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1.
J Adv Nurs ; 2024 Jan 12.
Artículo en Inglés | MEDLINE | ID: mdl-38214101

RESUMEN

AIM(S): To understand patients' and healthcare professionals' experiences to improve care in and across different domains of the cerebrovascular disease pathway. DESIGN: A qualitative descriptive study. METHODS: Semi-structured in-person interviews were conducted among 22 patients diagnosed with acute cerebrovascular disease and 26 healthcare professionals taking care of them in a single tertiary-level hospital from August 2021 to March 2022. Data were analysed using deductive and inductive content analysis. The consolidated criteria for reporting qualitative research was used to ensure reliable reporting. RESULTS: Overall, 19 generic and 79 sub-categories describing perceived challenges with 17 generic and 62 sub-categories describing perceived needs were identified related to primary prevention, organization of stroke services, management of acute stroke, secondary prevention, rehabilitation, evaluation of stroke outcome and quality assessment, and life after stroke. CONCLUSION: Several challenges and needs were identified in and across the different domains of the cerebrovascular disease pathway. There is a requirement for adequate resources, early initiation of treatment, early diagnostics and recanalization, dedicated rehabilitation services, long-term counselling and support, and impact evaluation of services to improve cerebrovascular disease care. Future research on caregivers', and clinical leadership experiences in and across the cerebrovascular disease pathway is needed to explore the provision of services. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE: The results of this study can be applied by organizations, managers and research for developing and improving services in the cerebrovascular disease pathway. IMPACT: This study identified several patient-related, organizational and logistical needs and challenges, with suggestions for required actions, that can benefit the provision of effective, high-quality cerebrovascular disease care. REPORTING METHOD: We have adhered to relevant EQUATOR guidelines with the COREQ reporting method. PATIENT OR PUBLIC CONTRIBUTION: No patient or public involvement.

2.
J Adv Nurs ; 80(4): 1314-1334, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38041585

RESUMEN

AIM: To identify evidence on frontline nurse leaders' competences in evidence-based healthcare (EBHC) and the instruments measuring these competences. DESIGN: A scoping review. DATA SOURCES: The search was conducted in June 2021 and complemented in June 2022. The CINAHL, ProQuest, Medline (Ovid), Scopus, Web of Science databases and MedNar along with the Finnish database Medic were searched. REVIEW METHOD: The scoping review was conducted in accordance with the Joanna Briggs institute methodology for scoping reviews. Titles, abstracts and full-text versions were screened independently by two reviewers according to the inclusion criteria. Deductive-inductive content analysis was used to synthesize data. RESULTS: A total of 3211 articles published between 1997 and 2022 were screened, which resulted in the inclusion of 16 articles. Although frontline nurse leaders had a positive attitude towards EBHC, they had a lack of implementing EBHC competence into practice. Part of the instruments were used in the studies, and only one focused especially on leaders. None of instruments systematically covered all segments of EBHC. CONCLUSION: There is a limited understanding of frontline nurse leaders' competence in EBHC. It is important to understand the importance of EBHC in healthcare and invest in the development of its competence at all levels of leaders. Frontline nurse leaders' support is essential for direct care nurses to use EBHC to ensure the quality of care and benefits to patients. Leaders must enhance their own EBHC competence to become role models for direct care nurses. It is also essential to develop valid and reliable instruments to measure leaders' competence covering all EBHC segments. The results can be utilized in the assessment and development of frontline nurse leaders' EBHC competence by planning and producing education and other competence development methods.


Asunto(s)
Atención a la Salud , Práctica Clínica Basada en la Evidencia , Humanos , Finlandia
3.
J Clin Nurs ; 33(6): 2259-2273, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38413773

RESUMEN

AIM: To describe patients' experiences of the quality of counselling to develop new digital counselling solutions for patients with cerebrovascular disease. DESIGN: A descriptive, qualitative approach. METHODS: Semi-structured in-person interviews were conducted among 22 patients diagnosed with acute cerebrovascular disease and treated as inpatients at a single university hospital in Finland between September 2021 and February 2022. Data were analysed using deductive and inductive content analysis. RESULTS: The identified facilitators, barriers and possible solutions for the development of new digital counselling solutions were deductively categorized into five main categories: (1) background factors, (2) resources, (3) implementation, (4) sufficiency, and (5) effects and 12 generic categories. Patients with cerebrovascular diseases worry about symptoms affecting their ability to receive information and valued a supportive atmosphere. Staff should have more time for counselling and use motivational digital counselling solutions in plain language, moderate length and with multimedia content. Patients desired reminders, easy search functions and possibilities for two-way communication. CONCLUSION: New digital counselling solutions could be beneficial in supporting the patients' knowledge, emotions and adherence. For the success of such solutions, patients' special needs concerning different levels of cognitive impairment need to be considered. IMPACT: The results of this study may benefit healthcare organizations in the development of digital counselling solutions that meet the patients' needs. REPORTING METHOD: We have adhered to relevant EQUATOR guidelines with the COREQ reporting method. PATIENT OR PUBLIC CONTRIBUTION: Patients were involved as the study population.


