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1.
Healthcare (Basel) ; 12(19)2024 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-39408144

RESUMO

BACKGROUND: To enhance patient safety in healthcare, it is crucial to address the underreporting of issues in Critical Incident Reporting Systems (CIRSs). This study aims to evaluate the effectiveness of generative Artificial Intelligence and Natural Language Processing (AI/NLP) in reviewing CIRS cases by comparing its performance with human reviewers and categorising these cases into relevant topics. METHODS: A case-control feasibility study was conducted using CIRS cases from the German CIRS-Anaesthesiology subsystem. Each case was reviewed by a human expert and by an AI/NLP model (ChatGPT-3.5). Two CIRS experts blindly assessed these reviews, rating them on linguistic quality, recognisable expertise, logical derivability, and overall quality using six-point Likert scales. RESULTS: On average, the CIRS experts correctly classified 80% of human CIRS reviews as created by a human and misclassified 45.8% of AI reviews as written by a human. Ratings on a scale of 1 (very good) to 6 (failed) revealed a comparable performance between human- and AI-generated reviews across the dimensions of linguistic expression (p = 0.39), recognisable expertise (p = 0.89), logical derivability (p = 0.84), and overall quality (p = 0.87). The AI model was able to categorise the cases into relevant topics independently. CONCLUSIONS: This feasibility study demonstrates the potential of generative AI/NLP in analysing and categorising cases from the CIRS. This could have implications for improving incident reporting in healthcare. Therefore, additional research is required to verify and expand upon these discoveries.

2.
BMJ Qual Saf ; 2024 Oct 04.
Artigo em Inglês | MEDLINE | ID: mdl-39366744

RESUMO

BACKGROUND: Creating and sustaining an institutional climate conducive to patient and health worker safety is a critical element of successful multimodal hand hygiene improvement strategies aimed at achieving best practices. Repeated WHO global surveys indicate that the institutional safety climate consistently ranks the lowest among various interventions. METHODS: To develop an international expert consensus on research agenda priorities related to the role of institutional safety climate within the context of a multimodal hand hygiene improvement strategy, we conducted a structured consensus process involving a purposive sample of international experts. A preliminary list of research priorities was formulated following evidence mapping, and subsequently refined through a modified Delphi consensus process involving two rounds. In round 1, survey respondents were asked to rate the importance of each research priority. In round 2, experts reviewed round 1 ratings to reach a consensus (defined as ≥70% agreement) on the final prioritised items to be included in the research agenda. The research priorities were then reviewed and finalised by members of the WHO Technical Advisory Group on Hand Hygiene Research in Healthcare. RESULTS: Of the 57 invited participants, 50 completed Delphi round 1 (88%), and 48 completed round 2 (96%). Thirty-six research priority statements were included in round 1 across five thematic categories: (1) safety climate; (2) personal accountability for hand hygiene; (3) leadership; (4) patient participation and empowerment and (5) religion and traditions. In round 1, 75% of the items achieved consensus, with 9 statements carried forward to round 2, leading to a final set of 31 prioritised research statements. CONCLUSION: This research agenda can be used by researchers, clinicians, policy-makers and funding bodies to address gaps in hand hygiene improvement within the context of an institutional safety climate, thereby enhancing patient and health worker safety globally.

3.
BMJ Qual Saf ; 2024 Oct 16.
Artigo em Inglês | MEDLINE | ID: mdl-39414377

RESUMO

BACKGROUND: Patient-reported experience measures (PREMs) are valuable tools to evaluate patient-centredness (PC) from the patients' perspective. Despite their utility, a comprehensive PREM addressing PC has been lacking. To bridge this gap, we developed the preliminary version of the Experienced Patient-Centeredness Questionnaire (EPAT), a disease-generic tool based on the integrative model of PC comprising 16 dimensions. It demonstrated content validity. This study aimed to test its psychometric properties and to develop a final 64-item version (EPAT-64). METHODS: In this cross-sectional study, we included adult patients treated for cardiovascular diseases, cancer, musculoskeletal diseases and mental disorders in inpatient or outpatient settings in Germany. For each dimension of PC, we selected four items based on item characteristics such as item difficulty and corrected item-total correlation. We tested structural validity using confirmatory factor analysis, examined reliability by McDonald's Omega and tested construct validity by examining correlations with general health status and satisfaction with care. RESULTS: Analysis of data from 2.024 patients showed excellent acceptance and acceptable item-total correlations for all EPAT-64 items, with few items demonstrating ceiling effects. The confirmatory factor analysis indicated the best fit for a bifactor model, where each item loaded on both a general factor and a dimension-specific factor. Omega showed high reliability for the general factor, while varying for specific dimensions. Construct validity was confirmed by absence of strong correlations with general health status and a strong correlation of the general factor with satisfaction with care. CONCLUSIONS: EPAT-64 demonstrated commendable psychometric properties. This tool allows comprehensive assessment of PC, offering flexibility to users who can measure each dimension with a four-item module or choose modules based on their needs. EPAT-64 serves multiple purposes, including quality improvement and evaluation of interventions aiming to enhance PC. Its versatility empowers users in diverse healthcare settings.

