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Hong H, Eom E, Lee H, Choi S, Choi B, Kim JK. Overcoming bias in estimating epidemiological parameters with realistic history-dependent disease spread dynamics. Nat Commun 2024; 15:8734. [PMID: 39384847 PMCID: PMC11464791 DOI: 10.1038/s41467-024-53095-7] [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: 01/13/2024] [Accepted: 09/26/2024] [Indexed: 10/11/2024] Open
Abstract
Epidemiological parameters such as the reproduction number, latent period, and infectious period provide crucial information about the spread of infectious diseases and directly inform intervention strategies. These parameters have generally been estimated by mathematical models that involve an unrealistic assumption of history-independent dynamics for simplicity. This assumes that the chance of becoming infectious during the latent period or recovering during the infectious period remains constant, whereas in reality, these chances vary over time. Here, we find that conventional approaches with this assumption cause serious bias in epidemiological parameter estimation. To address this bias, we developed a Bayesian inference method by adopting more realistic history-dependent disease dynamics. Our method more accurately and precisely estimates the reproduction number than the conventional approaches solely from confirmed cases data, which are easy to obtain through testing. It also revealed how the infectious period distribution changed throughout the COVID-19 pandemic during 2020 in South Korea. We also provide a user-friendly package, IONISE, that automates this method.
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Affiliation(s)
- Hyukpyo Hong
- Department of Mathematical Sciences, KAIST, Daejeon, 34141, Republic of Korea
- Biomedical Mathematics Group, Pioneer Research Center for Mathematical and Computational Sciences, Institute for Basic Science, Daejeon, 34126, Republic of Korea
- Department of Mathematics, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Eunjin Eom
- Department of Economic Statistics, Korea University, Sejong, 30019, Republic of Korea
| | - Hyojung Lee
- Department of Statistics, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Sunhwa Choi
- Innovation Center for Industrial Mathematics, National Institute for Mathematical Sciences, Seongnam, 13449, Republic of Korea.
| | - Boseung Choi
- Biomedical Mathematics Group, Pioneer Research Center for Mathematical and Computational Sciences, Institute for Basic Science, Daejeon, 34126, Republic of Korea.
- Division of Big Data Science, Korea University, Sejong, 30019, Republic of Korea.
- College of Public Health, The Ohio State University, OH, 43210, USA.
| | - Jae Kyoung Kim
- Department of Mathematical Sciences, KAIST, Daejeon, 34141, Republic of Korea.
- Biomedical Mathematics Group, Pioneer Research Center for Mathematical and Computational Sciences, Institute for Basic Science, Daejeon, 34126, Republic of Korea.
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Trojan A, Laurenzi E, Jüngling S, Roth S, Kiessling M, Atassi Z, Kadvany Y, Mannhart M, Jackisch C, Kullak-Ublick G, Witschel HF. Towards an early warning system for monitoring of cancer patients using hybrid interactive machine learning. Front Digit Health 2024; 6:1443987. [PMID: 39205868 PMCID: PMC11349615 DOI: 10.3389/fdgth.2024.1443987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 07/18/2024] [Indexed: 09/04/2024] Open
Abstract
Background The use of smartphone apps in cancer patients undergoing systemic treatment can promote the early detection of symptoms and therapy side effects and may be supported by machine learning (ML) for timely adaptation of therapies and reduction of adverse events and unplanned admissions. Objective We aimed to create an Early Warning System (EWS) to predict situations where supportive interventions become necessary to prevent unplanned visits. For this, dynamically collected standardized electronic patient reported outcome (ePRO) data were analyzed in context with the patient's individual journey. Information on well-being, vital parameters, medication, and free text were also considered for establishing a hybrid ML model. The goal was to integrate both the strengths of ML in sifting through large amounts of data and the long-standing experience of human experts. Given the limitations of highly imbalanced datasets (where only very few adverse events are present) and the limitations of humans in overseeing all possible cause of such events, we hypothesize that it should be possible to combine both in order to partially overcome these limitations. Methods The prediction of unplanned visits was achieved by employing a white-box ML algorithm (i.e., rule learner), which learned rules from patient data (i.e., ePROs, vital parameters, free text) that were captured via a medical device smartphone app. Those rules indicated situations where patients experienced unplanned visits and, hence, were captured as alert triggers in the EWS. Each rule was evaluated based on a cost matrix, where false negatives (FNs) have higher costs than false positives (FPs, i.e., false alarms). Rules were then ranked according to the costs and priority was given to the least expensive ones. Finally, the rules with higher priority were reviewed by two oncological experts for plausibility check and for extending them with additional conditions. This hybrid approach comprised the application of a sensitive ML algorithm producing several potentially unreliable, but fully human-interpretable and -modifiable rules, which could then be adjusted by human experts. Results From a cohort of 214 patients and more than 16'000 available data entries, the machine-learned rule set achieved a recall of 19% on the entire dataset and a precision of 5%. We compared this performance to a set of conditions that a human expert had defined to predict adverse events. This "human baseline" did not discover any of the adverse events recorded in our dataset, i.e., it came with a recall and precision of 0%. Despite more plentiful results were expected by our machine learning approach, the involved medical experts a) had understood and were able to make sense of the rules and b) felt capable to suggest modification to the rules, some of which could potentially increase their precision. Suggested modifications of rules included e.g., adding or tightening certain conditions to make them less sensitive or changing the rule consequences: sometimes further monitoring the situation, applying certain test (such as a CRP test) or applying some simple pain-relieving measures was deemed sufficient, making a costly consultation with the physician unnecessary. We can thus conclude that it is possible to apply machine learning as an inspirational tool that can help human experts to formulate rules for an EWS. While humans seem to lack the ability to define such rules without such support, they are capable of modifying the rules to increase their precision and generalizability. Conclusions Learning rules from dynamic ePRO datasets may be used to assist human experts in establishing an early warning system for cancer patients in outpatient settings.
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Affiliation(s)
- Andreas Trojan
- Oncology, Breast Center Zürichsee, Horgen, Switzerland
- Clinic for Clinical Pharmacology and Toxicology, University Hospital, Zürich, Switzerland
| | - Emanuele Laurenzi
- FHNW, University of Applied Sciences and Arts Northwestern Switzerland, Olten, Switzerland
| | - Stephan Jüngling
- FHNW, University of Applied Sciences and Arts Northwestern Switzerland, Olten, Switzerland
| | - Sven Roth
- Clinic for Clinical Pharmacology and Toxicology, University Hospital, Zürich, Switzerland
| | | | - Ziad Atassi
- Oncology, Breast Center Zürichsee, Horgen, Switzerland
| | | | | | | | - Gerd Kullak-Ublick
- Clinic for Clinical Pharmacology and Toxicology, University Hospital, Zürich, Switzerland
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Yow HY, Loo JSE, Lee YH, Oui HC, Megat Mohd Zubairi MH, Abdul Rahim N. A retrospective analysis of e-prescriptions for non-communicable diseases on a telehealth platform in Malaysia. BMC Health Serv Res 2024; 24:897. [PMID: 39107764 PMCID: PMC11304582 DOI: 10.1186/s12913-024-11341-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Accepted: 07/22/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND The management of non-communicable diseases (NCDs) has benefited from telehealth services. As these services which include teleconsultation services and e-prescriptions are relatively new in Malaysia, the data generated provide an unprecedented opportunity to study medication use patterns for the management of NCDs in the country. We analyze e-prescriptions from a local telehealth service to identify medication use patterns and potential areas to optimize medication use in relation to clinical practice guidelines. METHODS A cross sectional observational study was conducted by retrieving e-prescription records retrospectively from a telehealth service. 739,482 records from January 2019 to December 2021 were extracted using a designated data collection form. Data cleaning, standardization and data analysis were performed using Python version 3.11. The diagnoses were classified according to the International Classification of Disease 10 (ICD-10), while medications were classified using the Anatomical Therapeutic Chemical (ATC) system. Diagnoses, frequency of use for medication classes and individual medications were analyzed and compared to clinical practice guidelines. RESULTS The top five NCD diagnoses utilized by the service were hypertension (37.7%), diabetes mellitus (25.1%), ischemic heart disease (24.3%), asthma (14.4%), and dyslipidemia (11.7%). Medications were prescribed mostly in accordance with guideline recommendations. However, angiotensin receptor blockers (ARBs) were significantly more frequently prescribed compared to angiotensin converting enzyme inhibitors (ACEIs). Several medication classes appeared underutilized, including ACEIs in hypertensive patients with diabetes or ischemic heart disease, sodium glucose cotransporter 2 inhibitors in diabetic patients with ischemic heart disease, and metformin in patients with diabetes. CONCLUSIONS Telehealth services are currently being utilized for the management of NCDs. Medication use for the management of NCDs through these services are mostly in accordance with guideline recommendations, but there exist areas that would warrant further investigation to ensure optimal clinical and economic outcomes are achieved.
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Affiliation(s)
- Hui Yin Yow
- Department of Pharmaceutical Life Sciences, Faculty of Pharmacy, Universiti Malaya, Kuala Lumpur, Malaysia
| | - Jason Siau Ee Loo
- School of Pharmacy, Faculty of Health and Medical Sciences, Taylor's University, Subang Jaya, Selangor, Malaysia
| | - Yu Hang Lee
- School of Pharmacy, Faculty of Health and Medical Sciences, Taylor's University, Subang Jaya, Selangor, Malaysia
| | - Hui Che Oui
- DOC2US, Heydoc International Sdn Bhd, Batu Caves, Selangor, Malaysia
| | | | - Nusaibah Abdul Rahim
- Department of Clinical Pharmacy & Pharmacy Practice, Faculty of Pharmacy, Universiti Malaya, Kuala Lumpur, Malaysia.
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Andayeshgar B, Abdali-Mohammadi F, Sepahvand M, Almasi A, Salari N. Arrhythmia detection by the graph convolution network and a proposed structure for communication between cardiac leads. BMC Med Res Methodol 2024; 24:96. [PMID: 38678178 PMCID: PMC11055258 DOI: 10.1186/s12874-024-02223-4] [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: 07/07/2023] [Accepted: 04/17/2024] [Indexed: 04/29/2024] Open
Abstract
One of the most common causes of death worldwide is heart disease, including arrhythmia. Today, sciences such as artificial intelligence and medical statistics are looking for methods and models for correct and automatic diagnosis of cardiac arrhythmia. In pursuit of increasing the accuracy of automated methods, many studies have been conducted. However, in none of the previous articles, the relationship and structure between the heart leads have not been included in the model. It seems that the structure of ECG data can help develop the accuracy of arrhythmia detection. Therefore, in this study, a new structure of Electrocardiogram (ECG) data was introduced, and the Graph Convolution Network (GCN), which has the possibility of learning the structure, was used to develop the accuracy of cardiac arrhythmia diagnosis. Considering the relationship between the heart leads and clusters based on different ECG poles, a new structure was introduced. In this structure, the Mutual Information(MI) index was used to evaluate the relationship between the leads, and weight was given based on the poles of the leads. Weighted Mutual Information (WMI) matrices (new structure) were formed by R software. Finally, the 15-layer GCN network was adjusted by this structure and the arrhythmia of people was detected and classified by it. To evaluate the performance of the proposed new network, sensitivity, precision, specificity, accuracy, and confusion matrix indices were used. Also, the accuracy of GCN networks was compared by three different structures, including WMI, MI, and Identity. Chapman's 12-lead ECG Dataset was used in this study. The results showed that the values of sensitivity, precision, specificity, and accuracy of the GCN-WMI network with 15 intermediate layers were equal to 98.74%, 99.08%, 99.97% & 99.82%, respectively. This new proposed network was more accurate than the Graph Convolution Network-Mutual Information (GCN-MI) with an accuracy equal to 99.71% and GCN-Id with an accuracy equal to 92.68%. Therefore, utilizing this network, the types of arrhythmia were recognized and classified. Also, the new network proposed by the Graph Convolution Network-Weighted Mutual Information (GCN-WMI) was more accurate than those conducted in other studies on the same data set (Chapman). Based on the obtained results, the structure proposed in this study increased the accuracy of cardiac arrhythmia diagnosis and classification on the Chapman data set. Achieving such accuracy for arrhythmia diagnosis is a great achievement in clinical sciences.
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Affiliation(s)
- Bahare Andayeshgar
- Department of Biostatistics, School of Health, Kermanshah University of Medical Sciences, Kermanshah, 6715847141, Iran
| | - Fardin Abdali-Mohammadi
- Department of Computer Engineering and Information Technology, Razi University, Kermanshah, 6714967346, Iran
| | - Majid Sepahvand
- Department of Computer Engineering and Information Technology, Razi University, Kermanshah, 6714967346, Iran
| | - Afshin Almasi
- Clinical Research Development Center, Mohammad Kermanshahi, and Farabi Hospitals, Imam Khomeini, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Nader Salari
- Department of Biostatistics, School of Health, Kermanshah University of Medical Sciences, Kermanshah, 6715847141, Iran.
- Sleep Disorders Research Center, Kermanshah University of Medical Sciences, Kermanshah, 6715847141, Iran.
