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Strike K, Chan A, Maly MR, Newman AN, Solomon P. Scoping Review of Curricula and Pedagogical Approaches for Physiotherapist Performed Point of Care Ultrasonography. Physiother Can 2023; 75:322-336. [PMID: 38037585 PMCID: PMC10686305 DOI: 10.3138/ptc-2021-0079] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 12/07/2021] [Accepted: 02/18/2022] [Indexed: 12/02/2023]
Abstract
Purpose This study collates and maps physiotherapy pre- and post-licensure curricula and pedagogical approaches for point of care ultrasonography (POCUS). Method We used a standardized scoping review methodology and reporting framework. A total of 18,217 titles and abstracts, and 1,372 full text citations were screened, with 209 studies classified as physiotherapist performed POCUS. Results Of the 209 studies, 15 evaluated pre- and post-licensure curricula and pedagogical approaches. Seventy-two to 98% of pre-licensure programs reported including theoretical knowledge of POCUS and 44-45% reported practical teaching or competency assessment. In post-licensure studies of POCUS, 0-61% of physiotherapists reported training for POCUS. All studies of post-licensure pedagogical approaches included an assessment of theoretical knowledge of POCUS, but only one study included a practical assessment of competency. There was considerable variability in POCUS methods and duration of pedagogical approaches. Except for one study, all pedagogical approaches reported improvement in theoretical knowledge. Conclusion Progress in physiotherapy-specific, standardized, competency-based curricula and pedagogical approaches in POCUS has been limited, with minimal research available, and considerable variability both pre- and post-licensure. These findings could be used to advocate for the inclusion of POCUS in pre- and post-licensure physiotherapy curriculum, and suggest a need for clear guidelines from regulatory colleges and licensing bodies, and a common terminology for physiotherapist performed POCUS. Future directions for research include a systematic review of the psychometric properties of physiotherapist performed POCUS within and across anatomical areas, an assessment of value of different forms of training, and an evaluation of the impact of physiotherapist performed POCUS on patient outcomes.
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Affiliation(s)
- Karen Strike
- From the:
From the: School of Rehabilitation Science, Faculty of Health Science, McMaster University, Hamilton, Ontario, Canada, L8S1C7
| | - Anthony Chan
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Monica R. Maly
- Department of Kinesiology, Faculty of Health, University of Waterloo, Waterloo, Ontario, Canada, N2L 3G1
| | - Anastasia N.L. Newman
- From the:
From the: School of Rehabilitation Science, Faculty of Health Science, McMaster University, Hamilton, Ontario, Canada, L8S1C7
| | - Patricia Solomon
- From the:
From the: School of Rehabilitation Science, Faculty of Health Science, McMaster University, Hamilton, Ontario, Canada, L8S1C7
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Doria AS. Applications of artificial intelligence in clinical management, research and health administration: imaging perspectives with a focus on hemophilia. Expert Rev Hematol 2023:1-15. [PMID: 36939638 DOI: 10.1080/17474086.2023.2192474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2023]
Abstract
INTRODUCTION Joints of persons with hemophilia are frequently affected by repetitive hemarthrosis. In this paper concepts, perks and quirks of the use of artificial intelligence (AI), machine learning (ML) and deep learning are reviewed within clinical and research contexts of hemophilia and other blood-induced disorders' patient care, targeted to the imaging diagnosis of hemophilic joints, under the perspective of different stakeholders (radiologists, hematologists, nurses, physiotherapists, technologists, researchers, managers and patients/caregivers). AREAS COVERED Rubrics that determine the suitability of the utilization of AI in blood-induced disorders' patient care, including diagnosis and follow-up of patients are discussed, focusing on features in which AI can replace or augment the role of radiology in the clinical management and in research of patients. Insights on features in the design and conduct of AI projects in which the human intervention remains critical are provided. EXPERT OPINION The author discusses research concepts in radiogenomics, and challenges of the utilization of AI in different healthcare fields such as patient safety, data sharing and privacy regulations, workforce education and future jobs' shortage. Finally, the author proposes alternatives and potential solutions to mitigate challenges in successfully deploying ML algorithms into clinical practice.
