of the Ruhr University Bochum, Bad Oeynhausen, Germany
- Research Unit for Safety and Sustainability in Healthcare, c/o Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, Graz, Austria
- Department of Intensive Care Medicine, University Hospital Bern, Inselspital, University Bern, Bern, Switzerland
- Institute of Nursing Science (INS), Department of Public Health (DPH), Faculty of Medicine, University of Basel, Basel, Switzerland
- Division of Nursing Research, Department of Nursing, Mayo Clinic, Rochester, MN, USA
- Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA
- Center for Innovation and Implementation Science, School of Medicine, Indiana University, Indianapolis, IN, USA
- Non-Profit Organization ICU Collaboration Network (ICON), Tokyo, Japan
- Nursing Research, University Hospital of Schleswig-Holstein, Kiel, Germany
- Institute of Nursing Science and Development, Paracelsus Medical University, Salzburg, Austria
- Department of Surgery, University Hospital Mannheim, Heidelberg, Germany
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Graduate School for Health Science, University of Bern, Bern, Switzerland
- Department of Intensive Care Medicine, Community Hospital Zurich, Stadtspital, Zurich, Switzerland
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Ten Broeke M, Henckens WPR, Weierink A, Speekenbrink RGH, van der Palen J, Halfwerk FR. Brain Pro-TCT: a prospective, quasi-experimental study on early delirium detection with Delirium Observation Screening Scale vs. single-channel EEG after cardiac surgery in patients aged over 70 years. Eur J Cardiovasc Nurs 2025; 24:608-615. [PMID: 39957367 DOI: 10.1093/eurjcn/zvaf024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 11/29/2024] [Accepted: 02/08/2025] [Indexed: 02/18/2025]
Abstract
AIMS Delirium is common in patients aged over 70 years after cardiac surgery. Screening to detect delirium in high-risk patients is important; yet, hypoactive delirium is often missed in nurse-reported screening. Polymorphic delta waves are associated with delirium, and can be detected with single-channel electroencephalography (SC-EEG). The aim of the study is to assess whether SC-EEG as a screening instrument for delirium will increase the detection rate of post-operative delirium and reduce hospital stay of delirious patients. METHODS AND RESULTS A prospective quasi-experimental study compared Delirium Observation Screening Scale (DOSS) screening (442 patients) to SC-EEG screening (462 patients) to detect post-operative delirium in cardiac surgery patients aged over 70 years. Delirium was diagnosed using the Diagnostic and Statistical Manual of Mental Disorders 5th edition. Detection of delirium was higher in the SC-EEG group (20%) compared with DOSS group (14%), P = 0.016. A difference in length of stay for delirious patients was attributed to baseline differences as pneumonia and longer cardiopulmonary bypass time, but not delirium screening method. Length of stay for all patients was -0.11 (95% CI -0.18 to -0.04) night shorter for SC-EEG cohort patients compared with DOSS cohort patients, P = 0.002. CONCLUSION Screening with SC-EEG increased delirium detection after cardiac surgery. Only length of stay for all patients was significantly reduced in the SC-EEG cohort. This reduction in hospital stay is small, yet relevant for high volume cardiac surgery centres and should be further studied in other centres. REGISTRATION International Clinical Trials Registry Platform: NL-OMON27069.