4.
BMJ Qual Saf ; 2024 Oct 16.
Artigo em Inglês | MEDLINE | ID: mdl-39414375
6.
BMJ Open Qual ; 13(4)2024 Oct 14.
Artigo em Inglês | MEDLINE | ID: mdl-39401969

RESUMO

Advanced care planning (ACP) is a series of ongoing voluntary discussions between patients, families and healthcare professionals to plan for their future healthcare needs. Despite patients with rheumatic diseases having high symptom burden and disease complications, the ACP completion rates in patients with rheumatic diseases remain low. In this quality improvement project, we aimed to increase the number of completed ACP in a tertiary referral rheumatology centre in Singapore from 0 to 1 per month. We showed a statistically significant increase in ACP completion across 1 year with two Plan-Do-Study-Act cycles. Further studies are needed to explore further interventions for ACP completion in patients with rheumatic diseases.


Assuntos
Planejamento Antecipado de Cuidados , Melhoria de Qualidade , Doenças Reumáticas , Centros de Atenção Terciária , Humanos , Singapura , Planejamento Antecipado de Cuidados/estatística & dados numéricos , Planejamento Antecipado de Cuidados/normas , Centros de Atenção Terciária/organização & administração , Centros de Atenção Terciária/estatística & dados numéricos , Doenças Reumáticas/terapia , Feminino , Masculino , Pessoa de Meia-Idade , Reumatologia/normas , Reumatologia/métodos , Reumatologia/estatística & dados numéricos
7.
BMJ Open Qual ; 13(4)2024 Oct 14.
Artigo em Inglês | MEDLINE | ID: mdl-39401970

RESUMO

Major lower limb amputation (MLLA) is a lifesaving but life-altering surgical procedure. Psychological distress is common and typically heightened in the acute postoperative period. Despite the negative impact that poor psychological functioning can have on the health outcomes of this population, there is a lack of high-quality guidance outlining how to best support the psychological needs of individuals post-MLLA. The aim of this project was to develop practical and feasible interventions for improving the provision of emotional support for all patients on the vascular surgical ward post-MLLA. Adapted from the Holistic Needs Assessment Adversity-Restoration-Compatibility framework used within oncology services to provide holistic care to patients, the project included two key interventions. The primary intervention involved developing a model for an 'emotionally supportive conversation' (ESC), which was delivered by a member of the vascular surgical team under supervision of a Clinical Psychologist. During the 6-month implementation phase, 27 patients received an ESC, an average of 8 days post-MLLA. The secondary intervention involved training for vascular surgical ward staff, led by a Clinical Psychologist. This focused on raising awareness of common signs of distress, building skills and confidence in responding to distress and providing information on where to signpost patients for further support. Prior to the primary and secondary interventions, 43% of patients reported receiving sufficient information from hospital staff on how they would feel postoperatively and 57% stated they had received sufficient support from staff during their stay. Post-implementation, these figures increased to 86% and 71%, respectively. This project represents a novel, creative and cost-effective way for psychological services to add value to the quality of care provided to vascular surgical patients during the inpatient phase post-MLLA.