Asunto(s)
Trastornos Cerebrovasculares , Consejo , Investigación Cualitativa , Humanos , Trastornos Cerebrovasculares/psicología , Femenino , Persona de Mediana Edad , Masculino , Anciano , Finlandia , Consejo/métodos , Consejo/normas , Anciano de 80 o más Años , Adulto , Satisfacción del Paciente
4.
J Clin Nurs ; 33(6): 2069-2083, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38413769

RESUMEN

BACKGROUND: Evidence-based healthcare (EBHC) enables consistent and effective healthcare that prioritises patient safety. The competencies of advanced practice nurses (APNs) are essential for implementing EBHC because their professional duties include promoting EBHC. AIM: To identify, critically appraise, and synthesise the best available evidence concerning the EBHC competence of APNs and associated factors. DESIGN: A systematic review. DATA SOURCES: CINAHL, PubMed, Scopus, Medic, ProQuest, and MedNar. METHODS: Databases were searched for studies (until 19 September 2023) that examined the EBHC competence and associated factors of APNs were included. Quantitative studies published in English, Swedish and Finnish were included. We followed the JBI methodology for systematic review and performed a narrative synthesis. RESULTS: The review included 12 quantitative studies, using 15 different instruments, and involved 3163 participants. The quality of the studies was fair. The APNs' EBHC competence areas were categorised into five segments according to the JBI EBHC model. The strongest areas of competencies were in global health as a goal, transferring and implementing evidence, while the weakest were generating and synthesising evidence. Evidence on factors influencing APNs' EBHC competencies was contradictory, but higher levels of education and the presence of an organisational research council may be positively associated with APNs' EBHC competencies. CONCLUSION: The development of EBHC competencies for APNs should prioritise evidence generation and synthesis. Elevating the education level of APNs and establishing a Research Council within the organisation can potentially enhance the EBHC competence of APNs. IMPLICATIONS FOR THE PROFESSION: We should consider weaknesses in EBHC competence when developing education and practical exercises for APNs. This approach will promote the development of APNs' EBHC competence and EBHC implementation in nursing practice. REGISTRATION, AND REPORTING CHECKLIST: The review was registered in PROSPERO (CRD42021226578), and reporting followed the PRISMA checklist. PATIENT/PUBLIC CONTRIBUTION: None.


Asunto(s)
Enfermería de Práctica Avanzada , Competencia Clínica , Adulto , Humanos , Competencia Clínica/normas , Enfermería Basada en la Evidencia , Práctica Clínica Basada en la Evidencia
5.
J Clin Nurs ; 33(5): 1684-1708, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38332566

RESUMEN

AIMS AND OBJECTIVES: To identify and synthesise nurses' experiences of competence in lifestyle counselling with adult patients in healthcare settings. BACKGROUND: Modifiable lifestyle risk behaviours contribute to an increased prevalence of chronic diseases worldwide. Lifestyle counselling is part of nurses' role which enables them to make a significant contribution to patients' long-term health in various healthcare contexts, but requires particular competence. DESIGN: Qualitative systematic literature review and meta-aggregation. METHOD: The review was guided by Joanna Briggs Institute's methodology for conducting synthesis of qualitative studies. PRISMA-checklist guided the review process. Relevant original studies were search from databases (CINAHL, PubMed, Scopus, Medic and Psych Articles, Ebscho Open Dissertations and Web of Science). After researcher consensus was reached and quality of the studies evaluated, 20 studies were subjected to meta-aggregation. RESULTS: From 20 studies meeting the inclusion criteria, 75 findings were extracted and categorised into 13 groups based on their meaning, resulting in the identification of 5 synthesised findings for competence description: Supporting healthy lifestyle adherence, creating interactive and patient-centred counselling situations, acquiring competence through clinical experience and continuous self-improvement, collaborating with other professionals and patients, planning lifestyle counselling and managing work across various stages of the patient's disease care path. CONCLUSION: The review provides an evidence base that can be used to support nurses' competence in lifestyle counselling when working with adult patients in healthcare settings. Lifestyle counselling competence is a complex and rather abstract phenomenon. The review identified, analysed and synthesised the evidence derived from nurses' experience which shows that lifestyle counselling competence is a multidimensional entity which relates to many other competencies within nurses' work. IMPLICATIONS FOR THE PROFESSION: Recognising the competencies of nurses in lifestyle counselling for adult patients can stimulate nurses' motivation. The acquisition of these competencies can have a positive impact on patients' lives and their health. PATIENT OR PUBLIC CONTRIBUTION: No Patient or Public Contribution. IMPACT: The research may enhance nurses' competence in lifestyle counselling, leading to improved health outcomes, better adherence to recommendations and overall well-being. It may also drive the development of interventions, improving healthcare delivery in lifestyle counselling. REPORTING METHOD: The review was undertaken and reported using the PRISMA guidelines. PROTOCOL REGISTRATION: Blinded for the review.