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Yi J, Yoon JY, Won CW, Kim M, Lee KS. The roles of health literacy and social support in the association between smartphone ownership and frailty in older adults: a moderated mediation model. BMC Public Health 2024; 24:1064. [PMID: 38632509 PMCID: PMC11037091 DOI: 10.1186/s12889-024-18163-z] [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: 07/18/2023] [Accepted: 02/20/2024] [Indexed: 04/19/2024] Open
Abstract
BACKGROUND Understanding the role of smartphones to promote the health status of older adults is important in the digital society. Little is known about the effects of having smartphones on physical frailty despite its positive effect on the well-being of older adults. This study aimed to explore the association between smartphone ownership and frailty in community-dwelling older adults and its underlying mechanism. METHODS We used data from the Korean Frailty and Aging Cohort Study and analyzed 2,469 older adults aged 72-86 years. Frailty, health literacy, and social support were assessed by Fried's frailty phenotype, the Behavioral Risk Factor Surveillance System health literacy module, and the Enhancing Recovery in Coronary Heart Disease (ENRICHD) Social Support Instrument, respectively. The mediation model and moderated mediation model were estimated, where the mediator was health literacy and the moderator was social support, to explore the relationship between smartphone ownership and frailty. RESULTS Of our study participants, 58.9% owned smartphones, and 10.9% were classified as frail. Smartphone ownership was negatively associated with frailty (β = -0.623, p < 0.001). Health literacy mediated the relationship between smartphone ownership and frailty (β = -0.154, boot confidence interval [CI] = - 0.222, - 0.096), and social support moderated the mediation effect (β = -0.010, Boot CI = - 0.016, - 0.004). CONCLUSIONS Owning smartphones among older adults could reduce the risk of frailty. Promoting health literacy and social support among older adults with smartphones would be effective to prevent frailty.
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Affiliation(s)
- Jinseon Yi
- College of Nursing, Seoul National University, Seoul, Korea
| | - Ju Young Yoon
- College of Nursing, Seoul National University, Seoul, Korea
- Research Institute of Nursing Science, Seoul National University, Seoul, Korea
- Center for Human-Caring Nurse Leaders for the Future by Brain Korea 21 (BK 21) Four Project, College of Nursing, Seoul National University, Seoul, Korea
| | - Chang Won Won
- Department of Family Medicine, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Miji Kim
- Department of Biomedical Science and Technology, College of Medicine, East-West Medical Research Institute, Kyung Hee University, Seoul, Korea
| | - Kyoung Suk Lee
- College of Nursing, Seoul National University, Seoul, Korea.
- Research Institute of Nursing Science, Seoul National University, Seoul, Korea.
- Center for Human-Caring Nurse Leaders for the Future by Brain Korea 21 (BK 21) Four Project, College of Nursing, Seoul National University, Seoul, Korea.
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Amran MM, Bilitzky A, Bar-Yishay M, Adler L. The use of medical health applications by primary care physicians in Israel: a cross-sectional study. BMC Health Serv Res 2024; 24:410. [PMID: 38566059 PMCID: PMC10988819 DOI: 10.1186/s12913-024-10880-w] [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: 04/25/2023] [Accepted: 03/19/2024] [Indexed: 04/04/2024] Open
Abstract
BACKGROUND The use of medical health applications (mHealth apps) by patients, caregivers, and physicians is widespread. mHealth apps are often employed by physicians to quickly access professional knowledge, guide treatment, easily retrieve medical records, and monitor and manage patients. This study sought to characterize the use of mHealth apps among primary care physicians (PCPs) in Israel. The reasons for using apps and barriers to their use were also investigated. METHODS From all MHS' PCPs, we randomly selected 700 PCPs and invited them to complete a questionnaire regarding the use of mHealth apps and attitudes toward them. RESULTS From August 2020 to December 2020, 191 physicians completed the questionnaire (response rate 27.3%). 68.0% of PCPs reported using mHealth apps. Telemedicine service apps were the most frequently used. Medical calculators (used for clinical scoring) and differential diagnosis apps were the least frequently used. The most common reason for mHealth app use was accessibility, followed by time saved and a sense of information reliability. Among infrequent users of apps, the most common barriers reported were unfamiliarity with relevant apps and preference for using a computer. Concerns regarding information reliability were rarely reported by PCPs. Physician gender and seniority were not related to mHealth app use. Physician age was related to the use of mHealth apps. CONCLUSIONS mHealth apps are widely used by PCPs in this study, regardless of physician gender or seniority. Information from mHealth apps is considered reliable by PCPs. The main barrier to app use is unfamiliarity with relevant apps and preference for computer use.
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Affiliation(s)
- Menashe Meni Amran
- Ben-Gurion University of the Negev, Beer-Sheva, Israel.
- Department of Family Medicine, Maccabi Healthcare Services, Tel Aviv, Israel.
| | - Avital Bilitzky
- Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Family Medicine, Maccabi Healthcare Services, Tel Aviv, Israel
| | - Mattan Bar-Yishay
- Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Family Medicine, Maccabi Healthcare Services, Tel Aviv, Israel
| | - Limor Adler
- Department of Family Medicine, Maccabi Healthcare Services, Tel Aviv, Israel
- Department of Family Medicine, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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García-Rayado J, Callens C. Users' involvement in digital health collaborative projects. J Health Organ Manag 2024; ahead-of-print. [PMID: 38192045 DOI: 10.1108/jhom-04-2023-0118] [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: 01/10/2024]
Abstract
PURPOSE This research analyzes the roles of users in innovative digital health collaborative projects from the perspective of the user by considering three dimensions: their motivation, project activities and the support of the partnership for their effective involvement. DESIGN/METHODOLOGY/APPROACH The authors unraveled profiles of users by using a Q-methodological analysis of 24 statements and 44 service users. The statements for the three dimensions were designed according to previous models of stakeholder identification and customer participation in new product management. FINDINGS The authors obtained two profiles that advocate active participation of users, though with a different degree of involvement. One of them supports the role of users as "advisors" of users' preferences and needs, and the other indicates a higher involvement of users as "cocreators" of the innovation, with the same contribution and responsibility as the other partners. ORIGINALITY/VALUE Previous research has analyzed user involvement in digital health, as part of wider research on factors leading to the success and adoption of innovations. Moreover, previous research has analyzed user involvement in innovation projects, but without differentiating between projects carried out by an individual organization and those conducted by a partnership. This research contributes to filling this gap by revealing users' expectations about their involvement and how they think they will fit in with the dynamics of collaborative projects.
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Affiliation(s)
- Jaime García-Rayado
- Department of Accounting and Finance, Universidad de Zaragoza, Zaragoza, Spain
| | - Chesney Callens
- Department of Political Science, University of Antwerp, Antwerp, Belgium
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Gallardo MO, Dela Torre J, Ebardo R. The Role of Initial Trust in the Behavioral Intention to Use Telemedicine Among Filipino Older Adults. Gerontol Geriatr Med 2024; 10:23337214231222110. [PMID: 38196939 PMCID: PMC10775724 DOI: 10.1177/23337214231222110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 12/03/2023] [Accepted: 12/05/2023] [Indexed: 01/11/2024] Open
Abstract
This study investigated the behavioral intention of Filipino older adults toward using telemedicine and the pivotal role of initial trust in influencing this intention. A cross-sectional method was employed, involving a questionnaire administered to 180 participants using convenience sampling. The structural model test results indicate that subjective norm, attitude, and notably, initial trust positively impact the behavioral intention to use telemedicine, whereas perceived behavioral control does not significantly affect intention. This underscores the significance of subjective norm and attitude in shaping behavioral intention, consistent with the Theory of Planned Behavior (TPB), while the extended construct of initial trust played a crucial role in influencing the attitude and intention of older adults, highlighting its importance in technology adoption. The study aligns with the trend of increased telemedicine adoption during the COVID-19 pandemic, emphasizing the need for trust in sensitive healthcare contexts. Establishing initial trust is vital for successful telemedicine implementation among Filipino older adults, enhancing healthcare accessibility and well-being.
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Affiliation(s)
- Maureen Olive Gallardo
- De La Salle University, Manila, Philippines
- Ateneo de Zamboanga University, Zamboanga City, Philippines
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Kazemzadeh K, Akhlaghdoust M, Zali A. Advances in artificial intelligence, robotics, augmented and virtual reality in neurosurgery. Front Surg 2023; 10:1241923. [PMID: 37693641 PMCID: PMC10483402 DOI: 10.3389/fsurg.2023.1241923] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Accepted: 08/11/2023] [Indexed: 09/12/2023] Open
Abstract
Neurosurgical practitioners undergo extensive and prolonged training to acquire diverse technical proficiencies, while neurosurgical procedures necessitate a substantial amount of pre-, post-, and intraoperative clinical data acquisition, making decisions, attention, and convalescence. The past decade witnessed an appreciable escalation in the significance of artificial intelligence (AI) in neurosurgery. AI holds significant potential in neurosurgery as it supplements the abilities of neurosurgeons to offer optimal interventional and non-interventional care to patients by improving prognostic and diagnostic outcomes in clinical therapy and assisting neurosurgeons in making decisions while surgical interventions to enhance patient outcomes. Other technologies including augmented reality, robotics, and virtual reality can assist and promote neurosurgical methods as well. Moreover, they play a significant role in generating, processing, as well as storing experimental and clinical data. Also, the usage of these technologies in neurosurgery is able to curtail the number of costs linked with surgical care and extend high-quality health care to a wider populace. This narrative review aims to integrate the results of articles that elucidate the role of the aforementioned technologies in neurosurgery.
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Affiliation(s)
- Kimia Kazemzadeh
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Iran
- Network of Neurosurgery and Artificial Intelligence (NONAI), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Meisam Akhlaghdoust
- Network of Neurosurgery and Artificial Intelligence (NONAI), Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- USERN Office, Functional Neurosurgery Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Alireza Zali
- Network of Neurosurgery and Artificial Intelligence (NONAI), Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- USERN Office, Functional Neurosurgery Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Lanzola G, Polce F, Parimbelli E, Gabetta M, Cornet R, de Groot R, Kogan A, Glasspool D, Wilk S, Quaglini S. The Case Manager: An Agent Controlling the Activation of Knowledge Sources in a FHIR-Based Distributed Reasoning Environment. Appl Clin Inform 2023; 14:725-734. [PMID: 37339683 PMCID: PMC10499504 DOI: 10.1055/a-2113-4443] [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: 11/15/2022] [Accepted: 05/12/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND Within the CAPABLE project the authors developed a multi-agent system that relies on a distributed architecture. The system provides cancer patients with coaching advice and supports their clinicians with suitable decisions based on clinical guidelines. OBJECTIVES As in many multi-agent systems we needed to coordinate the activities of all agents involved. Moreover, since the agents share a common blackboard where all patients' data are stored, we also needed to implement a mechanism for the prompt notification of each agent upon addition of new information potentially triggering its activation. METHODS The communication needs have been investigated and modeled using the HL7-FHIR (Health Level 7-Fast Healthcare Interoperability Resources) standard to ensure proper semantic interoperability among agents. Then a syntax rooted in the FHIR search framework has been defined for representing the conditions to be monitored on the system blackboard for activating each agent. RESULTS The Case Manager (CM) has been implemented as a dedicated component playing the role of an orchestrator directing the behavior of all agents involved. Agents dynamically inform the CM about the conditions to be monitored on the blackboard, using the syntax we developed. The CM then notifies each agent whenever any condition of interest occurs. The functionalities of the CM and other actors have been validated using simulated scenarios mimicking the ones that will be faced during pilot studies and in production. CONCLUSION The CM proved to be a key facilitator for properly achieving the required behavior of our multi-agent system. The proposed architecture may also be leveraged in many clinical contexts for integrating separate legacy services, turning them into a consistent telemedicine framework and enabling application reusability.
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Affiliation(s)
- Giordano Lanzola
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Francesca Polce
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Enea Parimbelli
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Matteo Gabetta
- Research and Development Division, Biomeris S.r.l, Pavia, Italy
| | - Ronald Cornet
- Medical Informatics, Amsterdam Public Health Institute, Methodology & Digital Health, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Rowdy de Groot
- Medical Informatics, Amsterdam Public Health Institute, Methodology & Digital Health, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Alexandra Kogan
- Department of Information Systems, University of Haifa, Haifa, Israel
| | | | - Szymon Wilk
- Research and Development Division, Institute of Computing Science, Poznan University of Technology, Poznan, Poland
| | - Silvana Quaglini
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
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Nigatu AM, Yilma TM, Gezie LD, Gebrewold Y, Gullslett MK, Mengiste SA, Tilahun B. Medical imaging consultation practices and challenges at public hospitals in the Amhara regional state, Northwest Ethiopia: a descriptive phenomenological study. BMC Health Serv Res 2023; 23:787. [PMID: 37488569 PMCID: PMC10367423 DOI: 10.1186/s12913-023-09652-9] [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: 11/07/2022] [Accepted: 06/06/2023] [Indexed: 07/26/2023] Open
Abstract
BACKGROUND Medical imaging plays a vital role in the accurate diagnosis, treatment and outcome prediction of many diseases and injuries. However, in many African countries, deserving populations do not have access to the proper medical imaging specialists' services. As a result, clinicians continue to struggle to provide medical imaging via consultation. However, little is known about conventional referral consultation practices and their challenges. This study, therefore, aimed to explore the practice and challenges of medical imaging service consultation among health professionals and patients in the context of the Ethiopian public healthcare delivery system. METHODS Descriptive phenomenological study was employed to explore the practice of medical imaging service consultation among health professionals and patients in public hospitals of Amhara region from October 12, 2021 to December 29, 2021. Semi-structured interview guides were prepared separately for key-informant and in-depth interviews. A total of 21 participants (6 hospital managers, 4 medical directors, 4 department heads, 3 medical imaging coordinators and 4 patients) were selected using the maximum variation sampling technique. All interviews were audio-recorded, transcribed verbatim and subjected to inductive thematic analysis using Open Code 4.02 software. RESULTS Six major themes emerged following the thematic analysis: (1) medical image service delivery practices; (2) medical imaging consultation modalities; (3) benefits and drawbacks of the consultation modalities; (4) challenges; (5) challenge mitigation strategies; and (6) future recommendations. Image films, compact disks, and telegram apps were the consultation modalities used by the referring clinicians to send the medical images to radiologists. Frequent failure of imaging machines, delayed equipment maintenance, inadequate infrastructure, shortage of budget, lack of radiologists, and low-quality of printed image films were among the challenges influencing the medical imaging consultation service. CONCLUSIONS This research explored onsite and referral imaging consultation practices. However, there are many challenges encountered by the referring clinicians and the radiologists during the consultation process. These challenges could potentially affect clinicians' ability to provide timely diagnosis and treatment services which would ultimately affects patient health status and service delivery. Virtual consultation via teleradiology and enhancing clinicians' competence through long-term and short-term trainings are recommended to improve the referral consultation practice.