Assuntos
Amputação Cirúrgica , Extremidade Inferior , Humanos , Amputação Cirúrgica/psicologia , Extremidade Inferior/cirurgia , Masculino , Feminino , Apoio Social , Pessoa de Meia-Idade , Idoso
9.
BMJ Open Qual ; 13(3)2024 Sep 28.
Artigo em Inglês | MEDLINE | ID: mdl-39343448

RESUMO

OBJECTIVES: Quality improvement (QI) is critical in facilitating advancements in patient outcomes, system efficiency and professional growth. This paper aimed to elucidate the underlying rationale and framework guiding JurongHealth Campus (JHC), a nascent Regional Health System, in developing its QI capacity and capability at all levels of the organisation. METHODS: An exhaustive analysis of high-performance management systems and effective improvement frameworks was conducted, and the principles were customised to suit the local context.A three-phased approach was applied: (1) developing the JHC QI framework; (2) building capacity through a dosing approach and (3) building capability through QI projects and initiatives using the model for improvement (MFI). Three components of the RE-AIM implementation strategy were assessed: (1) Reach-overall percentage of staff trained; (2) Effectiveness-outcomes from organisation-wide improvement projects and (3) Adoption-number of QI projects collated and presented. RESULTS: The percentage of staff trained in QI increased from 11.3% to 22.0% between January 2020 and March 2024, with over 350 projects documented in the central repository. The effectiveness of the MFI was demonstrated by improving inpatient discharges before 12pm performance from 21.52% to 25.84% and reducing the 30-day inpatient readmission rate from 13.92% to 12.96%. CONCLUSION: Four critical factors for an effective QI framework were identified: (1) establishing a common language for improvement; (2) defining distinct roles and skills for improvement at different levels of the organisation; (3) adopting a dosing approach to QI training according to the defined roles and skills and (4) building a critical mass of committed staff trained in QI practice. The pragmatic approach to developing QI capability is both scalable and applicable to emerging healthcare institutions.


Assuntos
Fortalecimento Institucional , Melhoria de Qualidade , Humanos , Fortalecimento Institucional/métodos , República da Coreia
10.
BMJ Open Qual ; 13(3)2024 Sep 17.
Artigo em Inglês | MEDLINE | ID: mdl-39289009

RESUMO

BACKGROUND: Healthcare worker (HCW) anxiety and depression worsened during the pandemic, prompting the expansion of digital mental health platforms as potential solutions offering online assessments, access to resources and counselling. The use of these digital engagement tools may reflect tendencies and trends for the mental health needs of HCWs. OBJECTIVES: This retrospective, cross-sectional study investigated the association between the use of an online mental health platform within a large academic health system and measures of that system's COVID-19 burden during the first 3 years of the pandemic. METHODS: The study investigated the use of Cobalt, an online mental health platform, comprising deidentified mental health assessments and utilisation metrics. Cobalt, serves as an online mental health resource broadly available to health system employees, offering online evidence-based tools, coaching, therapy options and asynchronous content (podcasts, articles, videos and more). The analyses use validated mental health assessments (Generalised Anxiety Disorder-7 (GAD-7), Patient Health Questionnaire-9 (PHQ-9) and post-traumatic stress disorder (PTSD)) alongside publicly available COVID-19 data. Statistical analyses employed univariate linear regression with Stata SE Statistical Software. RESULTS: Between March 2020 and March 2023, 43 308 independent user sessions were created on Cobalt, a majority being anonymous sessions (72%, n=31 151). Mental health assessments, including PHQ-4, PHQ-9, GAD-7 and primary care-PTSD, totalled 9462 over the time period. Risk for self-harm was noted in 17.1% of PHQ-9 assessments. Additionally, 4418 appointments were scheduled with mental health counsellors and clinicians. No significant associations were identified between COVID-19 case burden and Cobalt utilisation or assessment scores. CONCLUSION: Cobalt emerged as an important access point for assessing the collective mental health of the workforce, witnessing increased engagement over time. Notably, the study indicates the nuanced nature of HCW assessments of anxiety, depression and PTSD, with mental health scores reflecting moderate decreases in depression and anxiety but signalling potential increases in PTSD. Tailored resources are imperative, acknowledging varied mental health needs within the healthcare workforce. Ultimately, this investigation lays the groundwork for continued exploration of the impact and effectiveness of digital platforms in supporting HCW mental health.