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Affiliation(s)
- Miarca Ten Broeke
- Thorax Centrum Twente, Medisch Spectrum Twente, P.O. Box 50 000, 7500 KA, Enschede, The Netherlands
- Department of Biomechanical Engineering, University of Twente, P.O. Box 217, 7500 AE, Enschede, The Netherlands
| | - Wim P R Henckens
- Thorax Centrum Twente, Medisch Spectrum Twente, P.O. Box 50 000, 7500 KA, Enschede, The Netherlands
| | - Anna Weierink
- Psychomedical Center, Medisch Spectrum Twente, P.O. Box 50000, 7500 KA, Enschede, The Netherlands
| | - Ron G H Speekenbrink
- Thorax Centrum Twente, Medisch Spectrum Twente, P.O. Box 50 000, 7500 KA, Enschede, The Netherlands
| | - Job van der Palen
- Department of Epidemiology, Medisch Spectrum Twente, P.O. Box 50 000, 7500 KA, Enschede, The Netherlands
- Section Cognition, Data and Education, Faculty of Behavioural, Management and Social Sciences, University of Twente, P.O. Box 217, 7500 AE, Enschede, The Netherlands
| | - Frank R Halfwerk
- Thorax Centrum Twente, Medisch Spectrum Twente, P.O. Box 50 000, 7500 KA, Enschede, The Netherlands
- Department of Biomechanical Engineering, University of Twente, P.O. Box 217, 7500 AE, Enschede, The Netherlands
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Ornago AM, Pinardi E, Ferrara MC, Timmons S, Okoye C, Finazzi A, Mazzola P, Nydahl P, von Haken R, Lindroth H, Liu K, Morandi A, Bellelli G. Epidemiology and assessments of delirium in nursing homes and rehabilitation facilities: a cross-country perspective. Eur Geriatr Med 2025:10.1007/s41999-025-01207-x. [PMID: 40295431 DOI: 10.1007/s41999-025-01207-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2025] [Accepted: 04/02/2025] [Indexed: 04/30/2025]
Abstract
PURPOSE Delirium represents a significant healthcare challenge in long-term care settings. This study aims to investigate the epidemiology of delirium in long-term care facilities (LTCFs) across various countries, examining point prevalence and assessment methods. METHODS This descriptive analysis included data from 94 surveys conducted in LTCFs on World Delirium Awareness Day (WDAD), March 15th, 2023. Group comparisons were made between rehabilitation facilities (RFs) and nursing homes (NHs). RESULTS Of the participating units/wards, primarily from Europe and Australia, 65 were RFs and 29 were NHs. The overall reported delirium point prevalence was approximately 12%, with higher rates in RFs than in NHs. While most units/wards reported using a validated delirium detection tool, notable differences emerged in the frequency of assessments, the personnel conducting them, and delirium awareness interventions across settings. CONCLUSION Despite the well-documented impact of delirium on residents, the international variability in clinical practices within LTCFs highlights the current inadequacy in adopting effective and consistent strategies to address this condition.
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Affiliation(s)
- Alice M Ornago
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Elena Pinardi
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy.
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden.
| | - Maria Cristina Ferrara
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
| | - Suzanne Timmons
- Mercy University Hospital and St. Finbarr's Hospital, Cork, Ireland
| | - Chukwuma Okoye
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
- Acute Geriatric Unit, IRCCS San Gerardo Foundation, Monza, Italy
| | - Alberto Finazzi
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
| | - Paolo Mazzola
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
- Acute Geriatric Unit, IRCCS San Gerardo Foundation, Monza, Italy
| | - Peter Nydahl
- Nursing Research, University Hospital Schleswig-Holstein, Kiel, Germany
- Institute of Nursing Science and Development, Paracelsus Medical University, Salzburg, Austria
| | - Rebecca von Haken
- Department of Surgery, University Hospital Mannheim, Mannheim, Germany
| | - Heidi Lindroth
- Division of Nursing Research, Department of Nursing, Mayo Clinic, Rochester, MN, USA
- Center for Aging Research, Regenstrief Institute, Center for Health Innovation and Implementation Science, School of Medicine, Indiana University, Indianapolis, IN, USA
| | - Keibun Liu
- ICU Collaboration Network (ICON), Bunkyo-Ku, Tokyo, Japan
| | - Alessandro Morandi
- Intermediate Care and Rehabilitation, Azienda Speciale Cremona Solidale, Cremona, Italy
- University of Brescia, Brescia, Italy
| | - Giuseppe Bellelli
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy
- Acute Geriatric Unit, IRCCS San Gerardo Foundation, Monza, Italy
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Swarbrick CJ, Donnelly A, Williams K, Haren A, Evans B, Poulton T, Shah A, Partridge JSL, Moppett IK. A survey of perioperative medicine services with a focus on provision for older surgical patients in the UK and Republic of Ireland: SNAP-3. Br J Anaesth 2025:S0007-0912(25)00100-X. [PMID: 40389332 DOI: 10.1016/j.bja.2024.12.043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Revised: 12/09/2024] [Accepted: 12/27/2024] [Indexed: 05/21/2025] Open
Abstract