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Affiliation(s)
- Andrea S Doria
- Department of Diagnostic Imaging, Research Institute, The Hospital for Sick Children, Toronto, ON, Canada.,Research Institute, The Hospital for Sick Children, Toronto, ON, Canada.,Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
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Bakeer N, Dover S, Babyn P, Feldman BM, von Drygalski A, Doria AS, Ignas DM, Abad A, Bailey C, Beggs I, Chang EY, Dunn A, Funk S, Gibikote S, Goddard N, Hilliard P, Keshava SN, Kruse-Jarres R, Li Y, Lobet S, Manco-Johnson M, Martinoli C, O'Donnell JS, Papakonstantinou O, Pergantou H, Poonnoose P, Querol F, Srivastava A, Steiner B, Strike K, Timmer M, Tyrrell PN, Vidarsson L, Blanchette VS. Musculoskeletal ultrasound in hemophilia: Results and recommendations from a global survey and consensus meeting. Res Pract Thromb Haemost 2021; 5:e12531. [PMID: 34268464 PMCID: PMC8271584 DOI: 10.1002/rth2.12531] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 03/18/2021] [Accepted: 04/24/2021] [Indexed: 01/19/2023] Open
Abstract
Introduction For persons with hemophilia, optimization of joint outcomes is an important unmet need. The aim of this initiative was to determine use of ultrasound in evaluating arthropathy in persons with hemophilia, and to move toward consensus among hemophilia care providers regarding the preferred ultrasound protocols for global adaptation. Methods A global survey of hemophilia treatment centers was conducted that focused on understanding how and why ultrasound was being used and endeavored to move toward consensus definitions of both point‐of‐care musculoskeletal ultrasound (POC‐MSKUS) and full diagnostic ultrasound, terminology to describe structures being assessed by ultrasound, and how these assessments should be interpreted. Next, an in‐person meeting of an international group of hemophilia health care professionals and patient representatives was held, with the objective of achieving consensus regarding the acquisition and interpretation of POC‐MSKUS and full diagnostic ultrasound for use in the assessment of musculoskeletal (MSK) pathologies in persons with hemophilia. Results The recommendations were that clear definitions of the types of ultrasound examinations should be adopted and that a standardized ultrasound scoring/measurement system should be developed, tested, and implemented. The scoring/measurement system should be tiered to allow for a range of complexity yet maintain the ability for comparison across levels. Conclusion Ultrasound is an evolving technology increasingly used for the assessment of MSK outcomes in persons with hemophilia. As adoption increases globally for clinical care and research, it will become increasingly important to establish clear guidelines for image acquisition, interpretation, and reporting to ensure accuracy, consistency, and comparability across groups.
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Affiliation(s)
- Nihal Bakeer
- Indiana Hemophilia & Thrombosis Center Indianapolis IN USA
| | - Saunya Dover
- Child Health Evaluative Sciences, Research Institute The Hospital for Sick Children Toronto ON Canada
| | - Paul Babyn
- Department of Medical Imaging University of Saskatchewan and Saskatchewan Health Authority Saskatoon City Hospital SK Canada
| | - Brian M Feldman
- Child Health Evaluative Sciences, Research Institute The Hospital for Sick Children Toronto ON Canada.,Department of Pediatrics Faculty of Medicine University of Toronto Toronto ON Canada.,Institute of Health Policy, Management and Evaluation The Dalla Lana School of Public Health University of Toronto Toronto ON Canada.,Division of Rheumatology The Hospital for Sick Children Toronto ON Canada
| | | | - Andrea S Doria
- Department of Medical Imaging University of Toronto The Hospital for Sick Children Toronto ON Canada
| | - Danial M Ignas
- Child Health Evaluative Sciences, Research Institute The Hospital for Sick Children Toronto ON Canada
| | - Audrey Abad
- Child Health Evaluative Sciences, Research Institute The Hospital for Sick Children Toronto ON Canada
| | - Cindy Bailey
- Los Angeles Orthopaedic Treatment Centre Los Angeles CA USA
| | - Ian Beggs
- Department of Radiology Royal Infirmary of Edinburgh NHS Lothian Edinburgh UK
| | - Eric Y Chang
- University of California San Diego Medical Center San Diego CA USA
| | - Amy Dunn
- Division of Pediatric Hematology, Oncology & Marrow Transplant Department of Pediatrics Nationwide Children's Hospital The Ohio State University College of Medicine Columbus OH USA