Assuntos
COVID-19 , Pessoal de Saúde , Saúde Mental , SARS-CoV-2 , Humanos , Estudos Transversais , COVID-19/psicologia , COVID-19/epidemiologia , Estudos Retrospectivos , Pessoal de Saúde/psicologia , Pessoal de Saúde/estatística & dados numéricos , Masculino , Saúde Mental/estatística & dados numéricos , Adulto , Feminino , Serviços de Saúde Mental/estatística & dados numéricos , Pessoa de Meia-Idade , Depressão/epidemiologia , Telemedicina/estatística & dados numéricos , Pandemias , Ansiedade/epidemiologia , Ansiedade/psicologia
11.
BMJ Qual Saf ; 2024 Sep 04.
Artigo em Inglês | MEDLINE | ID: mdl-39237263

RESUMO

BACKGROUND: The way that data are presented can influence quality and safety initiatives. Time-series charts highlight changes but do not clarify whether data lie outside expected variation. Statistical process control (SPC) charts make this distinction and have been demonstrated to be effective in supporting hospital initiatives. To improve the uptake of the SPC methodology by hospitals in England, a training intervention was created. The current study evaluates the effectiveness of that training against the background of a wider national initiative to encourage the adoption of SPC charts. METHODS: A parallel cluster randomised trial was conducted with 16 English NHS hospitals. Half were randomised to the training intervention and half to the control. The primary analysis compares the difference in use of SPC charts within hospital board papers in a postrandomisation period (adjusting for baseline use). Trainees completed feedback forms with Likert scale and open-ended items. RESULTS: Fifteen hospitals participated across the study arms. SPC chart use increased in both intervention and control hospitals between the baseline and postrandomisation period (29 and 30 percentage points, respectively). There was no statistically significant difference between the intervention and control hospitals in use of SPC charts in the postrandomisation period (average absolute difference 9% (95% CI -34% to 52%). In the feedback forms, 93.9% (n=31/33) of trainees affirmed learning and 97.0% (n=32/33) had formed an intention to change their behaviour. CONCLUSIONS: Control chart use increased in both intervention and control hospitals. This is consistent with a rising tide and/or contamination effect, such that the culture of control chart use is spreading across hospitals in England. Further research is needed to support hospitals implementing SPC training initiatives and to link SPC implementation to quality and safety outcomes. Such research could support future quality and safety initiatives nationally and internationally. TRIAL REGISTRATION NUMBER: NCT04977414.

12.
Cureus ; 16(8): e66079, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-39229441

RESUMO

Introduction The Emergency Severity Index (ESI) stratifies emergency department (ED) patients for triage, from "most acute" (level 1) to "least acute" (level 5). Many EDs have a split flow model where less acute (ESI 4 and 5) are seen in a fast track, while more acute (ESI 1, 2, and 3) are seen in the acute care area. A core principle of emergency medicine (EM) is to attend to more acute patients first. Deliberately designating an area for less acute patients to be initially assessed quickly by a first provider might result in them being seen before more acute patients. This study aims to determine the percentage of less acute patients seen by a provider sooner after triage than more acute patients who arrived within 10 minutes of one another. Additionally, this study compares the fast track and acute care areas to see if location affects triage-to-provider time. Methods A random convenience sample of 252 ED patients aged ≥18 was taken. Patients were included if their ESI was available for the provider during sign-up. Patients were excluded if they were directly sent to the ED psychiatric area or attended to by the author. We collected data on the ESI level, time stamps for triage and first provider sign-up, and the location to which the patient was triaged (fast track vs. acute care). Paired patients' ESI levels, locations, and triage and first provider sign-up times were compared. Results  The study included 126 pairs of patients. There was a statistically significant difference in triage-to-provider times for paired ESI 2 vs. 3 patients (60.5 vs. 35.5 minutes, p = 0.0007) and overall paired high- vs. low-acuity patients (55 vs. 39.5 minutes, p = 0.004). However, in 34.8% of paired ESI 2 vs. 3 patients, the ESI 3 patient was seen prior to the paired ESI 2 patient, and in 39.4% of overall paired high vs. low acuity patients, the less acute patient was seen before the more acute patient. Additionally, patients in the acute care area had significantly shorter median triage-to-provider times (~40 minutes) compared to those in the fast track area for ESI 2 (acute care) vs. ESI 3 (fast track) and overall high acuity (acute care) vs. low acuity (fast track). Nonetheless, approximately one-third of ESI 3 patients triaged to fast track were seen before ESI 2 patients triaged to the acute care area. Conclusion The split flow model reduces overall ED length of stay, improving flow volume, revenue, and patient satisfaction. However, it comes at the expense of the fundamental ethos of EM and potentially subverts the intended triage process. Although most more acute patients are seen by a provider sooner after triage than less acute patients, a substantial number are seen later, which could delay urgent medical needs and negatively impact patients' outcomes. Furthermore, patients triaged to acute care are, in general, seen sooner post-triage than identical-ESI-level fast track patients, suggesting fast track might not function as intended (for low-acuity patients to be quickly assessed and initiate diagnostic and treatment plans). We intend to follow this exploratory study with a more comprehensive, multivariate analysis that will consider confounding variables such as initial vital signs, how busy a provider was that day, etc. The future study will also examine patient outcomes to determine the impact on more acute patients of the split flow model and, in particular, on less acute patients being seen sooner by a first provider.