BACKGROUND Perioperative medicine aims to improve care for high-risk patients, and is endorsed by national guidelines in the UK and Republic of Ireland (ROI). However, comprehensive perioperative medicine services are not yet uniformly available. This survey addressed the current state of perioperative medicine services for older surgical patients in the UK and ROI and how these services align with current national guidance. METHODS A survey was distributed electronically to all publicly administered UK and ROI hospitals performing surgical procedures. The survey examined perioperative care against national recommendations regarding service organisation and conduct. RESULTS Of 339 eligible hospitals, 54.9% (186/339) responded. A hospital frailty lead was appointed in 54% (101/186) of hospitals, and 9% (16/186) had a designated anaesthetist for cognitive impairment. Hospital anaesthetic services outside the theatre were focused on preoperative assessment clinics (146/172), with few reporting routine postoperative involvement (17/166). Nurse-led preoperative assessments of frailty, cognition, and delirium risk were conducted in 49.5% (90/182), 44.3% (78/176), and 13.7% (24/175) of hospitals, respectively. The Clinical Frailty Scale was used in 87.0% (147/169) of hospitals for frailty screening. The 4 'A's Test (45.7% [85/186]) and Abbreviated Mental Test (43.0% [80/186]) were the preferred cognitive assessment tools. CONCLUSIONS The survey highlights the variation in perioperative medicine services that exist for older surgical patients despite national guidelines advocating their widespread implementation. Opportunity exists to develop interspecialty perioperative services further and promote identification of frailty, cognitive impairment, and delirium, all of which negatively impact postoperative outcomes for older surgical patients.
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Affiliation(s)
- Claire J Swarbrick
- Anaesthesia and Critical Care, Injury, Recovery and Inflammation Sciences, University of Nottingham, Nottingham, UK; Centre for Research and Improvement, Royal College of Anaesthetists, London, UK; Royal Devon University Healthcare NHS Foundation Trust, Exeter, UK.
| | - Amy Donnelly
- Vincent's University Hospital, Dublin, Republic of Ireland
| | - Karen Williams
- Centre for Research and Improvement, Royal College of Anaesthetists, London, UK
| | - Andrea Haren
- Vincent's University Hospital, Dublin, Republic of Ireland
| | - Bob Evans
- Patient, Carer and Public Involvement and Engagement, Royal College of Anaesthetists, London, UK
| | - Thomas Poulton
- Department of Anaesthesia, Perioperative Medicine, and Pain Medicine, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; Department of Critical Care, University of Melbourne, Melbourne, VIC, Australia; Research Department of Targeted Intervention, University College London, London, UK
| | - Akshay Shah
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK; Department of Anaesthesia, Hammersmith Hospital, Imperial College Healthcare NHS Trust, London, UK
| | - Judith S L Partridge
- Perioperative Medicine for Older People Undergoing Surgery (POPS), Guy's and St Thomas' NHS Foundation Trust, London, UK; School of Population Health and Environmental Sciences, Faculty of Life Sciences and Medicine, King's College Hospital, London, UK
| | - Iain K Moppett
- Anaesthesia and Critical Care, Injury, Recovery and Inflammation Sciences, University of Nottingham, Nottingham, UK; Centre for Research and Improvement, Royal College of Anaesthetists, London, UK
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Naeem F, Penfold RS, Soiza RL, Von Haken R, Lindroth H, Liu K, Nydhal P, Quinn TJ. Delirium assessment, management and barriers to effective care across Scotland: A secondary analysis of survey data from World Delirium Awareness Day 2023. J R Coll Physicians Edinb 2025; 55:6-13. [PMID: 39611317 DOI: 10.1177/14782715241301486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2024] Open
Abstract
INTRODUCTION Delirium is a common, severe neuropsychiatric syndrome in hospitalised older adults. We evaluated use of validated delirium assessment tools, adherence to national guidelines and prevalence and management of delirium across Scotland, identifying barriers to effective care. METHODS Secondary analysis of national survey data, collected by participating clinicians on World Delirium Awareness Day (15 March 2023). RESULTS Among 120 responses (3,257 patients), the 4AT was the most frequently used assessment tool (75%), while 14% of units reported using clinical judgement alone. The delirium assessment rate was 74%, with a prevalence of 22% at 8 am. Management protocols varied, with frequent routine non-pharmacological interventions including pain management (88%), hydration (87%) and open family visiting (80%). Barriers to delirium care included insufficient staffing and training. CONCLUSION While many hospital settings follow national delirium guidelines, some still rely on clinical judgement for assessment, with variability in management protocols and practices. We have highlighted key barriers to effective delirium care in Scotland.
