Intraoperative adverse events among surgeons in Singapore: a multicentre cross-sectional study on impact and support.

BACKGROUND: It is known that many surgeons encounter intraoperative adverse events which can result in Second Victim Syndrome (SVS), with significant detriment to their emotional and physical health. There is, however, a paucity of Asian studies in this space. The present study thus aimed to explore the degree to which the experience of an adverse event is common among surgeons in Singapore, as well as its impact, and factors affecting their responses and perceived support systems. METHODS: A self-administered survey was sent to surgeons at four large tertiary hospitals. The 42-item questionnaire used a systematic closed and open approach, to assess: Personal experience with intraoperative adverse events, emotional, psychological and physical impact of these events and perceived support systems. RESULTS: The response rate was 57.5% (n = 196). Most respondents were male (54.8%), between 35 and 44 years old, and holding the senior consultant position. In the past 12 months alone, 68.9% recalled an adverse event. The emotional impact was significant, including sadness (63.1%), guilt (53.1%) and anxiety (45.4%). Speaking to colleagues was the most helpful support source (66.7%) and almost all surgeons did not receive counselling (93.3%), with the majority deeming it unnecessary (72.2%). Notably, 68.1% of the surgeons had positive takeaways, gaining new insight and improving vigilance towards errors. Both gender and surgeon experience did not affect the likelihood of errors and emotional impact, but more experienced surgeons were less likely to have positive takeaways (p = 0.035). Individuals may become advocates for patient safety, while simultaneously championing the cause of psychological support for others. CONCLUSIONS: Intraoperative adverse events are prevalent and its emotional impact is significant, regardless of the surgeon's experience or gender. While colleagues and peer discussions are a pillar of support, healthcare institutions should do more to address the impact and ensuing consequences.

The impact of elective surgery postponement during COVID-19 on emergency bellwether procedures in a large tertiary centre in Singapore.

The coronavirus disease 2019 (COVID-19) pandemic drove many healthcare systems worldwide to postpone elective surgery to increase healthcare capacity, manpower, and reduce infection risk to staff. The aim of this study was to assess the impact of an elective surgery postponement policy in response to the COVID-19 pandemic on surgical volumes and patient outcomes for three emergency bellwether procedures. A retrospective cohort study of patients who underwent any of the three emergency procedures [Caesarean section (CS), emergency laparotomy (EL), and open fracture (OF) fixation] between 1 January 2018 and 31 December 2021 was conducted using clinical and surgical data from electronic medical records. The volumes and outcomes of each surgery were compared across four time periods: pre-COVID (January 2018-January 2020), elective postponement (February-May 2020), recovery (June-November 2020), and postrecovery (December 2020-December 2021) using Kruskal-Wallis test and segmented negative binomial regression. There was a total of 3886, 1396, and 299 EL, CS, and OF, respectively. There was no change in weekly volumes of CS and OF fixations across the four time periods. However, the volume of EL increased by 47% [95% confidence interval: 26-71%, P = 9.13 × 10-7) and 52% (95% confidence interval: 25-85%, P = 3.80 × 10-5) in the recovery and postrecovery period, respectively. Outcomes did not worsen throughout the four time periods for all three procedures and some actually improved for EL from elective postponement onwards. Elective surgery postponement in the early COVID-19 pandemic did not affect volumes of emergency CS and OF fixations but led to an increase in volume for EL after the postponement without any worsening of outcomes.

Going beyond compliance: A qualitative study of the practice of surgical safety checklist.