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Affiliation(s)
- Araya Mesfin Nigatu
- Department of Health Informatics, Institute of Public Health, University of Gondar, Gondar, Ethiopia.
| | - Tesfahun Melese Yilma
- Department of Health Informatics, Institute of Public Health, University of Gondar, Gondar, Ethiopia
| | - Lemma Derseh Gezie
- Department of Epidemiology and Biostatistics, Institute of Public Health, University of Gondar, Gondar, Ethiopia
| | - Yonathan Gebrewold
- Department of Radiology, College of Medicine, Author's Information, University of Gondar, Gondar, Ethiopia
| | | | | | - Binyam Tilahun
- Department of Health Informatics, Institute of Public Health, University of Gondar, Gondar, Ethiopia
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Hellfritz MS, Waschkau A, Steinhäuser J. Experiences with the quality of telemedical care in an offshore setting - a qualitative study. BMC Health Serv Res 2023; 23:661. [PMID: 37340414 DOI: 10.1186/s12913-023-09664-5] [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: 02/28/2023] [Accepted: 06/07/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND The evaluation and the improvement of the quality of telemedical care become increasingly important in times where this type of care is offered to a broad number of patients more and more. As telemedical care in an offshore setting has already been in use for decades, analyzing the extensive experience of offshore paramedics using telemedical care can help identify determinants of quality. Therefore, the aim of this study was to explore determinants of the quality of telemedical care using the experiences of experienced offshore paramedics. METHODS We conducted a qualitative analysis of 22 semi-structured interviews with experienced offshore paramedics. The results were categorized in a hierarchical category system using content analysis as described by Mayring. RESULTS All 22 participants were males, having a mean of 3.9 years of experience working with telemedicine support offshore. Generally, participants stated that for them telemedical interaction did not differ much from personal interaction. However, the offshore paramedics personality and way to communicate were mentioned to impact the quality of telemedical care as it influenced the way cases were presented. Furthermore, interviewees described it to be impossible to use telemedicine in cases of an emergency as it was too time-consuming, technically too complex, and lead to cognitive overload as other tasks with higher priority needed their attention. Three determinants of a successful consultation were mentioned: low levels of complexity in the reason for consultation, telemedical guidance training for the teleconsultant physician and for the delegatee. CONCLUSION Appropriate indications for telemedical consultation, communication training of consultation partners, and the impact of personality need to be addressed to enhance the quality of future telemedical care.
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Affiliation(s)
- Michael Stefan Hellfritz
- Universität zu Lübeck, Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany.
| | - Alexander Waschkau
- Universität zu Lübeck, Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Jost Steinhäuser
- Universität zu Lübeck, Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
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13
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Mitchell J, Shirota C, Clanchy K. Factors that influence the adoption of rehabilitation technologies: a multi-disciplinary qualitative exploration. J Neuroeng Rehabil 2023; 20:80. [PMID: 37340496 DOI: 10.1186/s12984-023-01194-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 05/23/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND Technological innovation is recognised as having the potential to enhance rehabilitation for people with disability. Yet, resistance to, and abandonment of, rehabilitation technology is prevalent and the successful translation of technology into rehabilitation settings remains limited. Therefore, the aim of this work was to develop an in-depth, multi-stakeholder perspective on what influences the adoption of rehabilitation technologies. METHODS Semi-structured focus groups were conducted as part of a larger research project aiming to facilitate the co-design of a novel neurorestorative technology. Focus group data were analysed using a five-phase hybrid deductive-inductive approach to qualitative data analysis. RESULTS Focus groups were attended by 43 stakeholders with expertise in one or more of the following fields: people with disability, allied health, human movement science, computer science, design, engineering, ethics, funding, marketing, business, product development, and research development. Six main themes influencing the adoption of technology in rehabilitation were identified: cost beyond the purchase price, benefits to all stakeholders, trust to be earned in technology, ease of technology operation, ability to access technology, and the 'co' in co-design. All six themes were found to be interrelated; in particular, the importance of direct stakeholder engagement in the development of rehabilitation technologies (the 'co' in co-design) was prevalent in all themes. CONCLUSIONS A range of complex and interrelated factors influence the adoption of rehabilitation technologies. Importantly, many of the issues that have the potential to negatively impact rehabilitation technology adoption may be addressed during development by utilising the experience and expertise of stakeholders who influence its supply and demand. Our findings state that a wider cohort of stakeholders needs to be actively engaged in the development of rehabilitation technologies to better address the factors that contribute to technology underutilisation and abandonment and facilitate better outcomes for people with disability.
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Affiliation(s)
- Jessie Mitchell
- The Hopkins Centre, Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - Camila Shirota
- The Hopkins Centre, Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - Kelly Clanchy
- The Hopkins Centre, Menzies Health Institute Queensland, Griffith University, Brisbane, Australia.
- School of Health Sciences and Social Work, Griffith University, Southport, Australia.
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Colombo MG, Joos S, Koch R. Implementing interprofessional video consultations with general practitioners and psychiatrists in correctional facilities in Germany: results from a mixed-methods study. BMC Health Serv Res 2023; 23:578. [PMID: 37277811 DOI: 10.1186/s12913-023-09592-4] [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: 12/07/2022] [Accepted: 05/23/2023] [Indexed: 06/07/2023] Open
Abstract
BACKGROUND Adequate health care in correctional facilities is often limited by staff shortage, which entails time-consuming consultations with physicians outside of these facilities. Video consultations (VC) have been implemented in many different health care settings and may also be useful in correctional facilities. As part of a pilot project, synchronous VC were implemented in five correctional facilities in Germany in June 2018. The aim of this study was to describe the implementation process from the providers' perspective and to identify factors promoting or inhibiting the implementation process of VC with a focus on interprofessional collaboration between nursing staff and telemedicine physicians. METHODS As part of the mixed-methods evaluation of the pilot project, site visits to the five correctional facilities were carried out. Nursing staff from the five correctional facilities (n=49) and telemedicine physicians (n=10) were asked to participate in interviews and a questionnaire survey. Interviews were analyzed using qualitative content analysis and questionnaires were evaluated using descriptive statistical methods. The results from both data sources were integrated and discussed in the framework of Normalization Process Theory. RESULTS Interviews were conducted with 24.5% (n=12) of nursing staff and 20.0% (n=2) of telemedicine physicians, while questionnaires were returned by 22.5% (n=11) of nursing staff and 33.3% (n=3) of telemedicine physicians. VC with general practitioners and psychiatrists were perceived as an additional support during times when physicians were absent from the correctional facilities. Allocating telemedicine physicians to specific correctional facilities might further improve interprofessional collaboration with nursing staff during VC. Inhibiting factors comprised the lack of integrating nursing staff into the implementation process, increased workload, insufficient training and the implementation of VC at an inconvenient time. CONCLUSIONS To summarize, VC are a promising supplement to face-to-face health care in correctional facilities despite several limitations. These might be compensated by improving interprofessional cooperation and by integrating telemedicine physicians into local health care teams.
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Affiliation(s)
- Miriam Giovanna Colombo
- Institute for General Practice and Interprofessional Care, University Hospital Tübingen, Osianderstrasse 5, Tübingen, Baden-Württemberg, 72076, Germany.
| | - Stefanie Joos
- Institute for General Practice and Interprofessional Care, University Hospital Tübingen, Osianderstrasse 5, Tübingen, Baden-Württemberg, 72076, Germany
| | - Roland Koch
- Institute for General Practice and Interprofessional Care, University Hospital Tübingen, Osianderstrasse 5, Tübingen, Baden-Württemberg, 72076, Germany
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Kissi J, Annobil C, Mensah NK, Owusu-Marfo J, Osei E, Asmah ZW. Telehealth services for global emergencies: implications for COVID-19: a scoping review based on current evidence. BMC Health Serv Res 2023; 23:567. [PMID: 37264401 DOI: 10.1186/s12913-023-09584-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 05/19/2023] [Indexed: 06/03/2023] Open
Abstract
INTRODUCTION The availability of low-cost computing and digital telecommunication in the 1980s made telehealth practicable. Telehealth has the capacity to improve healthcare access and outcomes for patients while reducing healthcare costs across a wide range of health conditions and situations. OBJECTIVE This study compares the adoption, advantages, and challenges of telehealth services between high-income (HICs) and low-and-middle-income countries (LMICs) before and during the COVID-19 pandemic. METHODS Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were followed. The key search terms were: "Telehealth", "Telehealth in HICs", "Telehealth in LMICs", "Telehealth before COVID-19", "Telehealth during COVID-19". We searched exhaustively ProQuest, Scopus, Web of Science, Google Scholar, CINAHL, and EMBASE databases from 2012. Booleans OR/AND were combined with key search terms to increase relevant search results. The literature search and selection process followed the Sample, Phenomena of Interest, Design, Evaluation, and Research (SPIDER) question format. RESULTS The adoption of telehealth before COVID-19 was generally low in both HICs and LMICs. The impact of COVID-19 accelerated the adoption of telehealth at the facility level but not nationwide in both high-income countries and LMICs. The rapid adoption of telehealth at the facility level in both high-income and LMICs introduced several challenges that are unique to each country and need to be addressed. CONCLUSION The lack of national policies and regulations is making the adoption of telehealth at the national level challenging in both high and low-middle-income countries. Governments and Stakeholders of healthcare must consider telehealth as a healthcare procedure that should be deployed in clinical working procedures. Primary quantitative and qualitative studies must be conducted to address challenges encountered during the pilot implementation of telehealth services in both high-income countries and LMICs before and during pandemics.
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Affiliation(s)
- Jonathan Kissi
- School of Allied Health Sciences, Department of Health Information Management. University Post Office, University of Cape Coast, Cape Coast, Ghana.
| | - Caleb Annobil
- School of Allied Health Sciences, Department of Health Information Management. University Post Office, University of Cape Coast, Cape Coast, Ghana
| | - Nathan Kumasenu Mensah
- School of Allied Health Sciences, Department of Health Information Management. University Post Office, University of Cape Coast, Cape Coast, Ghana
| | - Joseph Owusu-Marfo
- Department of Epidemiology, Biostatistics and Disease Control, University for Development Studies, Tamale, Ghana
| | - Ernest Osei
- Faculty of Health and Allied Health, Department of Public Health, Catholic University College of Ghana, Sunyani, Ghana
| | - Zenobia Wooduwa Asmah
- School of Allied Health Sciences, Department of Health Information Management. University Post Office, University of Cape Coast, Cape Coast, Ghana
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Taddei L, Mendicino F, Grande T, Mulé A, Micozzi R, Parini EG. Contributions of digital social research to develop Telemedicine in Calabria (Southern Italy): identification of inequalities in post-COVID-19. FRONTIERS IN SOCIOLOGY 2023; 8:1141750. [PMID: 37229283 PMCID: PMC10204871 DOI: 10.3389/fsoc.2023.1141750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 03/30/2023] [Indexed: 05/27/2023]
Abstract
The paper discusses the role that sociology and digital social research methods could play in developing E-health and Telemedicine, specifically after the COVID-19 pandemic, and the possibility of dealing with new pandemics. In this article, we will reflect on an interdisciplinary research pilot project carried out by a team of sociologists, medical doctors, and software engineers at The University of Calabria (Italy), to give a proof of concept of the importance to develop Telemedicine through the contribution of digital social research. We apply a web and app survey to administrate a structured questionnaire to a self-selected sample of the University Community. Digital social research has highlighted socioeconomic and cultural gaps that affect the perception of Telemedicine in the University Community. In particular, gender, age, educational, and professional levels influence medical choices and behaviors during Covid-19. There is often an unconscious involvement in Telemedicine (people use it but don't know it is Telemedicine), and an optimistic perception grows with age, education, professional, and income levels; equally important are the comprehension of digital texts and the effective use of Telemedicine. Limited penetration of technological advances must be addressed primarily by overcoming sociocultural and economic barriers and developing knowledge and understanding of digital environments. The key findings of this study could help direct public and educational policies to reduce existing gaps and promote Telemedicine in Calabria.
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Affiliation(s)
- Luciana Taddei
- Department of Political and Social Sciences, University of Calabria, Cosenza, Italy
| | | | - Teresa Grande
- Department of Political and Social Sciences, University of Calabria, Cosenza, Italy
| | | | | | - Ercole Giap Parini
- Department of Political and Social Sciences, University of Calabria, Cosenza, Italy
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Cardile D, Corallo F, Cappadona I, Ielo A, Bramanti P, Lo Buono V, Ciurleo R, De Cola MC. Auditing the Audits: A Systematic Review on Different Procedures in Telemedicine. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:4484. [PMID: 36901491 PMCID: PMC10001883 DOI: 10.3390/ijerph20054484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 02/27/2023] [Accepted: 03/01/2023] [Indexed: 06/18/2023]
Abstract
Telemedicine is a process of delivering health care using information and communication technologies. Audit and feedback (A&F) constitute a systematic intervention that is aimed at collecting data, which are subsequently compared with reference standards and then returned to health care operators through feedback meetings. The aim of this review is to analyse different audit procedures on and by mean of telemedicine services and to identify a practice that is more effective than the others. Systematic searches were performed in three databases evaluating studies focusing on clinical audits performed on and by means of telemedicine systems. Twenty-five studies were included in the review. Most of them focused on telecounselling services with an audit and a maximum duration of one year. Recipients of the audit were telemedicine systems and service users (general practitioners, referring doctors, and patients). Data resulting from the audit were inherent to the telemedicine service. The overall data collected concerned the number of teleconsultations, service activity, reasons for referral, response times, follow-up, reasons why treatment was not completed, technical issues, and other information specific to each telemedicine service. Only two of the considered studies dealt with organizational aspects, and of these, only one analysed communicative aspects. The complexity and heterogeneity of the treatments and services provided meant that no index of uniformity could be identified. Certainly, some audits were performed in an overlapping manner in the different studies, and these show that although attention is often paid to workers' opinions, needs, and issues, little interest was shown in communicative/organizational and team dynamics. Given the importance and influence that communication has in teamwork and care settings, an audit protocol that takes into account intra- and extra-team communication processes could be essential to improving the well-being of operators and the quality of the service provided.