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Affiliation(s)
- Fariha Naeem
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Rose S Penfold
- Advanced Care Research Centre, University of Edinburgh & Ageing and Health, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Roy L Soiza
- Ageing Clinical & Experimental Research Group, University of Aberdeen, Aberdeen, UK
| | - Rebecca Von Haken
- Department of Anesthesiology, University Hospital Mannheim, Mannheim, Baden-Württemberg, Germany
| | - Heidi Lindroth
- Division of Nursing Research, Department of Nursing, Mayo Clinic, Rochester, MN, USA
- Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, Indianapolis, IN, USA
| | - Keibun Liu
- Non-Profit Organization ICU Collaboration Network (ICON), Mitaka, Tokyo, Japan
| | - Peter Nydhal
- Nursing Research, University Hospital Schleswig-Holstein, Kiel, Schleswig-Holstein, Germany
- Institute of Nursing Science and Development, Paracelsus Medical University, Salzburg, Austria
| | - Terry J Quinn
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
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Leong E, Chang S, Yearwood K, Eeles E, Yerkovich S, Ling C, Teodorczuk A, Dissanayaka N. Pilot implementation of an electronic diagnostic support tool (AiD-DST) designed to identify the cause(s) of delirium. Australas J Ageing 2025; 44:e70000. [PMID: 39985249 PMCID: PMC11845965 DOI: 10.1111/ajag.70000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 12/17/2024] [Accepted: 01/19/2025] [Indexed: 02/24/2025]
Abstract
OBJECTIVE(S) The identification of cause(s) of delirium remains a clinical challenge within medicine. Our group have previously successfully developed and tested the Aetiology in Delirium-Decision Support Tool (AiD-DST). The AiD-DST is designed to help medical professionals close the gap on the detection of cause(s) of delirium. Here, we report on use of AiD-DST in the real-world setting. METHODS A real-world implementation study of the AiD-DST within a general medical ward of a metropolitan hospital was conducted over a 10-week period. A mixed method evaluation was performed based upon the RE-AIM Framework that incorporates reach, effectiveness, adoption, implementation and maintenance of an intervention. RESULTS Reach: fifty-three out of 87 (61%) eligible doctors consented to participation in the study. EFFECTIVENESS A mean of 4.3 diagnoses were generated per patient with no difference in frequency when compared with historical control (z = 1.36; p = .17). Average usability score was 5.86 (SD = 1.15) on a 7-point scale, with 93% of respondents being satisfied with the AiD-DST. Free text feedback comprised themes of accessibility, ergonomics, diagnostic accuracy and applicability of AiD-DST to related conditions. IMPLEMENTATION Instrument completion rate was 98% (n = 49/50), with a median completion time of 90 s. Maintenance: Sixty-seven % of uses of AiD-DST occurred in the second half of the study (p = .3). Following the initiation period there was an increase in use (r = .79; p = 02). CONCLUSION Proof of principle was demonstrated for local implementation of a diagnostic support tool (AiD-DST).