Asunto(s)
Rol de la Enfermera , Enfermeras y Enfermeros , Adulto , Humanos , Cuidados Paliativos , Pacientes , Consejo
6.
BMC Health Serv Res ; 22(1): 1513, 2022 Dec 12.
Artículo en Inglés | MEDLINE | ID: mdl-36510176

RESUMEN

BACKGROUND: Artificial intelligence (AI) and machine learning are transforming the optimization of clinical and patient workflows in healthcare. There is a need for research to specify clinical requirements for AI-enhanced care pathway planning and scheduling systems to improve human-AI interaction in machine learning applications. The aim of this study was to assess content validity and prioritize the most relevant functionalities of an AI-enhanced care pathway planning and scheduling system. METHODS: A prospective content validity assessment was conducted in five university hospitals in three different countries using an electronic survey. The content of the survey was formed from clinical requirements, which were formulated into generic statements of required AI functionalities. The relevancy of each statement was evaluated using a content validity index. In addition, weighted ranking points were calculated to prioritize the most relevant functionalities of an AI-enhanced care pathway planning and scheduling system. RESULTS: A total of 50 responses were received from clinical professionals from three European countries. An item-level content validity index ranged from 0.42 to 0.96. 45% of the generic statements were considered good. The highest ranked functionalities for an AI-enhanced care pathway planning and scheduling system were related to risk assessment, patient profiling, and resources. The highest ranked functionalities for the user interface were related to the explainability of machine learning models. CONCLUSION: This study provided a comprehensive list of functionalities that can be used to design future AI-enhanced solutions and evaluate the designed solutions against requirements. The relevance of statements concerning the AI functionalities were considered somewhat relevant, which might be due to the low level or organizational readiness for AI in healthcare.


Asunto(s)
Inteligencia Artificial , Vías Clínicas , Humanos , Estudios Prospectivos , Aprendizaje Automático , Instituciones de Salud , Medicamentos Genéricos
7.
J Adv Nurs ; 76(8): 2113-2124, 2020 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-32488895

RESUMEN

AIMS: To determine whether nurse staffing and nursing workload are associated with multiple organ failure and mortality. DESIGN: A cross-sectional study. METHODS: This study was conducted in a single tertiary-level teaching hospital during 2008-2017. The association between nurse staffing, nursing workload and prognosis was determined using daily nurse-to-patient ratios, Therapeutic Intervention Scoring System scores, Intensive Care Nursing Scoring System scores and Intensive Care Nursing Scoring System indexes. In addition, the timing of intensive care unit admission was considered. Multiple organ failure was defined according to the Sequential Organ Failure Assessment score. RESULTS: During the study period, 10,230 patients were included in the final analysis. Generally, the mean daily highest Therapeutic Intervention Scoring System score and Intensive Care Nursing Scoring System score were significantly higher in patients with multiple organ failure and in non-survivors. The proportion of understaffing was significantly more common in patients with multiple organ failure than in those without. The mean daily lowest nurse-to-patient ratio and the mean daily highest Intensive Care Nursing Scoring System index did not differ between survivors and non-survivors. The levels of nursing associated with workload and understaffing were at their worst on weekends. CONCLUSIONS: The proportion of understaffing and increased nursing workload are associated with multiple organ failure, demonstrating that an adequate level of nurse staffing in relation to patient complexity is a prerequisite for the availability and quality of critical care services. The proportion of understaffing did not differ between survivors and non-survivors. IMPACT: This is the first study that evaluates nurse staffing and nursing workload as potential risk factors for multiple organ failure and mortality. There is a need to ensure that intensive care units are consistently staffed based on real patient needs, 7 days a week and that personnel and services are available at all times for high-risk patients.