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18
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Hidefjäll P, Laurell H, Johansson J, Barlow J. Institutional logics and the adoption and implementation of remote patient monitoring. INNOVATION-ORGANIZATION & MANAGEMENT 2023. [DOI: 10.1080/14479338.2022.2162907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Patrik Hidefjäll
- Department of Learning, Informatics, Management and Ethics, Unit for Bioentrepreneurship, Karolinska Institutet, LIME, Stockholm, Sweden
- School of Business, Innovation and Sustainability, Halmstad University, Halmstad, Sweden
| | - Hélène Laurell
- School of Business, Innovation and Sustainability, Halmstad University, Halmstad, Sweden
| | - Jeaneth Johansson
- School of Business, Innovation and Sustainability, Halmstad University, Halmstad, Sweden
- Department of Social Sciences, Technology and Arts, Luleå University of Technology, Luleå, Sweden
| | - James Barlow
- School of Business, Innovation and Sustainability, Halmstad University, Halmstad, Sweden
- Imperial College Business School, Centre for Health Economics & Policy Innovation, London, UK
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Hemmerich C, Jones G, Staggs J, Anderson RM, Bacani R, Vassar M. Inequities and Research Gaps in Ophthalmology: A Scoping Review. JAMA Ophthalmol 2022; 141:63-70. [PMID: 36480183 PMCID: PMC9857159 DOI: 10.1001/jamaophthalmol.2022.5237] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Importance Deficient ophthalmologic care is costly to patients, making the identification of groups not receiving adequate care of vital importance. The current landscape of equity in ophthalmic care has yet to be thoroughly investigated and is important to ensure inclusivity and patient-centered care. Objective To perform a scoping review of the literature pertaining to health care inequities in the field of ophthalmology. Evidence Review A comprehensive database search using MEDLINE (via PubMed) and Ovid Embase was done in July 2022. English-language articles published from 2016 to 2021 were included and encompassed all article types except commentaries or correspondence. The search modeled the National Institutes of Health list of designated US health inequity populations, which includes income, education level, occupational status, rural and underresourced area, sex and gender, lesbian, gay, bisexual, transgender, and queer (LGBTQ) identity, and race and ethnicity. A total of 8170 abstracts and titles were screened by 2 independent investigators, and 189 studies were assessed in full text for eligibility. For inclusion, articles needed to be an ophthalmic study discussing health inequities. In a masked, duplicate fashion, 2 independent investigators screened 75 full-text studies for data extraction using a pilot-tested form. Data extraction included general publication characteristics and health inequity data based on the National Institutes of Health's defined inequity groups. Findings A total of 75 publications were included. Notable inequities were found among Black and Hispanic patients associated with negative ophthalmic outcomes and mixed associations regarding sex or gender. Overall, lower-income patients were more likely to have vision impairment, use eye care services less, and have lower adherence to eye examinations. No articles within our sample examined LGBTQ inequities among ophthalmology patients since the 2016 National Institutes of Health classification of sexual and gender minority populations. Substantial research gaps were observed within the ophthalmic literature pertaining to the LGBTQ community, race and ethnicity, and rural and underresourced areas. Conclusions and Relevance This scoping review found substantial findings associated with the LGBTQ community, race and ethnicity, and the role of telemedicine in rural and underresourced areas. Because of the importance of ophthalmic care in overall patient health, it is vital to understand the various inequities present and strive to improve the current gaps in the literature. Future studies should (1) examine barriers to clinical study and medical trainee recruitment as well as patient values and preference studies and (2) investigate the implementation of telemedicine in underresourced areas.
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Affiliation(s)
- Christian Hemmerich
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa
| | - Garrett Jones
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa
| | - Jordan Staggs
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa
| | - Reece M. Anderson
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa
| | - Rigel Bacani
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa
| | - Matt Vassar
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa,Department of Psychiatry and Behavioral Sciences, Oklahoma State University Center for Health Sciences, Tulsa
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Tong L, George B, Crotty BH, Somai M, Taylor BW, Osinski K, Luo J. Telemedicine and health disparities: Association between patient characteristics and telemedicine, in-person, telephone and message-based care during the COVID-19 pandemic. IPEM-TRANSLATION 2022; 3:100010. [PMID: 36340828 PMCID: PMC9617798 DOI: 10.1016/j.ipemt.2022.100010] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 10/22/2022] [Accepted: 10/24/2022] [Indexed: 12/05/2022]
Abstract
Telemedicine has been an essential form of care since the onset of the COVID-19 pandemic. However, telemedicine may exacerbate disparities for populations with limited digital literacy or access, such as older adults, racial minorities, patients of low income, rural residences, or limited English proficiency. From March 2020 to March 2022, this retrospective cohort study analyzed the use of in-person, phone/message, and telemedical care at a single tertiary care center in an oncology department. We investigated the association between economic, racial, ethnic, socioeconomic factors and forms of care, including in-person visits, telemedicine-based visits, and telephone/messages. The study results show that telemedicine utilization is lower among patients 65 and older, female patients, American Indian or Alaska Native patients, uninsured patients, and patients who require interpreters during clinical visits. As a result, it is unlikely that telemedicine will provide equal access to clinical care for all populations. On the other hand, in-person care utilization remains low in low-income and rural-living patients compared to the general population, while telephone and message use remains high in low-income and rural-living patients. We conclude that telemedicine is currently unable to close the utilization gap for populations of low socioeconomic status. Patients with low socioeconomic status use in-person care less frequently. For the disadvantaged, unusually high telephone or message utilization is unlikely to provide the same quality as in-person or telemedical care. Understanding the causes of disparity and promoting a solution to improve equal access to care for all patients is critical.
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Affiliation(s)
- Ling Tong
- University of Wisconsin-Milwaukee, Department of Health Informatics and Administration, United States
| | - Ben George
- Medical College of Wisconsin, Clinical and Translational Science Institute of Southeastern Wisconsin, Froedtert Hospital, United States
| | - Bradley H Crotty
- Medical College of Wisconsin, Clinical and Translational Science Institute of Southeastern Wisconsin, United States
| | - Melek Somai
- Medical College of Wisconsin, Clinical and Translational Science Institute of Southeastern Wisconsin, United States
| | - Bradley W Taylor
- Medical College of Wisconsin, Clinical and Translational Science Institute of Southeastern Wisconsin, United States
| | - Kristen Osinski
- Medical College of Wisconsin, Clinical and Translational Science Institute of Southeastern Wisconsin, United States
| | - Jake Luo
- University of Wisconsin-Milwaukee, Department of Health Informatics and Administration, United States
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Gross tumour volume radiomics for prognostication of recurrence & death following radical radiotherapy for NSCLC. NPJ Precis Oncol 2022; 6:77. [PMID: 36302938 PMCID: PMC9613990 DOI: 10.1038/s41698-022-00322-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Accepted: 10/14/2022] [Indexed: 11/26/2022] Open
Abstract
Recurrence occurs in up to 36% of patients treated with curative-intent radiotherapy for NSCLC. Identifying patients at higher risk of recurrence for more intensive surveillance may facilitate the earlier introduction of the next line of treatment. We aimed to use radiotherapy planning CT scans to develop radiomic classification models that predict overall survival (OS), recurrence-free survival (RFS) and recurrence two years post-treatment for risk-stratification. A retrospective multi-centre study of >900 patients receiving curative-intent radiotherapy for stage I-III NSCLC was undertaken. Models using radiomic and/or clinical features were developed, compared with 10-fold cross-validation and an external test set, and benchmarked against TNM-stage. Respective validation and test set AUCs (with 95% confidence intervals) for the radiomic-only models were: (1) OS: 0.712 (0.592–0.832) and 0.685 (0.585–0.784), (2) RFS: 0.825 (0.733–0.916) and 0.750 (0.665–0.835), (3) Recurrence: 0.678 (0.554–0.801) and 0.673 (0.577–0.77). For the combined models: (1) OS: 0.702 (0.583–0.822) and 0.683 (0.586–0.78), (2) RFS: 0.805 (0.707–0.903) and 0·755 (0.672–0.838), (3) Recurrence: 0·637 (0.51–0.·765) and 0·738 (0.649–0.826). Kaplan-Meier analyses demonstrate OS and RFS difference of >300 and >400 days respectively between low and high-risk groups. We have developed validated and externally tested radiomic-based prediction models. Such models could be integrated into the routine radiotherapy workflow, thus informing a personalised surveillance strategy at the point of treatment. Our work lays the foundations for future prospective clinical trials for quantitative personalised risk-stratification for surveillance following curative-intent radiotherapy for NSCLC.
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22
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Al-Atawi AA, Khan F, Kim CG. Application and Challenges of IoT Healthcare System in COVID-19. SENSORS (BASEL, SWITZERLAND) 2022; 22:s22197304. [PMID: 36236404 PMCID: PMC9571605 DOI: 10.3390/s22197304] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Revised: 09/14/2022] [Accepted: 09/23/2022] [Indexed: 06/02/2023]
Abstract
The importance of the IoT is increasing in every field of life, and it especially has a significant role in improving the efficiency of the healthcare system. Its demand further increased during COVID-19 to facilitate the patient remotely from their home digitally. Every time the COVID-19 patient visited the doctor for minor complications, it increased the risk of spreading the virus and the cost for the patient. Another alarming situation arose when a patient was in a critical position and may not claim an emergency service from the nearby healthcare system, increasing the death rate. The IoT uses healthcare services to properly monitor COVID-19 patients by using the interconnected network to overcome these issues. Through the IoT, the patient is facilitated by the health care system without spreading the virus, decreasing the death ratio during COVID-19. This paper aims to discuss different applications, technologies, and challenges of the IoT healthcare system, related to COVID-19. Different databases were searched using keywords in PubMed, ResearchGate, Scopus, ACM, Springer, Elsevier, Google Scholar, etc. This paper is trying to discuss, identify, and highlight the useful applications of the IoT healthcare system to provide guidelines to the researchers, healthcare institutions, and scientists to overcomes the hazards of COVID-19 pandemics. Hence, IoT is beneficial by identifying the symptoms of COVID-19 patients and by providing better treatments that use the healthcare system efficiently. At the end of the paper, challenges and future work are discussed, along with useful suggestions through which scientists can benefit from the IoT healthcare system during COVID-19 and in a severe pandemic. The survey paper is not limited to the healthcare system and COVID-19, but it can be beneficial for future pandemics or in a worse situation.
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Affiliation(s)
- Abdullah A. Al-Atawi
- Department of Computer Science, Applied College, University of Tabuk, Tabuk 47512, Saudi Arabia
| | - Faheem Khan
- Department of Computer Engineering, Gachon University, Seongnam 1342, Korea
| | - Cheong Ghil Kim
- Department of Computer Science, Namseoul University, Cheonan 31020, Korea
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Guidotti E, Pennucci F, Valleggi A, De Rosis S, Passino C. A longitudinal assessment of chronic care pathways in real-life: self-care and outcomes of chronic heart failure patients in Tuscany. BMC Health Serv Res 2022; 22:1146. [PMID: 36088408 PMCID: PMC9463807 DOI: 10.1186/s12913-022-08522-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2021] [Accepted: 08/26/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Worldwide healthcare systems face challenges in assessing and monitoring chronic care pathways and, even more, the value generated for patients. Patient-reported outcomes measures (PROMs) represent a valid Real-World Evidence (RWE) source to fully assess health systems' performance in managing chronic care pathways. METHODS The originality of the study consists in the chance of adopting PROMs, as a longitudinal assessment tool for continuous monitoring of patients' adherence to therapies and self-care behavior recommendations in clinical practice and as a chance to provide policy makers insights to improve chronic pathways adopting a patient perspective. The focus was on PROMs of patients with chronic heart failure (CHF) collected in the Gabriele Monasterio Tuscan Foundation (FTGM), a tertiary referral CHF centre in Pisa, Italy. During the hospital stay, CHF patients were enrolled and received a link (via SMS or email) to access to the first questionnaire. Follow-up questionnaires were sent 1, 7 and 12 months after the index hospitalisation. Professionals invited 200 patients to participate to PROMs surveys. 174 answers were digitally collected at baseline from 2018 to 2020 and analysed. Quantitative and qualitative analyses were conducted, using Chi2, t-tests and regression models together with narrative evidence from free text responses. RESULTS Both quantitative and qualitative results showed FTGM patients declared to strongly adhere to the pharmacological therapy across the entire pathway, while seemed less careful to adhere to self-care behavior recommendations (e.g., physical activity). CHF patients that performed adequate Self-Care Maintenance registered outcome improvements. Respondents declared to be supported by family members in managing their adherence. CONCLUSIONS The features of such PROMs collection model are relevant for researchers, policymakers and for managers to implement interventions aimed at improving pathway adherence dimensions. Among those, behavioral economics interventions could be implemented to increase physical activity among CHF patients since proven successful in Tuscany. Strategies to increase territorial care and support patients' caregivers in their daily support to patients' adherence should be further explored. Systematic PROMs collection would allow to monitor changes in the whole pathway organization. This study brings opportunities for extending such monitoring systems to other organizations to allow for reliable benchmarking opportunities.