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Affiliation(s)
- Elizabeth Leong
- Internal Medicine ServicesThe Prince Charles HospitalBrisbaneQueenslandAustralia
| | - Stephane Chang
- Internal Medicine ServicesThe Prince Charles HospitalBrisbaneQueenslandAustralia
| | - Kristi Yearwood
- Internal Medicine ServicesThe Prince Charles HospitalBrisbaneQueenslandAustralia
- School of Medicine, Northside Clinical SchoolThe Prince Charles HospitalBrisbaneQueenslandAustralia
| | - Eamonn Eeles
- Internal Medicine ServicesThe Prince Charles HospitalBrisbaneQueenslandAustralia
- School of Medicine, Northside Clinical SchoolThe Prince Charles HospitalBrisbaneQueenslandAustralia
- UQ Centre for Clinical ResearchThe University of QueenslandHerston, BrisbaneQueenslandAustralia
| | | | - Carolina Ling
- Internal Medicine ServicesThe Prince Charles HospitalBrisbaneQueenslandAustralia
- School of Medicine, Northside Clinical SchoolThe Prince Charles HospitalBrisbaneQueenslandAustralia
| | - Andrew Teodorczuk
- University of Queensland, Academy for Medical EducationBrisbaneQueenslandAustralia
| | - Nadeeka Dissanayaka
- UQ Centre for Clinical ResearchThe University of QueenslandHerston, BrisbaneQueenslandAustralia
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Nydahl P, Liu K, Bellelli G, Benbenishty J, van den Boogaard M, Caplan G, Chung CR, Elhadi M, Gurjar M, Heras-La Calle G, Hoffmann M, Jeitziner MM, Krewulak K, Mailhot T, Morandi A, Nawa RK, Oh ES, Collet MO, Paulino MC, Lindroth H, von Haken R. A world-wide study on delirium assessments and presence of protocols. Age Ageing 2024; 53:afae129. [PMID: 38952186 DOI: 10.1093/ageing/afae129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 03/26/2024] [Indexed: 07/03/2024] Open
Abstract
BACKGROUND Delirium is a common complication of older people in hospitals, rehabilitation and long-term facilities. OBJECTIVE To assess the worldwide use of validated delirium assessment tools and the presence of delirium management protocols. DESIGN Secondary analysis of a worldwide one-day point prevalence study on World Delirium Awareness Day, 15 March 2023. SETTING Cross-sectional online survey including hospitals, rehabilitation and long-term facilities. METHODS Participating clinicians reported data on delirium, the presence of protocols, delirium assessments, delirium-awareness interventions, non-pharmacological and pharmacological interventions, and ward/unit-specific barriers. RESULTS Data from 44 countries, 1664 wards/units and 36 048 patients were analysed. Validated delirium assessments were used in 66.7% (n = 1110) of wards/units, 18.6% (n = 310) used personal judgement or no assessment, and 10% (n = 166) used other assessment methods. A delirium management protocol was reported in 66.8% (n = 1094) of wards/units. The presence of protocols for delirium management varied across continents, ranging from 21.6% (on 21/97 wards/units) in Africa to 90.4% (235/260) in Australia, similar to the use of validated delirium assessments with 29.6% (29/98) in Africa to 93.5% (116/124) in North America. Wards/units with a delirium management protocol [n = 1094/1664, 66.8%] were more likely to use a validated delirium test than those without a protocol [odds ratio 6.97 (95% confidence interval 5.289-9.185)]. The presence of a delirium protocol increased the chances for valid delirium assessment and, likely, evidence-based interventions. CONCLUSION Wards/units that reported the presence of delirium management protocols had a higher probability of using validated delirium assessments tools to assess for delirium.