8.
J Adv Nurs ; 76(6): 1436-1448, 2020 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-32133684

RESUMEN

AIM: To describe a randomized controlled trial (RCT) protocol that will evaluate the effectiveness of a digital patient journey (DPJ) solution in improving the outcomes of patients undergoing total hip and knee arthroplasty. BACKGROUND: There is an urgent need for novel technologies to ensure sustainability, improve patient experience, and empower patients in their own care by providing information, support, and control. DESIGN: A pragmatic RCT with two parallel arms. METHODS: The participants randomized assigned to the intervention arm (N = 33) will receive access to the DPJ solution. The participants in the control arm (N = 33) will receive conventional care, which is provided face to face by using paper-based methods. The group allocations will be blinded from the study nurse during the recruitment and baseline measures, as well as from the outcome assessors. Patients with total hip arthroplasty will be followed up for 8-12 weeks, whereas patients with total knee arthroplasty will be followed up for 6-8 weeks. The primary outcome is health-related quality of life, measured by the EuroQol EQ-5D-5L scale. Secondary outcomes include functional recovery, pain, patient experience, and self-efficacy. The first results are expected to be submitted for publication in 2020. IMPACT: This study will provide information on the health effects and cost benefits of using the DPJ solution to support a patient's preparation for surgery and postdischarge surgical care. If the DPJ solution is found to be effective, its implementation into clinical practice could lead to further improvements in patient outcomes. If the DPJ solution is found to be cost effective for the hospital, it could be used to improve hospital resource efficiency.


Asunto(s)
Artroplastia de Reemplazo de Cadera/educación , Artroplastia de Reemplazo de Rodilla/educación , Instrucción por Computador/métodos , Procedimientos Quirúrgicos Electivos/educación , Educación del Paciente como Asunto/métodos , Cuidados Posoperatorios/educación , Cuidados Preoperatorios/educación , Adulto , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Persona de Mediana Edad , Ensayos Clínicos Controlados Aleatorios como Asunto
9.
J Clin Nurs ; 29(13-14): 2338-2351, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32222001

RESUMEN

AIMS AND OBJECTIVES: To identify opportunities for gamification in the elective primary fast-track total hip and knee arthroplasty journey in order to support patients' health-related behaviour. BACKGROUND: Gamification provides an opportunity to increase engagement in a given health behaviour and, eventually, the possibility of reaching improved outcomes through continued or consistent behaviour. DESIGN: A secondary analysis. METHODS: Semi-structured interviews were conducted with 20 healthcare professionals in a single joint-replacement centre in Finland during autumn 2018. NVivo software was used for deductive and inductive coding. The open codes were also calculated. The consolidated criteria for reporting qualitative research were followed. RESULTS: Gamification opportunities were identified related to six dimensions: accomplishment, challenge, competition, guided, playfulness and social experience. Based on the frequencies of the coded content, most opportunities for gamification can be identified in the context of personalised counselling, monitoring and social support. CONCLUSIONS: Several opportunities for gamification were identified and quantified. While various needs and limitations need to be considered when developing digital gamified solutions and more research into the effectiveness of such solutions will be required, the current study opens possible future avenues for exploring the use of gamification in lower limb joint replacement journey and other specialisms. RELEVANCE TO CLINICAL PRACTICE: This study provides an important insight into healthcare professionals' views of the current state of the total hip and knee arthroplasty journey and the potential for its development. In addition, it pinpoints the biggest opportunities for gamified services in the context of personalised counselling, monitoring and social support. Despite the focus of this secondary analysis being on the arthroplasty journey, the findings can also be generalised in other surgical journeys.


Asunto(s)
Artroplastia de Reemplazo de Cadera/psicología , Artroplastia de Reemplazo de Rodilla/psicología , Artroplastia de Reemplazo de Cadera/enfermería , Artroplastia de Reemplazo de Rodilla/enfermería , Procedimientos Quirúrgicos Electivos/enfermería , Procedimientos Quirúrgicos Electivos/psicología , Finlandia , Conductas Relacionadas con la Salud , Humanos , Investigación Cualitativa
10.
J Clin Nurs ; 29(3-4): 567-582, 2020 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-31769559

RESUMEN

AIMS AND OBJECTIVES: To explore how satisfied patients are with the process of treatment and care and to identify the experiences that patients perceive during elective primary fast-track total hip and knee arthroplasty journey. BACKGROUND: Greater satisfaction with care has predicted better quality of recovery, and patient experience has been positively associated with patient safety and clinical effectiveness. However, a little is still known about how patients experience their treatment and care. DESIGN: A qualitative interview study. METHODS: The study was conducted among 20 patients in a single joint replacement centre during 2018. Patient satisfaction was measured using a numerical rating scale. Patients' experiences were identified through qualitative semi-structured interviews which were analysed using an inductive content analysis method. The COREQ checklist was used (Supporting Information). RESULTS: The mean numerical rating scale score for overall satisfaction was 9.0 (SD 1.1) on a scale from 0-10. The patients' experiences were grouped under eight main categories that were derived from the qualitative data in the analysis: (a) patient selection, (b) meeting the Health Care Guarantee, (c) patient flow, (d) postdischarge care, (e) patient counselling, (f) transparency of the journey, (g) communication and (h) feedback. CONCLUSIONS: The findings suggest that patients are highly satisfied after an elective primary fast-track total hip and knee arthroplasty. However, closer analysis of the patients' experiences reveals challenges and suggestions on how they could be solved, often involving digital technologies. RELEVANCE TO CLINICAL PRACTICE: As the number of total joint arthroplasties grows, patients and their families need to take ever greater responsibility, for their own care from advance preparation to rehabilitation. The findings of the study can be used to organise work, improving patient-clinical communication, fostering engagement and improving patient centredness. In addition, the results pinpoint the issues on how the patient experience could be improved.