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Affiliation(s)
- E Guidotti
- Management and Healthcare Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Scuola Superiore Sant'Anna, 56127, Pisa, Italy.
| | - F Pennucci
- Management and Healthcare Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Scuola Superiore Sant'Anna, 56127, Pisa, Italy
| | - A Valleggi
- UOC Cardiologia e Medicina Cardiovascolare, Fondazione Toscana Gabriele Monasterio per la Ricerca Medica e di Sanità Pubblica, Pisa, Italy
| | - S De Rosis
- Management and Healthcare Laboratory, Institute of Management and Department EMbeDS, Scuola Superiore Sant'Anna, Scuola Superiore Sant'Anna, 56127, Pisa, Italy
| | - C Passino
- UOC Cardiologia e Medicina Cardiovascolare, Fondazione Toscana Gabriele Monasterio per la Ricerca Medica e di Sanità Pubblica, Pisa, Italy
- Institute of Life Sciences, Scuola Superiore Sant'Anna, Pisa, Italy
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Busso M, Gonzalez MP, Scartascini C. On the demand for telemedicine: Evidence from the COVID-19 pandemic. HEALTH ECONOMICS 2022; 31:1491-1505. [PMID: 35527351 PMCID: PMC9324159 DOI: 10.1002/hec.4523] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 03/07/2022] [Accepted: 04/05/2022] [Indexed: 05/07/2023]
Abstract
Telemedicine can expand access to health care at relatively low cost. Historically, however, demand for telemedicine has remained low. Using administrative records and a difference-in-differences methodology, we estimate the change in demand for telemedicine experienced after the onset of the COVID-19 epidemic and the imposition of mobility restrictions. We find that the number of telemedicine calls made during the pandemic increased by 230 percent compared to the pre-pandemic period. The effects were mostly driven by older individuals with preexisting conditions who used the service for internal medicine consultations. The demand for telemedicine remained relatively high even after mobility restrictions were relaxed, which is consistent with telemedicine being an "experience good." These results are a proof of concept for policy makers to use such relatively low-cost medical consultations, made possible by new technologies, to provide needed expansion of access to health care.
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Affiliation(s)
- Matias Busso
- Research DepartmentInter‐American Development BankWashingtonDistrict of ColumbiaUSA
| | - Maria P. Gonzalez
- Research DepartmentInter‐American Development BankWashingtonDistrict of ColumbiaUSA
| | - Carlos Scartascini
- Research DepartmentInter‐American Development BankWashingtonDistrict of ColumbiaUSA
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Wang NN, Wang YJ, Qiu SH, Di ZR. Epidemic spreading with migration in networked metapopulation. COMMUNICATIONS IN NONLINEAR SCIENCE & NUMERICAL SIMULATION 2022; 109:106260. [PMID: 35035179 PMCID: PMC8750699 DOI: 10.1016/j.cnsns.2022.106260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 11/24/2021] [Accepted: 01/05/2022] [Indexed: 06/14/2023]
Abstract
Migration plays a crucial role in epidemic spreading, and its dynamic can be studied by metapopulation model. Instead of the uniform mixing hypothesis, we adopt networked metapopulation to build the model of the epidemic spreading and the individuals' migration. In these populations, individuals are connected by contact network and populations are coupled by individuals migration. With the network mean-field and the gravity law of migration, we establish the N-seat intertwined SIR model and obtain its basic reproduction number ℛ 0 . Meanwhile, we devise a non-markov Node-Search algorithm for model statistical simulations. Through the static network migration ansatz and ℛ 0 formula, we discover that migration will not directly increase the epidemic replication capacity. But when ℛ 0 > 1 , the migration will make the susceptive population evolve from metastable state (disease-free equilibrium) to stable state (endemic equilibrium), and then increase the influence area of epidemic. Re-evoluting the epidemic outbreak in Wuhan, top 94 cities empirical data validate the above mechanism. In addition, we estimate that the positive anti-epidemic measures taken by the Chinese government may have reduced 4 million cases at least during the first wave of COVID-19, which means those measures, such as the epidemiological investigation, nucleic acid detection in medium-high risk areas and isolation of confirmed cases, also play a significant role in preventing epidemic spreading after travel restriction between cities.
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Affiliation(s)
- Ning-Ning Wang
- School of Systems Science, Beijing Normal University, Beijing 100875, China
| | - Ya-Jing Wang
- School of Information Engineering, Tianjin University of Commerce, 300134, Tianjin, China
| | - Shui-Han Qiu
- School of Systems Science, Beijing Normal University, Beijing 100875, China
- International Academic Center of Complex Systems, Beijing Normal University, Zhuhai 519087, China
| | - Zeng-Ru Di
- School of Systems Science, Beijing Normal University, Beijing 100875, China
- International Academic Center of Complex Systems, Beijing Normal University, Zhuhai 519087, China
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Kamley S, Thakur RS. Analysis and prediction of worldwide novel coronavirus (COVID-19) infections, using neural network-based techniques. IRAN JOURNAL OF COMPUTER SCIENCE 2022. [PMCID: PMC8592809 DOI: 10.1007/s42044-021-00092-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The novel coronavirus (COVID-19) outbreak has recently become a major public health concern around the world. It is commonly known that some of the world's most powerful countries, such as Iran and the United States, are suffering more than others from the effects of this horrific pandemic. It has spread throughout communities and has endangered the health of many people. Governments must take the necessary steps to stop the virus from spreading globally. The three most widely used backpropagation neural network (BPNN) techniques, i.e., Levenberg–Marquardt, Bayesian regularization (BR), and scaled conjugate gradient (SCG), are used to either predict the future or evaluate the current status of COVID-19 in this research. This study uses a real-time COVID-19 dataset from the Worldometer website, which contains 204 samples from 30 January to 15 April 2020. The 12 most important parameters are selected for study purposes, including country, total cases (TC), new cases (NC), total deaths (TD), new deaths (ND), total recoveries (TREV), active cases (AC), serious cases (SC), total tests (TT), death rate (DR), recovery rate (RR), and case rate (CR). Finally, countries are classified into three risk levels, i.e., high, medium, and low, based on the above parameters. In addition, some new countries are discovered at these levels.
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Thorne T, Smith M, Dever G. The Current Status of Telehealth and Distance Learning in Palau. HAWAI'I JOURNAL OF HEALTH & SOCIAL WELFARE 2022; 81:87-93. [PMID: 35415614 PMCID: PMC8995860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
In 2017 the Republic of Palau installed fiber optic cables, allowing access to high speed internet for the first time and the capacity for growth in telehealth. Given Palau's poor access to specialists and resources, telehealth has the potential to radically change health care delivery. Currently, the status of telehealth in Palau is unknown. This study describes telehealth resources utilized at the Ministry of Health in Palau and potential future directions for telehealth. Thirty-four people, mostly health professionals at the Belau National Hospital in Palau were interviewed, including physicians, information technology personnel, public health department staff, department managers of allied health, and telehealth experts in the Pacific. Standardized questions and surveys were conducted in-person during July 2019. All departments utilized some form of telehealth. Common needs for the advancement of telehealth included: a telehealth champion, a resource facilitator, successful distance learning for auxiliary staff, dedicated telehealth space, technological help, and better telehealth communication with rural clinics. Survey respondents indicated that they would like to use some sort of distance learning, most commonly for professional betterment (86%) and upskilling of staff (86%). There are numerous distance learning and telehealth opportunities available, yet recurrent barriers to these opportunities were noted across all departments. The barriers identified in the current study and recommendations to overcome them may be applicable to other Pacific nations who face similar challenges.
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Affiliation(s)
- Tyler Thorne
- John A Burns School of Medicine, University of Hawai`i, Honolulu, HI (TT, MS)
| | - Maiya Smith
- John A Burns School of Medicine, University of Hawai`i, Honolulu, HI (TT, MS)
| | - Gregory Dever
- Palau Area Health Education Center, Koror, Palau (GD)
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Milgrom ZZ, Severance TS, Scanlon CM, Carson AT, Janota AD, Burns JL, Vik TA, Duwve JM, Dixon BE, Mendonca EA. Enhancing cancer prevention and survivorship care with a videoconferencing model for continuing education: a mixed-methods study to identify barriers and incentives to participation. JAMIA Open 2022; 5:ooac004. [PMID: 35178505 PMCID: PMC8846362 DOI: 10.1093/jamiaopen/ooac004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 12/21/2021] [Accepted: 01/31/2022] [Indexed: 11/12/2022] Open
Abstract
OBJECTIVE To enhance cancer prevention and survivorship care by local health care providers, a school of public health introduced an innovative telelearning continuing education program using the Extension for Community Healthcare Outcomes (ECHO) model. In ECHO's hub and spoke structure, synchronous videoconferencing connects frontline health professionals at various locations ("spokes") with experts at the facilitation center ("hub"). Sessions include experts' didactic presentations and case discussions led by spoke site participants. The objective of this study was to gain a better understanding of the reasons individuals choose or decline to participate in the Cancer ECHO program and to identify incentives and barriers to doing so. MATERIALS AND METHODS Study participants were recruited from the hub team, spoke site participants, and providers who attended another ECHO program but not this one. Participants chose to take a survey or be interviewed. The Consolidated Framework for Implementation Research guided qualitative data coding and analysis. RESULTS We conducted 22 semistructured interviews and collected 30 surveys. Incentives identified included the program's high-quality design, supportive learning climate, and access to information. Barriers included a lack of external incentives to participate and limited time available. Participants wanted more adaptability in program timing to fit providers' busy schedules. CONCLUSION Although the merits of the Cancer ECHO program were widely acknowledged, adaptations to facilitate participation and emphasize the program's benefits may help overcome barriers to attending. As the number of telelearning programs grows, the results of this study point to ways to expand participation and spread health benefits more widely.
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Affiliation(s)
- Zheng Z Milgrom
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, Indiana, USA
- Department of Epidemiology, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, Indiana, USA
| | - Tyler S Severance
- Division of Pediatric Hematology Oncology, Riley Hospital for Children, Indianapolis, Indiana, USA
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Caitlin M Scanlon
- Division Palliative Care, Riley Hospital for Children, Indianapolis, Indiana, USA
| | - Anyé T Carson
- Dean’s Office, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, Indiana, USA
| | - Andrea D Janota
- Dean’s Office, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, Indiana, USA
| | - John L Burns
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Terry A Vik
- Division of Pediatric Hematology Oncology, Riley Hospital for Children, Indianapolis, Indiana, USA
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Joan M Duwve
- Dean’s Office, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, Indiana, USA
- Kansas Department of Health and Environment, Topeka, Kansas, USA
| | - Brian E Dixon
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, Indiana, USA
- Department of Epidemiology, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, Indiana, USA
| | - Eneida A Mendonca
- Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, Indiana, USA
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, Indiana, USA
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Yu Y, Choi J, Lee MH, Kim K, Ryu HM, Han HW. Maternal disease factors associated with neonatal jaundice: a case-control study. BMC Pregnancy Childbirth 2022; 22:247. [PMID: 35331174 PMCID: PMC8953140 DOI: 10.1186/s12884-022-04566-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 02/28/2022] [Indexed: 12/27/2022] Open
Abstract
Background Neonatal jaundice is common, and despite the considerable medical costs associated with it, there are still few studies on the maternal factors associated with it. Identification of maternal factors associated with neonatal jaundice is very important in terms of prevention, screening and management of neonatal jaundice. The current study aimed to identify maternal disease factors associated with neonatal jaundice. Methods We compared the maternal disease diagnostic codes during pregnancy (study A) and 1 year before conception (study B) in mothers whose insurance claims data included newborns treated for neonatal jaundice before birth registration via the National Health Insurance Service–National Sample Cohort (control group). To decrease the effect of confounding variables, the neonatal jaundice and control groups were matched at a ratio of 1:10 via propensity score matching using covariates including age and income. Results The matched samples for studies A and B included 4,026 and 3,278 (jaundice group: 366 and 298) delivery cases, respectively. In both studies, the jaundice group had a higher proportion of patients who underwent cesarean section than the control group. In study A, other diseases of the digestive system had the highest odds ratio (OR) (K92; adjusted OR: 14.12, 95% confidence interval [CI]: 2.70–82.26). Meanwhile, gastritis and duodenitis had the lowest OR (K29; adjusted OR: 0.39, 95% CI: 0.22–0.69). In study B, salpingitis and oophoritis had the highest OR (N70; adjusted OR: 3.33, 95% CI: 1.59–6.94). Heartburn had the lowest OR (R12; adjusted OR: 0.29, 95% CI:0.12–0.71). Conclusions This study identified maternal disease factors correlated with neonatal jaundice during pregnancy and 1 year before conception. Maternal risk factors for neonatal jaundice included syphilis and leiomyoma during pregnancy, and salpingo-oophoritis before pregnancy. The protective factors included infection, inflammatory diseases, and dyspepsia.
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Affiliation(s)
- Youngjae Yu
- Department of Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Korea.,Institute for Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Republic of Korea
| | - Jinwha Choi
- Department of Pediatrics, Korea University College of Medicine, Seoul, Korea
| | - Myeong Hoon Lee
- Department of Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Korea.,Institute for Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Republic of Korea
| | - KangHyun Kim
- Department of Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Korea.,Institute for Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Republic of Korea
| | - Hyun Mee Ryu
- Department of Obstetrics and Gynecology, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Hyun Wook Han
- Department of Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Korea. .,Institute for Biomedical Informatics, CHA University School of Medicine, CHA University, Seongnam, Republic of Korea.
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Ann Romalt A, Kumar MS. A Novel Machine Learning Based Probabilistic Classification Model for Heart Disease Prediction. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS 2022. [DOI: 10.1166/jmihi.2022.3940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Cardiovascular disease (CVD) is most dreadful disease that results in fatal-threats like heart attacks. Accurate disease prediction is very essential and machine-learning techniques contribute a major part in predicting occurrence. In this paper, a novel machine learning based model
for accurate prediction of cardiovascular disease is developed that applies unique feature selection technique called Chronic Fatigue Syndrome Best Known Method (CFSBKM). Each feature is ranked based on the feature importance scores. The new learning model eliminates the most irrelevant and
low importance features from the datasets thereby resulting in the robust heart disease risk prediction model. The multi-nominal Naive Bayes classifier is used for the classification. The performance of the CFSBKM model is evaluated using the Benchmark dataset Cleveland dataset from UCI repository
and the proposed models out-perform the existing techniques.