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Affiliation(s)
- Peter Nydahl
- Nursing Research, University Hospital Schleswig-Holstein, Arnold-Heller-Str. 3, 24105 Kiel, Germany
- Institute of Nursing Science and Development, Paracelsus Medical University, Strubergasse 21, 5020 Salzburg, Austria
| | - Keibun Liu
- Critical Care Research Group, The Prince Charles Hospital, 627 Rode Rd, Chermside QLD 4032, Australia
- Institute for Molecular Bioscience (IMB), The University of Queensland, 306 Carmody Rd, St Lucia QLD, 4067, Queensland, Australia
- Non-Profit Organization ICU Collaboration Network (ICON), 2-15-13 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Giuseppe Bellelli
- School of Medicine and Surgery, Milano-Bicocca University, Piazza dell'Ateneo Nuovo, 1, 20126 Milano, Italy
- Acute Geriatric Unit, IRCCS San Gerardo Foundation, Via Pergolesi 33, 20900 Monza, Italy
| | - Julie Benbenishty
- Hebrew University Faculty of Medicine School of Nursing, PO Box 12272, Jerusalem 91120, Israel
| | - Mark van den Boogaard
- Department Intensive Care, Radboud University Medical Center, 10 Geert Grooteplein Zuid, 6525 GA, Nijmegen, The Netherlands
| | - Gideon Caplan
- Department of Geriatric Medicine, Prince of Wales Hospital Sydney, 320-346 Barker St, Randwick NSW 2031, Sydney, Australia
- University of New South Wales, Gate 9, High St, The Chancellery Kensington, 2052, NSW Sydney, Australia
| | - Chi Ryang Chung
- Department of Critical Care Medicine and Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro Gangnam-gu. Seoul, Korea 06351, South Korea
| | - Muhammed Elhadi
- Faculty of Medicine, University of Tripoli, University Road, Al-Furnaje Tripoli, PO Box 13932, Tripoli, Libya
| | - Mohan Gurjar
- Department of Critical Care Medicine, Sanjay Gandhi Postgraduate Institute of Medical Sciences (SGPGIMS), Rae Bareli Road, Lucknow-226014, Uttar Pradesh, India
| | - Gabi Heras-La Calle
- Director of the International Research Project for the Humanization of Intensive Care Units (Proyecto HU-CI), Madrid, Spain
- Intensive Care Unit, Hospital Universitario de Jaén, Av. del Ejército Español, 10, 23007 Jaén, Spain
| | - Magdalena Hoffmann
- Research Unit for Safety and Sustainability in Healthcare, c/o Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, Auenbruggerplatz 5, 8036 Graz, Austria
| | - Marie-Madlen Jeitziner
- Department of Intensive Care Medicine, University Hospital, Freiburgstrasse 18, 3010 Bern, Switzerland
- Inselspital, University of Bern, Freiburgstrasse 18, 3010 Bern, Switzerland
- Institute of Nursing Science (INS), Department of Public Health (DPH), Faculty of Medicine, University of Basel, Petersplatz 1, Postfach, 4001 Basel, Switzerland
| | - Karla Krewulak
- Department of Critical Care Medicine, Alberta Health Services and University of Calgary, 3330 Hospital Drive NW Calgary, Alberta, T2N 4N1, Canada
| | - Tanya Mailhot
- Montreal Heart Institute Research Center, Faculty of Nursing, Université de Montréal, 680 Sherbrooke West, Montreal QC, H3A 2M7, Canada
| | - Alessandro Morandi
- Intermediate Care and Rehabilitation, Azienda Speciale Cremona Solidale, Via Brescia 207, 26100 Cremona, Italy
- Parc Sanitari Per Vergili, Val d'Hebron Institute of Research, Passeig de la Vall d'Hebron, 119-129, 08035 Barcelona, Spain
| | - Ricardo Kenji Nawa
- Hospital Israelita Albert Einstein, Av. Albert Einstein, 627, São Paulo, SP 05652-900, Brazil
| | - Esther S Oh
- Departments of Medicine, Psychiatry and Behavioral Sciences, and Pathology, Johns Hopkins University School of Medicine, 733 N. Broadway, MD 21205 Baltimore, ML, USA
| | - Marie O Collet
- Department of Intensive Care, Copenhagen University Hospital-Rigshospitalet, and Department of Clinical Medicine, Faculty of Health Sciences, University of Copenhagen, Blegdamsvej 9, 2100 Copenhagen, Denmark
| | - Maria Carolina Paulino
- Department of Intensive Care, Hospital da Luz Lisboa, 1150-082 Lisbon, Portugal
- NOVA Medical School, New University of Lisbon, 1150-199 Lisbon, Portugal
- Department of Intensive Care, Hospital de São Francisco Xavier, CHLO, 1500-650 Lisbon, Portugal
| | - Heidi Lindroth