Asunto(s)
Artroplastia de Reemplazo de Cadera/psicología , Artroplastia de Reemplazo de Rodilla/psicología , Satisfacción del Paciente , Adaptación Psicológica , Anciano , Artroplastia de Reemplazo de Cadera/rehabilitación , Artroplastia de Reemplazo de Rodilla/rehabilitación , Procedimientos Quirúrgicos Electivos , Femenino , Humanos , Tiempo de Internación , Masculino , Persona de Mediana Edad , Investigación Cualitativa
11.
J Clin Nurs ; 28(23-24): 4434-4446, 2019 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-31408555

RESUMEN

AIMS AND OBJECTIVES: To examine the lived experience of healthcare professionals providing care for patients with total hip and knee arthroplasty and to understand healthcare professionals' proposed eHealth needs in elective primary fast-track hip and knee arthroplasty journey. BACKGROUND: There is little evidence in nursing literature to indicate how to develop new eHealth services to support surgical care journeys. Evidence is particularly lacking regarding the development of eHealth solutions. DESIGN: This was a qualitative interview study. METHODS: Semi-structured interviews were conducted with four surgeons, two anaesthesiologists, ten nurses and four physiotherapists in a single joint replacement centre during autumn 2018. The data were analysed using an inductive content analysis method. NVivo qualitative data analysis software was used. The COREQ checklist for qualitative studies was followed. RESULTS: Our research addressed the gap in evidence by focusing on the four main parts of the patient journey in the selected context. Analysis of the data revealed nine main categories for the proposed eHealth needs: eligibility criteria, referrals, meeting the Health Care Guarantee, patient flow, postdischarge care, patient counselling, communication, transparency of the journey and receiving feedback. In addition, the requirements and further development needs for eHealth solutions were generally identified. CONCLUSIONS: From the point of view of healthcare professionals, eHealth solutions have huge potential in supporting the elective primary fast-track hip and knee arthroplasty journey. However, it is important to acknowledge that these needs may be very different depending on the technological and organisational environment in question. RELEVANCE TO CLINICAL PRACTICE: More effective use of information and communication technologies is needed for organisational optimisation resulting in a streamlined pathway, better access to healthcare services, improved outcomes and an improved patient experience. These results can be used in the development of new eHealth solutions to support surgical care journeys and patient education.


Asunto(s)
Artroplastia de Reemplazo de Cadera/enfermería , Artroplastia de Reemplazo de Rodilla/enfermería , Personal de Salud/organización & administración , Evaluación de Necesidades , Telemedicina/organización & administración , Vías Clínicas/organización & administración , Femenino , Humanos , Entrevistas como Asunto , Investigación Cualitativa
12.
Nurs Crit Care ; 22(3): 161-168, 2017 May.
Artículo en Inglés | MEDLINE | ID: mdl-28093837

RESUMEN

BACKGROUND: Implementation of evidence-based oral care protocols, nurse education programmes and assessment tools may reduce the risk of developing ventilator-associated pneumonia by increasing critical care nurses' knowledge and skills in adhering to current oral care recommendations. AIMS: To evaluate the longitudinal effects of single-dose simulation education with structured debriefing and verbal feedback on critical care nurses' knowledge and skills in adhering to current oral care recommendations. DESIGN: A randomized controlled trial with repeated measurements. METHOD: The data for the study were collected in a single academic centre in a 22-bed adult, mixed, medical-surgical intensive care unit in Finland from February 2012 to March 2014. The effectiveness of simulation education was evaluated through the validated Ventilator Bundle Questionnaire and Observation Schedule at baseline (n = 30) and 24 months (n = 17) after simulation education. Data were analysed using a linear mixed model and intention-to-treat analyses. RESULTS: During the study period, the average knowledge score in the intervention group increased significantly (44·0% to 56·0% of the total score) in the final post-intervention measurement (pt = 0·51, pg = 0·002, pt*g = 0·023). However, single-dose simulation education with structured debriefing and verbal feedback had no impact on critical care nurses' skill scores. CONCLUSION: Single-dose simulation education had only a minimal effect on critical care nurses' knowledge and skills in adhering to current oral care recommendations. Despite increased awareness, there was no significant difference in oral care practices between the study groups after simulation education. RELEVANCE FOR CLINICAL PRACTICE: The need for regularly repeated educational sessions with theoretical training and practical exercises and direct feedback is evident. Certain aspects of oral care, such as prevention of microaspiration of oropharyngeal secretions and moistening of oral mucosa and lips, require more reinforcement than others.