13.
BMJ Open Qual ; 13(3)2024 Sep 03.
Artigo em Inglês | MEDLINE | ID: mdl-39231573

RESUMO

OBJECTIVE: Learning from adverse outcomes in health and social care is critical to advancing a culture of patient safety and reducing the likelihood of future preventable harm to service users. This review aims to present an overview of all clinical claims finalised in one calendar year involving publicly funded health and social care providers in Ireland. DESIGN: This is a retrospective observational study. The Clinical Risk Unit (CRU) of the State Claims Agency identified all service-user clinical claims finalised between 1 January 2017 and 31 December 2017 from Ireland's National Incident Management System (n=713). Claims that had incurred financial damages were considered for further analysis (n=356). 202 claims underwent an in-depth qualitative review. Of these, 57 related to maternity and gynaecology, 64 to surgery, 46 to medicine, 20 to community health and social care and 15 related to children's healthcare. RESULTS: The services of surgery and medicine ranked first and second, respectively, in terms of a number of claims. Claims in maternity services, despite ranking third in terms of claims numbers, resulted in the highest claims costs. Catastrophic injuries in babies resulting in cerebral palsy or other brain injury accounted for the majority of this cost.Diagnostic errors and inadequate or substandard communication, either with service users and/or interprofessional communication with colleagues, emerged as common issues across all clinical areas analysed. Quantitative analysis of contributory factors demonstrated that the complexity and seriousness of the service user's condition was a significant contributory factor in the occurrence of incidents leading to claims. CONCLUSION: This national report identifies common issues resulting in claims. Targeting these issues could mitigate patient safety risks and reduce the cost of claims.


Assuntos
Revisão da Utilização de Seguros , Humanos , Estudos Retrospectivos , Irlanda/epidemiologia , Revisão da Utilização de Seguros/estatística & dados numéricos
14.
BMJ Open Qual ; 13(3)2024 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-39317471

RESUMO

INTRODUCTION: Service delivery networks, also called healthcare providers networks (HCPNs) have been used to address health inequities and promote universal healthcare (UHC). This study described the effect of instituting a mixed HCPN (partnership of public health facilities with a private pharmacy) on the provision of medications in the rural primary care pilot site of the Philippine Primary Care Studies (PPCS). METHODS: This is a case study of the mixed HCPN in the PPCS rural site. A mixed HCPN involving one private pharmacy was instituted to increase the supply of drugs. The total number of medications prescribed per month from April 2019 to October 2021, and the number of medications dispensed from the public sector (rural health unit or RHU) and from the partner private pharmacy in the same time period were obtained. RESULTS: Of the 101 031 medications prescribed in the first year (April 2019 to March 2020), 21.7% were dispensed at the RHU and 66.7% were dispensed in the partner private pharmacy. The remaining 11.5% were unrendered or dispensed in other private pharmacies. Of the 35 408 medications prescribed in the second year (April 2020 to March 2021), 5.6% were dispensed at the RHU and 32.2% were dispensed at the partner private pharmacy. Majority (62.1%) were unrendered or dispensed in other private pharmacies. From April to October 2021, of the 6448 medications prescribed, 2.3% were dispensed at the RHU, and 47.3% were dispensed at the partner private pharmacy. Majority (50.3%) were unrendered or dispensed in other private pharmacies. CONCLUSION: Creation of a mixed HCPN in a rural primary care site augmented access to essential medications. The mixed HCPN model in the study showed potential in strengthening access to consultations and medications in a rural community. Improving essential primary care services can facilitate implementation of UHC in the Philippines.