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Affiliation(s)
- A. Ann Romalt
- Stella Mary’s College of Engineering, Nagercoil 629202, Tamilnadu, India
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Abstract
BACKGROUND COVID-19 propelled telehealth to the forefront of health care, forcing many advanced practice registered nurses (APRNs) to incorporate telehealth into their practice without sufficient education. Lack of training has been cited as a barrier to telehealth adoption. PURPOSE This study evaluated provider adoption of telehealth based on the type of telehealth education received. METHODS A quantitative survey of telehealth providers (n = 224) was distributed through the listservs of 4 national organizations to determine whether there was a significant difference in provider levels of perceived usefulness, self-efficacy, perceived knowledge, satisfaction, and use of telehealth based on the type of telehealth education received. RESULTS Telehealth adoption was significantly associated with the type of telehealth education received (vendor, online, written instructions only, and on the spot). CONCLUSION With telehealth utilization expected to endure postpandemic, faculty should incorporate the most effective telehealth education methods into APRN curricula, ensuring successful adoption by the future workforce.
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Affiliation(s)
- Kelli Garber
- Lead Nurse Practitioner and Clinical Integration Specialist (Dr Garber), Medical University of South Carolina Center for Telehealth, Charleston; and Associate Professor of Nursing (Dr Gustin), Old Dominion University, Virginia Beach, Virginia
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Mohamed AAB, Algahalan HA, Thabit MN. Correlation between functional MRI techniques and early disability in ambulatory patients with relapsing–remitting MS. THE EGYPTIAN JOURNAL OF NEUROLOGY, PSYCHIATRY AND NEUROSURGERY 2022. [DOI: 10.1186/s41983-022-00457-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Abstract
Abstract
Background
Multiple sclerosis (MS) is a common neurological disorder which can lead to an occasional damage to the central nervous system. Conventional magnetic resonance imaging (cMRI) is an important modality in the diagnosis of MS; however, correlation between cMRI findings and clinical impairment is weak. Non-conventional MRI techniques including apparent diffusion coefficient (ADC) and magnetic resonance spectroscopy (MRS) investigate the metabolic changes over the course of MS and overcome the limits of cMRI.
A total of 80 patients with MS and 20 age and sex-matched healthy control subjects were enrolled in this cross-sectional study. Ambulatory patients with relapsing–remitting MS (RRMS) were recruited. Expanded Disability Status Scale (EDSS) was used to assess the disability and the patients were categorized into three groups “no disability”, “minimal disability” and “moderate disability”. All patients underwent cMRI techniques. ADC was measured in MS plaques and in normal appearing white matter (NAWM) adjacent and around the plaque. All metabolites concentrations were expressed as ratios including N-acetyl-aspartate/creatine (NAA/Cr), choline/N-acetyl-aspartate (Cho/NAA) and choline/creatine (Cho/Cr). ADC and metabolite concentrations were measured in the normal white matter of 20 healthy control subjects.
Results
The study was carried on 80 MS patients [36 males (45%) and 44 females (55%)] and 20 healthy control [8 males (40%) and 12 females (60%)]. The ADC values and MRS parameters in NAWM of patients with MS were significantly different from those of the control group. The number of the plaques on T2 images and black holes were significantly higher at “Minimal disability” group. Most of the enhanced plaques were at the “Moderate disability” group with P value < 0.001. The mean of ADC in the group 1, 2 and 3 of disability was 1.12 ± 0.19, 1.50 ± 0.35, 1.51 ± 0.36, respectively, with P value < 0. 001. In the group 1, 2 and 3 of disability, the mean of NAA/Cr ratio at the plaque was 1.34 ± 0.44, 1.59 ± 0.51 and 1.11 ± 0.15, respectively, with P value equal 0.001.
Conclusion
The non-conventional quantitative MRI techniques are useful tools for detection of early disability in MS patients.
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Ganapathy K. The business of telehealth. APOLLO MEDICINE 2022. [DOI: 10.4103/am.am_33_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Buchlak QD, Esmaili N, Bennett C, Farrokhi F. Natural Language Processing Applications in the Clinical Neurosciences: A Machine Learning Augmented Systematic Review. ACTA NEUROCHIRURGICA. SUPPLEMENT 2022; 134:277-289. [PMID: 34862552 DOI: 10.1007/978-3-030-85292-4_32] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Natural language processing (NLP), a domain of artificial intelligence (AI) that models human language, has been used in medicine to automate diagnostics, detect adverse events, support decision making and predict clinical outcomes. However, applications to the clinical neurosciences appear to be limited. NLP has matured with the implementation of deep transformer models (e.g., XLNet, BERT, T5, and RoBERTa) and transfer learning. The objectives of this study were to (1) systematically review NLP applications in the clinical neurosciences, and (2) explore NLP analysis to facilitate literature synthesis, providing clear examples to demonstrate the potential capabilities of these technologies for a clinical audience. Our NLP analysis consisted of keyword identification, text summarization and document classification. A total of 48 articles met inclusion criteria. NLP has been applied in the clinical neurosciences to facilitate literature synthesis, data extraction, patient identification, automated clinical reporting and outcome prediction. The number of publications applying NLP has increased rapidly over the past five years. Document classifiers trained to differentiate included and excluded articles demonstrated moderate performance (XLNet AUC = 0.66, BERT AUC = 0.59, RoBERTa AUC = 0.62). The T5 transformer model generated acceptable abstract summaries. The application of NLP has the potential to enhance research and practice in the clinical neurosciences.
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Affiliation(s)
- Quinlan D Buchlak
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia.
| | - Nazanin Esmaili
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia
- Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia
| | - Christine Bennett
- School of Medicine, The University of Notre Dame Australia, Sydney, NSW, Australia
| | - Farrokh Farrokhi
- Neuroscience Institute, Virginia Mason Medical Center, Seattle, WA, USA
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Alodhayani AA, Hassounah MM, Qadri FR, Abouammoh NA, Ahmed Z, Aldahmash AM. Culture-Specific Observations in a Saudi Arabian Digital Home Health Care Program: Focus Group Discussions With Patients and Their Caregivers. J Med Internet Res 2021; 23:e26002. [PMID: 34889740 PMCID: PMC8701718 DOI: 10.2196/26002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 05/09/2021] [Accepted: 10/18/2021] [Indexed: 11/16/2022] Open
Abstract
Background There is growing evidence of the need to consider cultural factors in the design and implementation of digital health interventions. However, there is still inadequate knowledge pertaining to the aspects of the Saudi Arabian culture that need to be considered in the design and implementation of digital health programs, especially in the context of home health care services for patients who are chronically and terminally ill. Objective This study aims to explore the specific cultural factors related to patients and their caregivers from the perspective of physicians, nurses, and trainers that have influenced the pilot implementation of Remotely Accessible Healthcare At Home, a connected health program in the Home Health Care department at King Saud University Medical City, Riyadh, Saudi Arabia. Methods A qualitative study design was adopted to conduct a focus group discussion in July 2019 using a semistructured interview guide with 3 female and 4 male participants working as nurses, family physicians, and information technologists. Qualitative data obtained were analyzed using a thematic framework analysis. Results A total of 2 categories emerged from the focus group discussion that influenced the experiences of digital health program intervention: first, culture-related factors including language and communication, cultural views on using cameras during consultation, nonadherence to web-based consultations, and family role and commitment and second, caregiver characteristics in telemedicine that includes their skills and education and electronic literacy. Participants of this study revealed that indirect contact with patients and their family members may work as a barrier to proper communication through the Remotely Accessible Healthcare At Home program. Conclusions We recommend exploring the use of interpreters in digital health, creating awareness among the local population regarding privacy in digital health, and actively involving direct family members with the health care providers.
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Affiliation(s)
- Abdulaziz A Alodhayani
- Department of Family and Community Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Marwah Mazen Hassounah
- Department of Family and Community Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Fatima R Qadri
- Prince Naif Bin Abdulaziz Health Research Center, King Saud University, Riyadh, Saudi Arabia.,Medical Researches Company, iResearch, Riyadh, Saudi Arabia
| | - Noura A Abouammoh
- Department of Family and Community Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Zakiuddin Ahmed
- Prince Naif Bin Abdulaziz Health Research Center, King Saud University, Riyadh, Saudi Arabia.,Riphah Institute of Healthcare Improvement & Safety, Riphah International University, Islamabad, Pakistan
| | - Abdullah M Aldahmash
- Stem Cell Unit, Department of Anatomy, College of Medicine, King Saud University, Riyadh, Saudi Arabia.,College of Medicine, Vision Colleges, Riyadh, Saudi Arabia
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Cajander Å, Hedström G, Leijon S, Larusdottir M. Professional decision making with digitalisation of patient contacts in a medical advice setting: a qualitative study of a pilot project with a chat programme in Sweden. BMJ Open 2021; 11:e054103. [PMID: 34857576 PMCID: PMC8640641 DOI: 10.1136/bmjopen-2021-054103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVES Patient e-services are increasingly launched globally to make healthcare more efficient and digitalised. One area that is digitalised is medical advice, where patients asynchronously chat with nurses and physicians, with patients having filled in a form with predefined questions before the chat. This study aimed to explore how occupational professionalism and the possibility of professional judgement are affected when clinical patient contact is digitalised. The study's overall question concerns whether and how the scope of the healthcare staff's professional judgement and occupational professionalism are affected by digitalisation. DESIGN AND SETTING A qualitative study of healthcare professionals working in a pilot project with a chat programme for patients in a medical advice setting in Sweden. PARTICIPANTS AND ANALYSIS Contextual inquiries and 17 interviews with nurses (n=9) and physicians (n=8). The interviews were thematically analysed. The analysis was inductive and based on theories of decision making. RESULTS Three themes emerged: (1) Predefined questions to patients not tailored for healthcare professionals' work, (2) reduced trust in written communication and (3) reduced opportunity to obtain information through chat communication. CONCLUSIONS The results indicate that asynchronous chat with patients might reduce the opportunity for nurses and physicians to obtain and use professional knowledge and discretionary decision making. Furthermore, the system's design increases uncertainty in assessments and decision making, which reduces the range of occupational professionalism.
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Affiliation(s)
- Åsa Cajander
- Department of Information Technology, Uppsala Universitet Teknisk-naturvetenskapliga fakulteten, Uppsala, Sweden
| | - Gustaf Hedström
- Department of Public Health and Caring Sciences, Uppsala Universitet, Uppsala, Sweden
| | - Sofia Leijon
- Department of Information Technology, Uppsala Universitet, Uppsala, Sweden
| | - Marta Larusdottir
- School of Computer Science, Reykjavik University School of Computer Science, Reykjavik, Iceland
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Krasuska M, Williams R, Sheikh A, Franklin B, Hinder S, TheNguyen H, Lane W, Mozaffar H, Mason K, Eason S, Potts H, Cresswell K. Driving digital health transformation in hospitals: a formative qualitative evaluation of the English Global Digital Exemplar programme. BMJ Health Care Inform 2021; 28:e100429. [PMID: 34921060 PMCID: PMC8685936 DOI: 10.1136/bmjhci-2021-100429] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 11/22/2021] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND There is currently a strong drive internationally towards creating digitally advanced healthcare systems through coordinated efforts at a national level. The English Global Digital Exemplar (GDE) programme is a large-scale national health information technology change programme aiming to promote digitally-enabled transformation in secondary healthcare provider organisations by supporting relatively digitally mature provider organisations to become international centres of excellence. AIM To qualitatively evaluate the impact of the GDE programme in promoting digital transformation in provider organisations that took part in the programme. METHODS We conducted a series of in-depth case studies in 12 purposively selected provider organisations and a further 24 wider case studies of the remaining organisations participating in the GDE programme. Data collected included 628 interviews, non-participant observations of 190 meetings and workshops and analysis of 9 documents. We used thematic analysis aided by NVivo software and drew on sociotechnical theory to analyse the data. RESULTS We found the GDE programme accelerated digital transformation within participating provider organisations. This acceleration was triggered by: (1) dedicated funding and the associated requirement for matched internal funding, which in turn helped to prioritise digital transformation locally; (2) governance requirements put in place by the programme that helped strengthen existing local governance and project management structures and supported the emergence of a cadre of clinical health informatics leaders locally; and (3) reputational benefits associated with being recognised as a centre of digital excellence, which facilitated organisational buy-in for digital transformation and increased negotiating power with vendors. CONCLUSION The GDE programme has been successful in accelerating digital transformation in participating provider organisations. Large-scale digital transformation programmes in healthcare can stimulate local progress through protected funding, putting in place governance structures and leveraging reputational benefits for participating provider organisations, around a coherent vision of transformation.