| | - Sharon Funk
- Hemophilia and Thrombosis Center University of Colorado Anschutz Medical Campus Aurora CO USA
| | - Sridhar Gibikote
- Division of Clinical Radiology Christian Medical College Vellore India
| | - Nicholas Goddard
- Katherine Dormandy Haemophilia Centre Royal Free Hospital London UK
| | - Pamela Hilliard
- Child Health Evaluative Sciences, Research Institute The Hospital for Sick Children Toronto ON Canada
| | | | - Rebecca Kruse-Jarres
- University of Washington and Washington Center for Bleeding Disorders Seattle WA USA
| | - Yingjia Li
- Ultrasound Department Manfang Hospital Guangzhou China
| | - Sébastien Lobet
- Haemostasis and Thrombosis Unit Division of Haematology Cliniques Universitaires Saint-Luc Brussels Belgium
| | - Marilyn Manco-Johnson
- Hemophilia & Thrombosis Center Department of Pediatrics University of Colorado Anschutz Medical Center Aurora CO USA
| | - Carlo Martinoli
- Department of Health Sciences (DISSAL) Università di Genova IRCCS Ospedale Policlinico San Martino Genova Italy
| | - James S O'Donnell
- Irish Centre for Vascular Biology Royal College of Surgeons in Ireland Dublin Ireland
| | | | - Helen Pergantou
- Pediatric Hemophilia Centre/Haemostatis and Thrombosis Unit Aghia Sophia Children's Hospital Athens Greece
| | - Pradeep Poonnoose
- Department of Orthopedics Unit 2 Christian Medical College Vellore India
| | - Felipe Querol
- Haemostasis and Thrombosis Unit Hospital LA FE Universidad de Valencia Valencia Spain
| | - Alok Srivastava
- Department of Hematology Christian Medical College Vellore India
| | - Bruno Steiner
- Department of Rehabilitation Medicine Physical Therapy and MSKUS Program Washington Center for Bleeding Disorders University of Washington Seattle WA USA
| | - Karen Strike
- School of Rehabilitation Science Faculty of Health Science Hamilton Niagara Regional Hemophilia Program Hamilton Health Sciences McMaster University Hamilton ON Canada
| | - Merel Timmer
- van Creveldkliniek University Medical Center Utrecht Utrecht The Netherlands
| | - Pascal N Tyrrell
- Department of Medical Imaging Institute of Medical Science Toronto ON Canada.,Department of Statistical Sciences University of Toronto Toronto ON Canada
| | - Logi Vidarsson
- Diagnostic Imaging The Hospital for Sick Children Toronto ON Canada
| | - Victor S Blanchette
- Department of Pediatrics Division of Hematology/Oncology University of Toronto The Hospital for Sick Children Toronto ON Canada
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Ignas DM, Doria AS, von Drygalski A, Blanchette VS, Chang EY, Dover S, Fischer K, Gibikote S, Keshava SN, Querol F, Abad A, Babyn P. Use of ultrasound for assessment of musculoskeletal disease in persons with haemophilia: Results of an International Prophylaxis Study Group global survey. Haemophilia 2020; 26:685-693. [PMID: 32441402 DOI: 10.1111/hae.14006] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 03/30/2020] [Indexed: 12/18/2022]
Abstract
AIM The objective of this survey was to understand the global trends of imaging assessments in persons with haemophilia, focusing on point-of-care ultrasound (POCUS). Insights into the barriers impeding its widespread proliferation as a frontline imaging modality were obtained. METHODS The survey opened in September of 2017 and closed in May of 2018. Haemophilia Treatment Centres (HTCs) treating both paediatric/adult patients were the population of interest. A REDCap survey of 25 questions was disseminated to 232 clinical staff in 26 countries. RESULTS The majority of respondents (88.3%, 91/103) reported that POCUS is most useful to confirm or rule out a presumed acute joint bleed. European HTCs reported the highest routine use of POCUS at 59.5% (22/37) followed by HTCs in the "Other" countries of the world at 46.7% (7/15) and North American HTCs at 43.9% (25/57). At the time of the survey, physiotherapists were identified as the clinical staff who perform POCUS 52.8% (28/53) of the time, in contrast with nurses/nurse practitioners who represent only 5.7% (3/53) of users. The greatest perceived barriers to the implementation of POCUS are the lack of trained healthcare professionals who can perform POCUS at 69.2% (74/107) and the overall time commitment required at 68.2% (73/107). CONCLUSION Despite POCUS being used in 49.5% (54/109) of sampled HTCs, it is still utilized almost 30% less globally than full diagnostic ultrasound. A list of barriers has been identified to inform HTCs which challenges they will likely need to overcome should they choose to incorporate this imaging modality into their practice.