Assuntos
Atenção Primária à Saúde , Serviços de Saúde Rural , Humanos , Atenção Primária à Saúde/estatística & dados numéricos , Atenção Primária à Saúde/normas , Serviços de Saúde Rural/estatística & dados numéricos , Serviços de Saúde Rural/normas , Filipinas , Pessoal de Saúde/estatística & dados numéricos , População Rural/estatística & dados numéricos
15.
BMJ Open Qual ; 13(3)2024 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-39317472

RESUMO

INTRODUCTION: The management of healthcare waste is a crucial issue for public health and the environment. To minimise risks, it is essential to ensure that the management of healthcare waste is meticulously applied. Additionally, among the evaluation methods adopted by the hospital hygiene department to monitor the degree of compliance. The aim of this study was to assess the degree of compliance with healthcare waste management before and after a training and support programme. METHODS: This is a pre-experimental study based on two audits of healthcare waste management at Farhat Hached University Hospital in Sousse, Tunisia. All medical, surgical and laboratory departments were included. The first audit was carried out, followed by training of the responsible staff, which was carried out according to a cycle of training and coaching hygiene technicians, and finally, a second audit was conducted. The compliance rate is compared between 2021 and 2022. RESULTS: When comparing the averages of the compliance percentages for the four audit areas, there was a statistically significant improvement between the years 2021 and 2022 in the availability of equipment and consumables required for the management of infectious and sharp healthcare waste (p=0.029) as well as intramural transport (p=0.014). CONCLUSION: The study highlights the central role of effective waste management training in promoting compliance, awareness and responsible practices. Constant attention and training are essential to maintain progress at Farhat Hached University Hospital. This helps create safer care environments, better public health outcomes and long-term sustainability.


Assuntos
Eliminação de Resíduos de Serviços de Saúde , Tunísia , Humanos , Eliminação de Resíduos de Serviços de Saúde/métodos , Eliminação de Resíduos de Serviços de Saúde/normas , Eliminação de Resíduos de Serviços de Saúde/estatística & dados numéricos , Resíduos de Serviços de Saúde/estatística & dados numéricos , Avaliação de Programas e Projetos de Saúde/métodos , Avaliação de Programas e Projetos de Saúde/estatística & dados numéricos , Gerenciamento de Resíduos/métodos , Gerenciamento de Resíduos/estatística & dados numéricos , Gerenciamento de Resíduos/normas
16.
Front Digit Health ; 6: 1371761, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39347445

RESUMO

Although the rapid growth in the efficiency of medical imaging is undeniable, the expansion of health information technology (HIT) into medical imaging has not been as seamless or well-integrated as it was thought to be. The socio-technical complexities in medical imaging associated with HIT systems can cause risks to patient harm and inconvenience, both individually and collectively, often in new, unforeseen, and unexpected ways. This study reflects a retrospectively collected single incident report related to medical imaging HIT systems, aiming to develop a set of preventive and corrective strategies. A combination of multiple deductive approaches (existing frameworks), i.e., HIT Classification Systems and 18-step medical imaging process workflow and inductive method (content analysis), were used to analyze the incident. The incident was identified as a "system configuration"-related software issue, contributed by system upgrade- changes in hardware and software. The incident was determined to occur during steps 10-12, i.e., "study selection and retrieval," "calling up of patient's referral," and "image review and interpretation," causing severe disruptions in the clinical workflow for several weeks. We propose 16 preventive and corrective strategies grouped under four key areas based on the socio-technical aspects associated with HIT systems. The key areas are (i) preparation and integration for upgraded systems, (ii) training for medical imaging specialists, (iii) contingency planning/immediate backup system, and (iv) system design and configuration. These strategies are expected to help healthcare staff, analysts, reporters, researchers, and relevant stakeholders improve care delivery and patient safety in medical imaging in the context of any system upgrades.