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Affiliation(s)
- Marta Krasuska
- Usher Institute, University of Edinburgh College of Medicine and Veterinary Medicine, Edinburgh, UK
| | - Robin Williams
- Institute for the Study of Science, Technology and Innovation, The University of Edinburgh School of Social and Political Science, Edinburgh, UK
| | - Aziz Sheikh
- Usher Institute, University of Edinburgh College of Medicine and Veterinary Medicine, Edinburgh, UK
| | | | - Susan Hinder
- Institute for the Study of Science, Technology and Innovation, The University of Edinburgh School of Social and Political Science, Edinburgh, UK
| | - Hung TheNguyen
- Institute for the Study of Science, Technology and Innovation, The University of Edinburgh School of Social and Political Science, Edinburgh, UK
| | | | - Hajar Mozaffar
- Business School, The University of Edinburgh, Edinburgh, UK
| | | | | | - Henry Potts
- Institute of Health Informatics, University College London, London, UK
| | - Kathrin Cresswell
- Usher Institute, University of Edinburgh College of Medicine and Veterinary Medicine, Edinburgh, UK
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Aminoff H, Meijer S, Groth K, Arnelo U. User Experience in Remote Surgical Consultation: Survey Study of User Acceptance and Satisfaction in Real-Time Use of a Telemedicine Service. JMIR Hum Factors 2021; 8:e30867. [PMID: 34851302 PMCID: PMC8672288 DOI: 10.2196/30867] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 07/16/2021] [Accepted: 07/23/2021] [Indexed: 01/19/2023] Open
Abstract
Background Teleguidance, a promising telemedicine service for intraoperative surgical consultation, was planned to scale up at a major academic hospital in partnership with 5 other hospitals. If the service was adopted and used over time, it was expected to provide educational benefits and improve clinical outcomes during endoscopic retrograde cholangiopancreatography (ERCP), which is a technically advanced procedure for biliary and pancreatic disease. However, it is known that seemingly successful innovations can play out differently in new settings, which might cause variability in clinical outcomes. In addition, few telemedicine services survive long enough to deliver system-level outcomes, the causes of which are not well understood. Objective We were interested in factors related to usability and user experience of the telemedicine service, which might affect adoption. Therefore, we investigated perceptions and responses to the use and anticipated use of a system. Technology acceptance, a construct referring to how users perceive a technology’s usefulness, is commonly considered to indicate whether a new technology will actually be used in a real-life setting. Satisfaction measures were used to investigate whether user expectations and needs have been met through the use of technology. In this study, we asked surgeons to rate the perceived usefulness of teleguidance, and their satisfaction with the telemedicine service in direct conjunction with real-time use during clinical procedures. Methods We designed domain-specific measures for perceived usefulness and satisfaction, based on performance and outcome measures for the clinical procedure. Surgeons were asked to rate their user experience with the telemedicine service in direct conjunction with real-time use during clinical procedures. Results In total, 142 remote intraoperative consultations were conducted during ERCP procedures at 5 hospitals. The demand for teleguidance was more pronounced in cases with higher complexity. Operating surgeons rated teleguidance to have contributed to performance and outcomes to a moderate or large extent in 111 of 140 (79.3%) cases. Specific examples were that teleguidance was rated as having contributed to intervention success and avoiding a repeated ERCP in 23 cases, avoiding 3 PTC, and 11 referrals, and in 11 cases, combinations of these outcomes. Preprocedure beliefs about the usefulness of teleguidance were generally lower than postprocedure satisfaction ratings. The usefulness of teleguidance was mainly experienced through practical advice from the consulting specialist (119/140, 85%) and support with assessment and decision-making (122/140, 87%). Conclusions Users’ satisfaction with teleguidance surpassed their initial expectations, mainly through contribution to nontechnical aspects of performance, and through help with general assessment. Teleguidance shows the potential to improve performance and outcomes during ERCP. However, it takes hands-on experience for practitioners to understand how the new telemedicine service contributes to performance and outcomes.
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Affiliation(s)
- Hedvig Aminoff
- Department of Biomedical Engineering and Health Systems, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Sebastiaan Meijer
- Department of Biomedical Engineering and Health Systems, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Kristina Groth
- The Center for Innovation, Karolinska University Hospital, Stockholm, Sweden
| | - Urban Arnelo
- CLINTEC Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden.,Department of Surgical and Perioperative Sciences, Umeå University, Umeå, Sweden
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Abstract
Many telemedicine interventions fail to be implemented in medical care with non-use and discontinued use by patients being among the major reasons. The aim of this scoping review was to provide an overview of barriers associated with non-use and discontinued use of telemedicine. An electronic search was conducted in Pubmed in October 2019 and updated in November 2020, followed by a hand search in the beginning of 2021. All potential articles were screened by two independent reviewers based on predefined inclusion and exclusion criteria. A qualitative content analysis according to Mayring was carried out. The topics 'intervention', 'context of use' and 'user' were chosen as overarching themes. Out of 1377 potentially relevant articles, 73 were included. User-related barriers were mentioned in most of the analysed studies, followed by barriers related to the intervention. The analysis provides the basis for overcoming non-use issues in telemedicine.
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Affiliation(s)
| | - Peter Eh Schwarz
- Technische Universität Dresden, Germany; German Center for Diabetes Research (DZD), Germany
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Balasubramanian S, Biji MS, Ranjith MK, Abhina SS. Patient satisfaction in Home care services through e-Palliative Care -An experience of tertiary cancer centre from Kerala. Indian J Palliat Care 2021; 28:250-255. [PMID: 36072246 PMCID: PMC9443173 DOI: 10.25259/ijpc_36_2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 09/07/2021] [Indexed: 11/16/2022] Open
Abstract
Objectives: e-palliative care (PC) is an evolving concept wherein technological interface is used to deliver PC to the patients with advanced cancer at their doorstep. This study aims to find out the level of satisfaction of patients receiving e-palliative homecare (e-PHC) service from a tertiary Cancer Center using the validated e-Palliative Patient Satisfaction Questionnaire –Malayalam (PSQM). Materials and Methods: In this prospective study, patients/caregivers on home care were given the e - Palliative PSQM by the homecare nurse after the patient had consulted the doctor through e-PHC service. The questionnaire had 15 statements with response graded using Likert scale. Descriptive analysis was performed to compute the distribution of observed responses to obtain the level of satisfaction among patients or caregivers receiving e-PHC service. Results: This study was done among 120 homecare patients whose median age was 69 (62-79) with almost equal prevalence of both genders. Stage 4 malignancy was seen in 107 (89.2%) patients with the commonest being gastrointestinal malignancy (N=34, 28.3%) The mean score of response for General satisfaction, Technical quality, Communication, Financial aspect, Time spent with doctor and Accessibility and convenience were observed as 4.52, 3.92, 4.48, 4.55, 4.52 and 4.49 respectively. The overall satisfaction was found to be 4.39. Conclusion: The overall satisfaction of patients receiving e-PHC service from our Institution is seen to be high. e- palliative care is a feasible option for providing excellent PC in developing countries with limited resources and financial constraints.
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Affiliation(s)
| | - M. S. Biji
- Department of Cancer Palliative Medicine, Malabar Cancer Centre, Thalassery, Kerala, India,
| | - M. K. Ranjith
- Department of Health Information Technology, Malabar Cancer Centre, Thalassery, Kerala, India,
| | - S. S. Abhina
- Department of Cancer Palliative Medicine, Malabar Cancer Centre, Thalassery, Kerala, India,
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Newman P, Dhaliwall S, Bains S, Polyakova O, McDonald K. Patient satisfaction with a pharmacist-led best possible medication discharge plan via tele-robot in a remote and rural community hospital. CANADIAN JOURNAL OF RURAL MEDICINE 2021; 26:151-159. [PMID: 34643554 DOI: 10.4103/cjrm.cjrm_74_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Introduction Medication reconciliation (MedRec) reduces the risk of preventable medication-related adverse events (ADEs). A best possible medication discharge plan (BPMDP) is a revised list of medications a patient will take when discharged from hospital; a pharmacist review ensures accuracy. For many hospitals, on-site pharmacists are non-existent. Extension of a visual presence via a mobile robotic platform with real-time audiovisual communication by pharmacists to conduct MedRec remains unstudied. This study explored patient perceptions of a pharmacist-led BPMDP using a telepresence robot. Time requirements, unintentional discharge medication discrepancies (UMD), programme inefficiencies/barriers and facilitators involved in pharmacist review of the discharge medication list and patient interviews were also described. Methods This prospective cohort study enrolled adult patients admitted to a 12-bed community hospital at high risk of an ADE. Remote pharmacists reviewed the discharge prescription list, identified/resolved UMDs, and interviewed/counselled patients using a telepresence robot. Thereafter, patients completed an anonymous satisfaction questionnaire. Prescriber discharge UMDs were classified, and barriers/inefficiencies and facilitators were documented. Results Nine patients completed an interview, with a 75% interview agreement rate. All patients were comfortable with the robot and 76% felt their care was better. With a median of 11 discharge medications/patient, the UMD rate was 78%; 71% had omitted medications, 43% involved a cardiovascular medication, 88% were due to a hospital system cause, and 43% were specifically due to an inaccurate best possible admission medication history. Median times for interview preparation, interview and UMD/drug therapy problem resolution were 45, 15 and 10 min, respectively. Conclusion Using a telepresence robot to provide pharmacist-led BPMDPs is acceptable to patients and an innovative, effective solution to identify/resolve UMDs.
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Affiliation(s)
- Paula Newman
- Northwest Telepharmacy Solutions Winnipeg, Manitoba, Canada
| | | | - Satvir Bains
- Northwest Telepharmacy Solutions Winnipeg, Manitoba, Canada
| | | | - Kevin McDonald
- Northwest Telepharmacy Solutions Winnipeg, Manitoba, Canada
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Bondy C, Chen L, Grover P, Hanson V, Li R, Shi P. Evaluating Technology-Mediated Collaborative Workflows for Telehealth. IEEE J Biomed Health Inform 2021; 25:4308-4316. [PMID: 34637386 DOI: 10.1109/jbhi.2021.3119458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
GOALS This paper discusses the need for a predictable method to evaluate gains and gaps of collaborative technology-mediated workflows and introduces an evaluation framework to address this need. METHODS The Collaborative Space Analysis Framework (CS-AF), introduced in this research, is a cross-disciplinary evaluation method designed to evaluate technology-mediated collaborative workflows. The 5-step CS-AF approach includes: (1) current-state workflow definition, (2) current-state (baseline) workflow assessment, (3) technology-mediated workflow development and deployment, (4) technology-mediated workflow assessment, (5) analysis, and conclusions. For this research, a comprehensive, empirical study of hypertension exam workflow for telehealth was conducted using the CS-AF approach. RESULTS The CS-AF systemized approach reveals critical cross-disciplinary evaluation data concerning gains and gaps of collaborative workflows when technology-mediated enhancements are characterized and compared with a baseline workflow for the goal of continuous workflow improvement. CONCLUSION The CS-AF is an effective approach that can be adapted for use in multiple domains.
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Emara KM, Diab RA, Amr M, Mahmoud SA, Nour M, Abdelsalam A, Elshobaky MA, Farhan M, Gemeah M, Emara AK. Virtual orthopedic assessment: Main principles and specific regions. World J Orthop 2021; 12:672-684. [PMID: 34631451 PMCID: PMC8472440 DOI: 10.5312/wjo.v12.i9.672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 05/07/2021] [Accepted: 08/06/2021] [Indexed: 02/06/2023] Open
Abstract
Telemedicine was originally created as a way to treat patients who were located in remote places far away from local health facilities or in areas with shortages of medical professionals. Telemedicine is still used today to address those problems, and is increasingly becoming a tool for convenient medical care. With the emergence of pandemics, telemedicine became almost a mandatory and valuable option for continuing to provide medical care in various specialties. As the threat of pandemic progress has continued for months and may continue for years, it is essential to validate existing tools to maintain clinical assessment and patient treatment to avoid negative consequences of the lack of medical follow-up. Therefore, the establishment of a virtual assessment technique that can be conducted effectively is of outmost importance as a way of adapting to the current situation. This study evaluated the role of telemedicine in the assessment of various orthopedic pathologies by means of a systematic virtual evaluation.
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Affiliation(s)
- Khaled M Emara
- Orthopedic Surgery Department, Ain Shams University, Cairo 11566, Egypt
| | - Ramy Ahmed Diab
- Orthopedic Surgery Department, Ain Shams University, Cairo 11566, Egypt
| | - Mohamed Amr
- Orthopedic Surgery Department, Ain Shams University, Cairo 11566, Egypt
| | | | - Mohamed Nour
- Orthopedic Surgery Department, Bank Ahly Hospital, Cairo 11566, Egypt
| | - Ahmed Abdelsalam
- Orthopedic Surgery Department, Ain Shams University, Cairo 11566, Egypt
| | | | - Mona Farhan
- Orthopedic Surgery Department, Ain Shams University, Cairo 11566, Egypt
| | - Mostafa Gemeah
- Department of Health Care Innovation, Arizona State University, Arizona, AZ 85287, United States
| | - Ahmed K Emara
- Department of Orthopedic Surgery, Cleveland Clinic, Ohio, NY 44195, United States
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Gonçalves C, da Mata A, Lapão LV. Leveraging technology to reach global health: The case of telemedicine in São Tomé and Príncipe health system. HEALTH POLICY AND TECHNOLOGY 2021. [DOI: 10.1016/j.hlpt.2021.100548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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The Quality of Medical Care in the Conditions of the COVID-19 Pandemic, with Particular Emphasis on the Access to Primary Healthcare and the Effectiveness of Treatment in Poland. J Clin Med 2021; 10:jcm10163502. [PMID: 34441798 PMCID: PMC8396893 DOI: 10.3390/jcm10163502] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 07/29/2021] [Accepted: 08/04/2021] [Indexed: 02/01/2023] Open
Abstract
Health has a significant influence on the quality of life of a society. The COVID-19 pandemic has forced many countries to implement restrictive measures to prevent its wider spread, including, inter alia, the introduction of remote healthcare in the form of teleconsultations. Therefore, there is the question of how such a change affects the quality of treatment and the primary healthcare of patients during the COVID-19 pandemic. The article aims to examine patient satisfaction with the access to primary healthcare and the effectiveness of treatment in a condition of remote medical care caused by the COVID-19 pandemic. We also analyse the impact of access to primary healthcare on the treatment effectiveness. Patient satisfaction was measured using a questionnaire assessing the quality of primary medical care. Of the 36 items studied, seven were related to the accessibility dimension and four were related to the treatment effectiveness dimension. Our results suggest that the treatment effectiveness and the access to primary healthcare services during the COVID-19 pandemic through telemedicine are quite highly rated by patients. Hence, further implementation of telemedicine in primary healthcare should improve the quality of lives of the wide society. We have also identified the access to primary healthcare has a considerable impact on the treatment effectiveness. Therefore, we recommend increasing the contact between patients and GPs via telemedicine under lockdown conditions.