- Division of Nursing Research, Department of Nursing, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
- Center for Aging Research, Regenstrief Institute, School of Medicine, Indiana University, 1101 W 10th St, Indianapolis, IN 46202, USA
| | - Rebecca von Haken
- Department of Anesthesiology, University Hospital Mannheim, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
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Moppett I. Postoperative delirium: more risk scores or more action? Age Ageing 2024; 53:afae095. [PMID: 38763514 DOI: 10.1093/ageing/afae095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Indexed: 05/21/2024] Open
Affiliation(s)
- Iain Moppett
- Academic Unit of Injury, Inflammation and Repair, University of Nottingham, Nottingham, UK
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Yang X, Regmi M, Wang Y, Liu W, Dai Y, Liu S, Lin G, Yang J, Ye J, Yang C. Risk stratification and predictive modeling of postoperative delirium in chronic subdural hematoma. Neurosurg Rev 2024; 47:152. [PMID: 38605210 DOI: 10.1007/s10143-024-02388-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2024] [Revised: 03/14/2024] [Accepted: 04/02/2024] [Indexed: 04/13/2024]
Abstract
Background- Postoperative delirium is a common complication associated with the elderly, causing increased morbidity and prolonged hospital stay. However, its risk factors in chronic subdural hematoma patients have not been well studied. Methods- A total of 202 consecutive patients with chronic subdural hematoma at Peking University Third Hospital between January 2018 and January 2023 were enrolled. Various clinical indicators were analyzed to identify independent risk factors for postoperative delirium using univariate and multivariate regression analyses. Delirium risk prediction models were developed as a nomogram and a Markov chain. Results- Out of the 202 patients (age, 71 (IQR, 18); female-to-male ratio, 1:2.7) studied, 63 (31.2%) experienced postoperative delirium. Univariate analysis identified age (p < 0.001), gender (p = 0.014), restraint belt use (p < 0.001), electrolyte imbalance (p < 0.001), visual analog scale score (p < 0.001), hematoma thickness (p < 0.001), midline shift (p < 0.001), hematoma side (p = 0.013), hematoma location (p = 0.018), and urinal catheterization (p = 0.028) as significant factors. Multivariate regression analysis confirmed the significance of restraint belt use (B = 7.657, p < 0.001), electrolyte imbalance (B = -3.993, p = 0.001), visual analog scale score (B = 2.331, p = 0.016), and midline shift (B = 0.335, p = 0.007). Hematoma thickness and age had no significant impact. Conclusion- Increased midline shift and visual analog scale scores, alongside restraint belt use and electrolyte imbalance elevate delirium risk in chronic subdural hematoma surgery. Our prediction models may offer reference value in this context.
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Affiliation(s)
- Xuan Yang
- Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Moksada Regmi
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
- Peking University Health Science Center, Beijing, China
| | - Yingjie Wang
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
| | - Weihai Liu
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
- Peking University Health Science Center, Beijing, China
| | - Yuwei Dai
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
- Peking University Health Science Center, Beijing, China
| | - Shikun Liu
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
- Peking University Health Science Center, Beijing, China
| | - Guozhong Lin
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
| | - Jun Yang
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China
| | - Jingyi Ye
- Peking University School of Economics, Beijing, China.
| | - Chenlong Yang
- Department of Neurosurgery, Peking University Third Hospital, Peking University, Beijing, China.
- Center for Precision Neurosurgery and Oncology of Peking University Health Science Center, Peking University, Beijing, China.
- State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing, China.
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