Asunto(s)
Competencia Clínica , Enfermería de Cuidados Críticos/educación , Higiene Bucal/educación , Neumonía Asociada al Ventilador/prevención & control , Entrenamiento Simulado/métodos , Centros Médicos Académicos , Adulto , Cuidados Críticos/métodos , Evaluación Educacional , Femenino , Finlandia , Humanos , Masculino , Persona de Mediana Edad
13.
Eur J Intern Med ; 121: 76-87, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-37981529

RESUMEN

BACKGROUND: Machine learning-based prediction models can catalog, classify, and correlate large amounts of multimodal data to aid clinicians at diagnostic, prognostic, and therapeutic levels. Early prediction of ventilator-associated pneumonia (VAP) may accelerate the diagnosis and guide preventive interventions. The performance of a variety of machine learning-based prediction models were analyzed among adults undergoing invasive mechanical ventilation. METHODS: This systematic review and meta-analysis was conducted in accordance with the Cochrane Collaboration. Machine learning-based prediction models were identified from a search of nine multi-disciplinary databases. Two authors independently selected and extracted data using predefined criteria and data extraction forms. The predictive performance, the interpretability, the technological readiness level, and the risk of bias of the included studies were evaluated. RESULTS: Final analysis included 10 static prediction models using supervised learning. The pooled area under the receiver operating characteristics curve, sensitivity, and specificity for VAP were 0.88 (95 % CI 0.82-0.94, I2 98.4 %), 0.72 (95 % CI 0.45-0.98, I2 97.4 %) and 0.90 (95 % CI 0.85-0.94, I2 97.9 %), respectively. All included studies had either a high or unclear risk of bias without significant improvements in applicability. The care-related risk factors for the best performing models were the duration of mechanical ventilation, the length of ICU stay, blood transfusion, nutrition strategy, and the presence of antibiotics. CONCLUSION: A variety of the prediction models, prediction intervals, and prediction windows were identified to facilitate timely diagnosis. In addition, care-related risk factors susceptible for preventive interventions were identified. In future, there is a need for dynamic machine learning models using time-depended predictors in conjunction with feature importance of the models to predict real-time risk of VAP and related outcomes to optimize bundled care.


Asunto(s)
Neumonía Asociada al Ventilador , Adulto , Humanos , Neumonía Asociada al Ventilador/diagnóstico , Neumonía Asociada al Ventilador/prevención & control , Respiración Artificial/efectos adversos , Antibacterianos/uso terapéutico , Pronóstico , Aprendizaje Automático
14.
Int J Nurs Stud ; 152: 104692, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38301306

RESUMEN

BACKGROUND: Digital services can be effective and cost-efficient options for treating non-communicable diseases, but generalizability is limited due to heterogeneous treatment effects. This umbrella review aims to evaluate the impact of digital services on population health, costs, and patient and healthcare professional satisfaction, and to identify facilitators and barriers to using digital services in healthcare and social welfare. METHODS: The protocol of the study was registered on the 4th of September 2022 to the International Prospective Register of Systematic Reviews, PROSPERO (CRD42022355635). The review was performed using the Centre for Reviews and Dissemination, Cochrane, Ovid Medline, Scopus, and Web of Science in June 2022. The methodological quality of the included reviews was assessed. The impact of digital services was categorized as no evidence, no dominance, and mixed and positive effect. Inductive content analysis was used to identify facilitators and barriers. RESULTS: A total of 66 studies were included in the review, 64 % of which were evaluated as high quality. Studies on the impact of digital services in social welfare were not identified. Sixty-five percent of reviews evaluated the impact of digital services on population health with mixed effects; 21 % were on costs with mixed effects; 27 % were on patient satisfaction with positive effects; and 7.6 % were on healthcare professionals' satisfaction with mixed effects. Various features, allocation, end-user support, organized services, and service development facilitated the use of digital services. Correspondingly, barriers were related to service limitations, digital competency, funding- and service strategies, resources and change management. CONCLUSIONS: Compared to usual care, digital services had a mixed impact on population health and costs with high satisfaction in patients. Mixed healthcare professionals' satisfaction was associated with the use of digital services, and it was less studied. To ensure successful implementation and sustainability of digital services, attention must be paid to address barriers and supporting facilitators at all levels.