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Aikins M, Tabong PTN, Salari P, Tediosi F, Asenso-Boadi FM, Akweongo P. Positioning the National Health Insurance for financial sustainability and Universal Health Coverage in Ghana: A qualitative study among key stakeholders. PLoS One 2021; 16:e0253109. [PMID: 34129630 PMCID: PMC8205146 DOI: 10.1371/journal.pone.0253109] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Accepted: 05/28/2021] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION The National Health Insurance Scheme (NHIS) was introduced in 2003 to reduce "out-of-pocket" payments for health care in Ghana. Over a decade of its implementation, issues about the financial sustainability of this pro-poor policy remains a crippling fact despite its critical role to go towards Universal Health Coverage. We therefore conducted this study to elicit stakeholders' views on ways to improve the financial sustainability of the operations of NHIS. METHODS Twenty (20) stakeholders were identified from Ministry of Health, Ghana Health Services, health workers groups, private medical practitioners, civil society organizations and developmental partners. They were interviewed using an interview guide developed from a NHIS policy review and analysis. All interviews were recorded and transcribed verbatim. The data were analysed thematically with the aid of NVivo 12 software. RESULTS Stakeholders admitted that the NHIS is currently unable to meet its financial obligations. The stakeholders suggested first the adoption of capitation as a provider payment mechanism to minimize the risk of providers' fraud and protection from political interference. Secondly, they indicated that rapid releases of specific statutory deductions and taxes for NHIS providers could reduce delays in claims' reimbursement which is one of the main challenges faced by healthcare providers. Aligning the NHIS with the Community-based Health Planning and Services and including preventive and promotive health is necessary to position the Scheme for Universal Health Coverage. CONCLUSION The Scheme will potentially achieve UHC if protected from political interference to improve the governance and transparency that affects the finances of the scheme and the expansion of services to include preventive and promotive services and cancers.
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Affiliation(s)
- Moses Aikins
- Department of Health Policy Planning and Management, School of Public Health, University of Ghana, Legon, Accra
| | - Philip Teg-Nefaah Tabong
- Department of Social and Behavioural Sciences, School of Public Health, University of Ghana, Legon, Accra
| | - Paola Salari
- Swiss Tropical and Public Health Institute, Basel, Switzerland
- University of Basel, Basel, Switzerland
| | - Fabrizio Tediosi
- Swiss Tropical and Public Health Institute, Basel, Switzerland
- University of Basel, Basel, Switzerland
| | | | - Patricia Akweongo
- Department of Health Policy Planning and Management, School of Public Health, University of Ghana, Legon, Accra
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Hsiao V, Chandereng T, Lankton RL, Huebner JA, Baltus JJ, Flood GE, Dean SM, Tevaarwerk AJ, Schneider DF. Disparities in Telemedicine Access: A Cross-Sectional Study of a Newly Established Infrastructure during the COVID-19 Pandemic. Appl Clin Inform 2021; 12:445-458. [PMID: 34107542 DOI: 10.1055/s-0041-1730026] [Citation(s) in RCA: 79] [Impact Index Per Article: 26.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND The COVID-19 pandemic led to dramatic increases in telemedicine use to provide outpatient care without in-person contact risks. Telemedicine increases options for health care access, but a "digital divide" of disparate access may prevent certain populations from realizing the benefits of telemedicine. OBJECTIVES The study aimed to understand telemedicine utilization patterns after a widespread deployment to identify potential disparities exacerbated by expanded telemedicine usage. METHODS We performed a cross-sectional retrospective analysis of adults who scheduled outpatient visits between June 1, 2020 and August 31, 2020 at a single-integrated academic health system encompassing a broad range of subspecialties and a large geographic region in the Upper Midwest, during a period of time after the initial surge of COVID-19 when most standard clinical services had resumed. At the beginning of this study period, approximately 72% of provider visits were telemedicine visits. The primary study outcome was whether a patient had one or more video-based visits, compared with audio-only (telephone) visits or in-person visits only. The secondary outcome was whether a patient had any telemedicine visits (video-based or audio-only), compared with in-person visits only. RESULTS A total of 197,076 individuals were eligible (average age = 46 years, 56% females). Increasing age, rural status, Asian or Black/African American race, Hispanic ethnicity, and self-pay/uninsured status were significantly negatively associated with having a video visit. Digital literacy, measured by patient portal activation status, was significantly positively associated with having a video visit, as were Medicaid or Medicare as payer and American Indian/Alaskan Native race. CONCLUSION Our findings reinforce previous evidence that older age, rural status, lower socioeconomic status, Asian race, Black/African American race, and Hispanic/Latino ethnicity are associated with lower rates of video-based telemedicine use. Health systems and policies should seek to mitigate such barriers to telemedicine when possible, with efforts such as digital literacy outreach and equitable distribution of telemedicine infrastructure.
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Affiliation(s)
- Vivian Hsiao
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States
| | - Thevaa Chandereng
- Columbia University, Department of Biostatistics, New York City, New York, United States
| | - Robin L Lankton
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States
| | - Jeffrey A Huebner
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States
| | - Jeffrey J Baltus
- University of Wisconsin Hospitals and Clinics, Madison, Wisconsin, United States
| | - Grace E Flood
- Columbia University, Department of Biostatistics, New York City, New York, United States
| | - Shannon M Dean
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States
| | - Amye J Tevaarwerk
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States.,Carbone Cancer Center, Madison, Wisconsin, United States
| | - David F Schneider
- University of Wisconsin-Madison, School of Medicine and Public Health, Madison, Wisconsin, United States
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Wickman J, Ferlotti C, Ferrell J, Hutyra C, Phinney D, Wahl M, Mather RC. Implementing video visits into an orthopedic hip arthroscopy practice: a case study. J Hip Preserv Surg 2021; 7:655-659. [PMID: 34377509 PMCID: PMC8349574 DOI: 10.1093/jhps/hnab042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 03/10/2021] [Indexed: 11/13/2022] Open
Abstract
Telehealth videoconferencing has been shown to be feasible, cost-effective and safe in numerous fields of medicine. In an effort to increase access and improve the quality of care offered to patients we implemented a telehealth initiative allowing for remote orthopedic clinic visits at a major academic medical center. Here we report on our experience and early outcomes. A telehealth platform was launched for a single fellowship trained orthopedic surgeon at a major academic hospital in August 2018. New patients residing outside the metro area, all return patients and patients with an uncomplicated post-operative course were offered the option to complete patient encounters remotely via a telehealth platform. Each patient was offered a Patient Satisfaction Survey following video visit. Patient zip codes were used to estimate patient commutes. Ninety-six percent of patients agreed/strongly agreed with the statement 'I was satisfied with my Telehealth experience' while 51% agreed/strongly agreed with the statement 'This visit was just as good as a face to face visit'. In all, 94% of patients agreed/strongly agreed with the statement 'Having a telehealth visit made receiving care more accessible for me'. The median miles saved on commutes were 123.3 miles. The no show rate for telehealth visits was 8.2% versus 3.2% for in-person (P < 0.001). Telehealth video visits provided patients with a modality for completing orthopedic clinic visits while maintaining a high-quality care and patient satisfaction. Patient convenience was optimized with video visits with elimination of long commutes. Level of evidence: IV.
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Affiliation(s)
- John Wickman
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Colleen Ferlotti
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Justin Ferrell
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Carolyn Hutyra
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Donna Phinney
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Megan Wahl
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
| | - Richard C Mather
- Orthopaedic Surgery Department, Duke University Medical Center, 311 Trent Drive, Suite 2214, Box 104002, Durham, NC 27710, USA
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Gopal RK, Solanki P, Bokhour BG, Skorohod N, Hernandez Lujan DA, Choi W, Gordon HS. Provider, Staff, and Patient Perspectives on medical Visits Using Clinical Video Telehealth: A Foundation for Educational Initiatives to Improve Medical Care in Telehealth. J Nurse Pract 2021; 17:582-587. [PMID: 34471399 PMCID: PMC8404211 DOI: 10.1016/j.nurpra.2021.02.020] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Clinical Video Telehealth (CVT) use is increasing and allows geographically separated care; however, this separation may affect participants behaviors. Using semi-structured in-depth interviews, we asked CVT nurse practitioners (NP), staff and patients at a VA Medical Center about perspectives on how CVT effects communication and identified three themes. They remarked on the complexity of scheduling appointments, local barriers to care, and acutely ill patients. NPs discussed how CVT altered sensory collection during the physical exam and differences in building provider-patient relationships. Patients perceptions mirrored these themes. NPs identified how CVT requires different workflow, behaviors, and use of their senses. Patients expressed similar concerns with CVT.
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Affiliation(s)
- Ravi K Gopal
- Center of Innovation for Veteran-Centered & Value-Driven Care, Rocky Mountain Regional Veterans Affairs Medical Center, Aurora, CO
- Department of Medicine, University of Colorado School of Medicine, Aurora, CO
| | - Pooja Solanki
- Center of Innovation for Complex Chronic Healthcare, Jesse Brown Veterans Affairs Medical Center, Chicago, IL
| | - Barbara G Bokhour
- Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial Veterans Affairs Medical Center, Bedford, MA
- Department of Health Law, Policy & Management, Boston University School of Public Health, Bedford, MA
| | - Natalia Skorohod
- Center of Innovation for Complex Chronic Healthcare, Jesse Brown Veterans Affairs Medical Center, Chicago, IL
| | - Deisy Anahí Hernandez Lujan
- Center of Innovation for Veteran-Centered & Value-Driven Care, Rocky Mountain Regional Veterans Affairs Medical Center, Aurora, CO
| | - WonJun Choi
- Center of Innovation for Complex Chronic Healthcare, Jesse Brown Veterans Affairs Medical Center, Chicago, IL
| | - Howard S Gordon
- Center of Innovation for Complex Chronic Healthcare, Jesse Brown Veterans Affairs Medical Center, Chicago, IL
- Department of Medicine, University of Illinois College of Medicine, Chicago, IL
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Matsumoto RA, England BR, Mastarone G, Richards JS, Chang E, Wood PR, Barton JL. Rheumatology Clinicians' Perceptions of Telerheumatology Within the Veterans Health Administration: A National Survey Study. Mil Med 2021; 185:e2082-e2087. [PMID: 32789463 DOI: 10.1093/milmed/usaa203] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
INTRODUCTION The Department of Veterans Affairs Veterans Health Administration (VA) Strategic Plan (Fiscal Year 2018-2024) identified four priorities for care including easy access, timely and integrated care, accountability, and modernization, all of which can be directly or indirectly impacted by telemedicine technologies. These strategic goals, coupled with an anticipated rheumatology workforce shortage, has created a need for additional care delivery methods such as clinical video telehealth application to rheumatology (ie, telerheumatology). Rheumatology clinician perceptions of clinical usefulness telerheumatology have received limited attention in the past. The present study aimed to evaluate rheumatologists' perceptions of and experiences with telemedicine, generally, and telerheumatology, specifically, within the VA. MATERIALS AND METHODS A 38-item survey based on an existing telehealth providers' satisfaction survey was developed by two VA rheumatologists with experience in telemedicine as well as a social scientist experienced in survey development and user experience through an iterative process. Questions probed VA rheumatology clinician satisfaction with training and information technology (IT) supports, as well as barriers to using telemedicine. Additionally, clinician perceptions of the impact and usefulness of and appropriate clinical contexts for telerheumatology were evaluated. The survey was disseminated online via VA REDCap to members of the VA Rheumatology Consortium (VARC) through a LISTSERV. The study protocol was approved by the host institution IRB through expedited review. Survey responses were analyzed using descriptive statistics. RESULTS Forty-five anonymous responses (20% response rate) were collected. Of those who responded, 47% were female, 98% were between 35 and 64 years old, 71% reported working at an academic center, and the majority was physician-level practitioners (98%). Respondents generally considered themselves to be tech savvy (58%). Thirty-six percent of the sample reported past experience with telemedicine, and, of those, 29% reported experience with telerheumatology specifically. Clinicians identified the greatest barrier to effective telerheumatology as the inability to perform a physical exam (71%) but agreed that telerheumatology is vital to increasing access to care (59%) and quality of care (40%) in the VA. Overall, regardless of experience with telemedicine, respondents reported that telerheumatology was more helpful for management of rheumatologic conditions rather than initial diagnosis. CONCLUSIONS While the majority of rheumatology clinicians did not report past experience with telerheumatology, they agreed that it has potential to further the VA mission of improved access and quality of care. Rheumatology clinicians felt the suitability of telerheumatology is dependent on the phase of care. As remote care technologies continue to be rapidly adopted into clinic, clinician perceptions of and experiences with telemedicine will need to be addressed in order to maintain high-quality and clinician- and patient-centric care within VA rheumatology.
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Affiliation(s)
- Rachel A Matsumoto
- Center to Improve Veteran Involvement in Care, VA Portland Health Care System, 3710 SW US Veterans Hospital Rd., Portland, OR 97239
| | - Bryant R England
- VA Nebraska-Western Iowa Health Care System & University of Nebraska Medical Center, Omaha, NE
| | - Ginnifer Mastarone
- Center to Improve Veteran Involvement in Care, VA Portland Health Care System, 3710 SW US Veterans Hospital Rd., Portland, OR 97239
- Department of Communication, College of Liberal Arts & Sciences, Portland State University, 1825 SW Broadway, Portland, OR 97201
| | - J Steuart Richards
- Pittsburgh VA Medical Center & University of Pittsburgh, University Drive C, Pittsburgh, PA 15213
| | - Elizabeth Chang
- Phoenix VA Health Care System, 650 E Indian School Rd., Phoenix, AZ 85012
| | - Patrick R Wood
- Rocky Mountain Regional VA Medical Center & University of Colorado School of Medicine, 1700 N Wheeling St., Aurora, CO 80045
| | - Jennifer L Barton
- Center to Improve Veteran Involvement in Care, VA Portland Health Care System, 3710 SW US Veterans Hospital Rd., Portland, OR 97239
- Oregon Health & Science University, 3181 SW Sam Jackson Park Rd., Portland, OR 97239
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