18.
J Imaging Inform Med ; 2024 Aug 26.
Artigo em Inglês | MEDLINE | ID: mdl-39187704

RESUMO

Radiographic quality control is an integral component of the radiology workflow. In this study, we developed a convolutional neural network model tailored for automated quality control, specifically designed to detect and classify key attributes of wrist radiographs including projection, laterality (based on the right/left marker), and the presence of hardware and/or casts. The model's primary objective was to ensure the congruence of results with image requisition metadata to pass the quality assessment. Using a dataset of 6283 wrist radiographs from 2591 patients, our multitask-capable deep learning model based on DenseNet 121 architecture achieved high accuracy in classifying projections (F1 Score of 97.23%), detecting casts (F1 Score of 97.70%), and identifying surgical hardware (F1 Score of 92.27%). The model's performance in laterality marker detection was lower (F1 Score of 82.52%), particularly for partially visible or cut-off markers. This paper presents a comprehensive evaluation of our model's performance, highlighting its strengths, limitations, and the challenges encountered during its development and implementation. Furthermore, we outline planned future research directions aimed at refining and expanding the model's capabilities for improved clinical utility and patient care in radiographic quality control.

19.
BMJ Qual Saf ; 2024 Aug 30.
Artigo em Inglês | MEDLINE | ID: mdl-39214680

RESUMO

BACKGROUND: The number of quality indicators for which clinicians need to record data is increasing. For many indicators, there are concerns about their efficacy. This study aimed to determine whether working with only a consensus-based core set of quality indicators in the intensive care unit (ICU) reduces the time spent on documenting performance data and administrative burden of ICU professionals, and if this is associated with more joy in work without impacting the quality of ICU care. METHODS: Between May 2021 and June 2023, ICU clinicians of seven hospitals in the Netherlands were instructed to only document data for a core set of quality indicators. Time spent on documentation, administrative burden and joy in work were collected at three time points with validated questionnaires. Longitudinal data on standardised mortality rates (SMR) and ICU readmission rates were gathered from the Dutch National Intensive Care registry. Longitudinal effects and differences in outcomes between ICUs and between nurses and physicians were statistically tested. RESULTS: A total of 390 (60%), 291 (47%) and 236 (40%) questionnaires returned at T0, T1 and T2. At T2, the overall median time spent on documentation per day was halved by 30 min (p<0.01) and respondents reported fewer unnecessary and unreasonable administrative tasks (p<0.01). Almost one-third still experienced unnecessary administrative tasks. No significant changes over time were found in joy in work, SMR and ICU readmission. CONCLUSIONS: Implementing a core set of quality indicators reduces the time ICU clinicians spend on documentation and administrative burden without negatively affecting SMR or ICU readmission rates. Time savings can be invested in patient care and improving joy in work in the ICU.

20.
BMJ Qual Saf ; 2024 Aug 06.
Artigo em Inglês | MEDLINE | ID: mdl-39107110

RESUMO

INTRODUCTION: 'Hybrid' interventions in which some intervention components are fixed across sites and others are flexible (locally created) are thought to allow for adaptation to the local context while maintaining fidelity. However, there is little evidence regarding the challenges and facilitators of implementing hybrid interventions. This paper reports on a process evaluation of a patient safety hybrid intervention called Your Care Needs You (YCNY). YCNY was tested in the Partners at Care Transitions (PACT) randomised controlled trial and aimed to enhance older patients and their families' involvement in their care in order to achieve safer transitions from hospital to home. METHODS: The process evaluation took place across eight intervention wards taking part in the PACT trial. 23 interviews and 37 informal conversations were conducted with National Health Service (NHS) staff. Patients (n=19) were interviewed twice, once in hospital and once after discharge. Interviews with staff and patients concerned the delivery and experiences of YCNY. Ethnographic observations (n=81 hours) of relevant activities (eg, multidisciplinary team meetings, handovers, etc) were undertaken. RESULTS: The main finding relates to how staff understood and engaged with YCNY, which then had a major influence on its implementation. While staff broadly valued the aims of YCNY, staff from seven out of the eight wards taking part in the process evaluation enacted YCNY in a mostly task-based manner. YCNY implementation often became a hurried activity which concentrated on delivering fixed intervention components rather than a catalyst for culture change around patient involvement. Factors such as understaffing, constraints on staff time and the COVID-19 pandemic contributed towards a 'taskification' of intervention delivery, which meant staff often did not have capacity to creatively devise flexible intervention components. However, one ward with a sense of distributed ownership of YCNY had considerable success implementing flexible components. DISCUSSION: Hybrid interventions may allow aspects of an intervention to be adapted to the local context. However, the current constrained and pressured environment of the NHS left staff with little ability to creatively engage with devising flexible intervention components, despite recognising the need for and being motivated to deliver the intervention.

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