Asunto(s)
Instituciones de Salud , Personal de Salud , Humanos , Revisiones Sistemáticas como Asunto , Satisfacción del Paciente , Bienestar Social
15.
Games Health J ; 12(1): 25-33, 2023 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-36579917

RESUMEN

The aim of this systematic review of randomized controlled trials (RCTs) was to evaluate the effectiveness of game-based solutions in patients with total knee arthroplasty or total hip arthroplasty. The systematic review was performed in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Studies published prior May 2022 were identified from MEDLINE Ovid, Scopus, EBSCO Databases, Web of Science, and PubMed. The Joanna Briggs Institute Critical Appraisal Checklist for RCTs was used to evaluate the quality of the relevant studies published. A narrative synthesis was used to report the results while effect sizes were estimated for different outcomes. A total of 350 records were identified, and 5 RCTs were selected. Most of the game-based solutions were exergames to support rehabilitation. The findings indicate that game-based solutions have potential to induce positive impact on functional and cognitive performance; however, due to the low number of studies and moderate/weak quality of existing research, the area still lacks assertive evidence. Future research should pay attention to the methodological aspects to provide reliable information on the use of game-based solutions in the given context.


Asunto(s)
Artroplastia de Reemplazo de Cadera , Artroplastia de Reemplazo de Rodilla , Humanos , Ensayos Clínicos Controlados Aleatorios como Asunto , Artroplastia de Reemplazo de Cadera/métodos
16.
Int J Med Inform ; 174: 105045, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-36958225

RESUMEN

PURPOSE: The current literature related to patient safety of interorganizational health information is fragmented. This study aims to identify interorganizational health information exchange-related patient safety incidents occurring in the emergency department, emergency medical services, and home care. The research also aimed to describe the causes and consequences of these incidents. METHODS: A total of sixty (n = 60) interorganizational health information exchange-related patient safety incident free text reports were analyzed. The reports were reported in the emergency department, emergency medical services, or home care between January 2016 and December 2019 in one hospital district in Finland. RESULTS: The identified interorganizational health information exchange-related incidents were grouped under two main categories: "Inadequate documentation"; and "Inadequate use of information". The causes of these incidents were grouped under the two main categories "Factors related to the healthcare professional " and "Organizational factors", while the consequences of these incidents fell under the two main categories "Adverse events" and "Additional actions to prevent, avoid, and correct adverse events". CONCLUSION: This study shows that the inadequate documentation and use of information is mainly caused by factors related to the healthcare professional and organization, including technical problems. These incidents cause adverse events and additional actions to prevent, avoid, and correct the events. The sociotechnical perspective, including factors related to health care professionals, organization, and technology, should be emphasized in patient safety development of inter-organizational health information exchange and it will be the focus of our future research. Continuous research and development work is needed because the processes and information systems used in health care are constantly evolving.


Asunto(s)
Servicios Médicos de Urgencia , Intercambio de Información en Salud , Humanos , Seguridad del Paciente , Gestión de Riesgos , Servicio de Urgencia en Hospital
17.
J Intensive Med ; 3(4): 352-364, 2023 Oct 31.
Artículo en Inglés | MEDLINE | ID: mdl-38028633

RESUMEN

Background: Ventilator-associated pneumonia (VAP) represents a common hospital-acquired infection among mechanically ventilated patients. We summarized evidence concerning ventilator care bundles to prevent VAP. Methods: A systematic review and meta-analysis were performed. Randomized controlled trials and controlled observational studies of adults undergoing mechanical ventilation (MV) for at least 48 h were considered for inclusion. Outcomes of interest were the number of VAP episodes, duration of MV, hospital and intensive care unit (ICU) length of stay, and mortality. A systematic search was conducted in the MEDLINE, the Cochrane Library, and the Web of Science between 1985 and 2022. Results are reported as odds ratio (OR) or mean difference (MD) with 95% confidence intervals (CI). The PROSPERO registration number is CRD42022341780. Results: Thirty-six studies including 116,873 MV participants met the inclusion criteria. A total of 84,031 participants underwent care bundles for VAP prevention. The most reported component of the ventilator bundle was head-of-bed elevation (n=83,146), followed by oral care (n=80,787). A reduction in the number of VAP episodes was observed among those receiving ventilator care bundles, compared with the non-care bundle group (OR=0.42, 95% CI: 0.33, 0.54). Additionally, the implementation of care bundles decreased the duration of MV (MD=-0.59, 95% CI: -1.03, -0.15) and hospital length of stay (MD=-1.24, 95% CI: -2.30, -0.18) in studies where educational activities were part of the bundle. Data regarding mortality were inconclusive. Conclusions: The implementation of ventilator care bundles reduced the number of VAP episodes and the duration of MV in adult ICUs. Their application in combination with educational activities seemed to improve clinical outcomes.