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Affiliation(s)
- Danial M Ignas
- Child Health Evaluative Sciences Program, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Andrea S Doria
- Department of Medical Imaging, The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
| | - Annette von Drygalski
- Hemophilia and Thrombosis Treatment Center, Department of Medicine, Division of Hematology/Oncology, University of California, San Diego, CA, USA
| | - Victor S Blanchette
- Child Health Evaluative Sciences Program, The Hospital for Sick Children Research Institute, Toronto, ON, Canada.,Department of Pediatrics, Division of Hematology/Oncology, The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
| | - Eric Y Chang
- Radiology Service, VA San Diego Healthcare System, University of California, San Diego, San Diego, CA, USA
| | - Saunya Dover
- Child Health Evaluative Sciences Program, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Kathelijn Fischer
- Van Creveldkliniek, University Medical Center, Utrecht, The Netherlands
| | - Sridhar Gibikote
- Department of Radiology, Christian Medical College, Vellore, India
| | | | - Felipe Querol
- Haemostasis and Thrombosis Unit, Hospital LA FE, Universidad de Valencia, Valencia, Spain
| | - Audrey Abad
- Child Health Evaluative Sciences Program, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Paul Babyn
- Department of Medical Imaging, University of Saskatchewan and Saskatchewan Health Authority Saskatoon City Hospital, Saskatoon, SK, Canada
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5
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Bakeer N, Shapiro AD. Merging into the mainstream: the evolution of the role of point-of-care musculoskeletal ultrasound in hemophilia. F1000Res 2019; 8. [PMID: 31431824 PMCID: PMC6619375 DOI: 10.12688/f1000research.16039.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/04/2019] [Indexed: 01/19/2023] Open
Abstract
Bleeding with resultant hemophilic arthropathy constitutes the largest cause of morbidity in patients with hemophilia. It results from repeated bleeding episodes in the joint and is characterized by synovial hypertrophy and cartilage and bony destruction. Hemophilic arthropathy assessment is a continually evolving process and is particularly challenging in children and young adults in whom joint disease may be missed or underestimated as obtaining serial "baseline" magnetic resonance imaging scans of multiple clinically asymptomatic or nearly asymptomatic joints may be unjustifiable and cost-ineffective. Musculoskeletal ultrasound-particularly, point-of-care musculoskeletal ultrasound-has emerged as a promising imaging modality for the early detection and management of hemophilic arthropathy, and for the evaluation of hemarthrosis and painful musculoskeletal episodes in patients with hemophilia. This review summarizes currently available data on the emerging role of this new imaging modality, its limitations, and gaps in knowledge. The review also raises unanswered questions, highlights the need for consolidated research efforts, and delineates future directions expected to advance this technology and optimize its use in this patient population.
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Affiliation(s)
- Nihal Bakeer
- Indiana Hemophilia and Thrombosis Center, 8326 Naab Road, Indianapolis, IN, 46260, USA
| | - Amy D Shapiro
- Indiana Hemophilia and Thrombosis Center, 8326 Naab Road, Indianapolis, IN, 46260, USA
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