18.
Int J Med Inform ; 159: 104680, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-34990942

RESUMEN

INTRODUCTION: Clinical information systems (CISs) used in intensive care units (ICU) integrate large amounts of patient data every minute, and from multiple systems and devices. Intensive care requires efficient use of information technology to acquire, synchronize, integrate, and analyze data in order to make quick decisions and implement interventions in a timely manner. OBJECTIVES: To identify factors affecting poor user experience (UX) of CISs used in ICUs in Finland. METHODS: Data from national Electronic Health Record (EHR) and user experience survey was undertaken in 2017. Those, who used the ICU CIS on a daily or weekly basis were asked supplementary questions and, therefore, comprise a subset of the responses reported in this article. RESULTS: On a 4-10 scale (i.e., "Fail" to "Excellent"), the mean 'grade' for the principally used ICU CIS was 6.9 (SD 1.3) points. Of the respondents, 119 (57%) were categorized as having good UX. The factors identified as affecting poor UX of the ICU CISs related to poor interface design (OR 7.8; 95% CIs 12.5-24.1; p = 0.001), insufficient customizability (OR 7.2; 95% CIs 1.7-30.6; p = 0.008), the inefficiency of performing routine tasks (OR 4.3; 95% CIs 1.0-18.2; p = 0.044), malfunctions (OR 3.5; 95% CIs 1.2-9.6; p = 0.019), and difficulties in information retrieval (OR 3.0; 95% CIs 1.0-8.8; p = 0.044). The most commonly reported usability problems with the main EHR system and ICU CISs were also identified. CONCLUSIONS: Overall satisfaction with the principally used ICU CIS was moderate. However, the overall grades varied significantly. Poor interface design, insufficient customizability, inefficiency, malfunctions, and difficulties in information retrieval all affect poor UX.


Asunto(s)
Almacenamiento y Recuperación de la Información , Interfaz Usuario-Computador , Finlandia , Humanos , Sistemas de Información , Unidades de Cuidados Intensivos
19.
Nurs Open ; 9(4): 2044-2053, 2022 07.
Artículo en Inglés | MEDLINE | ID: mdl-35460334

RESUMEN

AIM: The use of gameful design for supporting health-related behaviours has been one of the major trends in health technology. An opportunity to increase engagement and motivation in a given health behaviour and the possibility of reaching improved outcomes through continued or consistent behaviour could be provided by gamification. This study aimed to identify gamification opportunities for digital patient journey solutions to increase patients' engagement and motivation for health-related behaviour during an arthroplasty journey. DESIGN: A secondary analysis. METHOD: Semistructured interviews were performed among 20 elective primary total hip and knee arthroplasty patients in a single joint-replacement centre in Finland during autumn 2018. NVivo software was used for deductive content analysis. The study was conducted among 20 patients in a single joint replacement centre during 2018. RESULTS: Several opportunities for gamification were identified for digital patient journey solutions, which could be used in advanced care to increase patients' engagement and motivation for health-related behaviour during the arthroplasty journey. These opportunities were identified related to five dimensions: accomplishment, challenge, guided, playfulness and social experience. Clear, scheduled, progressive and personalized goals with an activity tracking, real-time timespan visualization and social networking with peers, support networks and healthcare providers could be provided. Opportunities for competition and immersion were not identified.


Asunto(s)
Artroplastia de Reemplazo de Rodilla , Gamificación , Procedimientos Quirúrgicos Electivos , Conductas Relacionadas con la Salud , Personal de Salud , Humanos
20.
J Crit Care ; 67: 44-56, 2022 02.
Artículo en Inglés | MEDLINE | ID: mdl-34673331

RESUMEN

PURPOSE: Existing expert systems have not improved the diagnostic accuracy of ventilator-associated pneumonia (VAP). The aim of this systematic literature review was to review and summarize state-of-the-art prediction models detecting or predicting VAP from exhaled breath, patient reports and demographic and clinical characteristics. METHODS: Both diagnostic and prognostic prediction models were searched from a representative list of multidisciplinary databases. An extensive list of validated search terms was added to the search to cover papers failing to mention predictive research in their title or abstract. Two authors independently selected studies, while three authors extracted data using predefined criteria and data extraction forms. The Prediction Model Risk of Bias Assessment Tool was used to assess both the risk of bias and the applicability of the prediction modelling studies. Technology readiness was also assessed. RESULTS: Out of 2052 identified studies, 20 were included. Fourteen (70%) studies reported the predictive performance of diagnostic models to detect VAP from exhaled human breath with a high degree of sensitivity and a moderate specificity. In addition, the majority of them were validated on a realistic dataset. The rest of the studies reported the predictive performance of diagnostic and prognostic prediction models to detect VAP from unstructured narratives [2 (10%)] as well as baseline demographics and clinical characteristics [4 (20%)]. All studies, however, had either a high or unclear risk of bias without significant improvements in applicability. CONCLUSIONS: The development and deployment of prediction modelling studies are limited in VAP and related outcomes. More computational, translational, and clinical research is needed to bring these tools from the bench to the bedside. REGISTRATION: PROSPERO CRD42020180218, registered on 05-07-2020.


Asunto(s)
Neumonía Asociada al Ventilador , Sesgo , Humanos , Neumonía Asociada al Ventilador/diagnóstico , Pronóstico
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