BACKGROUND: The World Health Organization Surgical Safety Checklist (SSC) is a tool designed to enhance team communication and patient safety. When used properly, the SSC acts as a layer of defence against never events. In this study, we performed secondary qualitative analysis of operating theatres (OT) SSC observational notes to examine how the SSC was used after an intensive SSC re-implementation effort and drew on relevant theories to shed light on the observed patterns of behaviours. We aimed to go beyond assessing checklist compliance and to understand potential sociopsychological mechanisms of the variations in SSC practices. METHODS: Direct observation notes of 109 surgical procedures across 13 surgical disciplines were made by two trained nurses in the OT of a large tertiary hospital in Singapore from February to April 2022, three months after SSC re-implementation. Only notes relevant to the use of SSC were extracted and analyzed using reflexive thematic analysis. Data were coded following an inductive process to identify themes or patterns of SSC practices. These patterns were subsequently interpreted against a relevant theory to appreciate the potential sociopsychological forces behind them. RESULTS: Two broad types of SSC practices and their respective sub-themes were identified. Type 1 (vs. Type 2) SSC practices are characterized by patience and thoroughness (vs. hurriedness and omission) in carrying out the SSC process, dedication and attention (vs. delegation and distraction) to the SSC safety checks, and frequent (vs. absence of) safety voices during the conduct of SSC. These patterns were conceptualized as safety-seeking action vs. ritualistic action using Merton's social deviance theory. CONCLUSION: Ritualistic practice of the SSC can undermine surgical safety by creating conditions conducive to never events. To fully realize the SSC's potential as an essential tool for communication and safety, a concerted effort is needed to balance thoroughness with efficiency. Additionally, fostering a culture of collaboration and collegiality is crucial to reinforce and enhance the culture of surgical safety.

Transforming Team Performance Through Reimplementation of the Surgical Safety Checklist.

Importance: Patient safety interventions, like the World Health Organization Surgical Safety Checklist, require effective implementation strategies to achieve meaningful results. Institutions with underperforming checklists require evidence-based guidance for reimplementing these practices to maximize their impact on patient safety. Objective: To assess the ability of a comprehensive system of safety checklist reimplementation to change behavior, enhance safety culture, and improve outcomes for surgical patients. Design, Setting, and Participants: This prospective type 2 hybrid implementation-effectiveness study took place at 2 large academic referral centers in Singapore. All operations performed at either hospital were eligible for observation. Surveys were distributed to all operating room staff. Intervention: The study team developed a comprehensive surgical safety checklist reimplementation package based on the Exploration, Preparation, Implementation, Sustainment framework. Best practices from implementation science and human factors engineering were combined to redesign the checklist. The revised instrument was reimplemented in November 2021. Main Outcomes and Measures: Implementation outcomes included penetration and fidelity. The primary effectiveness outcome was team performance, assessed by trained observers using the Oxford Non-Technical Skills (NOTECH) system before and after reimplementation. The Agency for Healthcare Research and Quality Hospital Survey on Patient Safety Culture was used to assess safety culture and observers tracked device-related interruptions (DRIs). Patient safety events, near-miss events, 30-day mortality, and serious complications were tracked for exploratory analyses. Results: Observers captured 252 cases (161 baseline and 91 end point). Penetration of the checklist was excellent at both time points, but there were significant improvements in all measures of fidelity after reimplementation. Mean NOTECHS scores increased from 37.1 to 42.4 points (4.3 point adjusted increase; 95% CI, 2.9-5.7; P < .001). DRIs decreased by 86.5% (95% CI, -22.1% to -97.8%; P = .03). Significant improvements were noted in 9 of 12 composite areas on culture of safety surveys. Exploratory analyses suggested reductions in patient safety events, mortality, and serious complications. Conclusions and Relevance: Comprehensive reimplementation of an established checklist intervention can meaningfully improve team behavior, safety culture, patient safety, and patient outcomes. Future efforts will expand the reach of this system by testing a structured guidebook coupled with light-touch implementation guidance in a variety of settings.

Scoping review of the second victim syndrome among surgeons: Understanding the impact, responses, and support systems.

BACKGROUND: It is thought that 50% of healthcare providers experience Second Victim Syndrome (SVS) in the course of their practice. The manifestations of SVS varies between individuals, with potential long-lasting emotional effects that impact both the personal lives and professional clinical practice of affected persons. Although surgeons are known to face challenging and high-stress situations in their profession, which can increase their vulnerability to SVS, majority of studies and reviews have focused squarely on nonsurgical physicians. METHODS: This scoping review aimed to consolidate existing studies pertaining to a surgeon's experience with SVS, by broadly examining the prevalence and impact, identifying the types of responses, and evaluating factors that could influence these responses. The scoping review protocol was guided by the framework outlined by Arksey and O'Malley and ensuing recommendations made by Levac and colleagues. Three databases (MEDLINE, EMBASE and Cochrane Library) were searched from inception till March 19, 2023. RESULTS: A total of 13 articles were eligible for thematic analysis based on pre-defined inclusion criteria. Effects of SVS were categorized into Psychological, Physical and Professional impacts, of which Psychological and Professional impacts were particularly significant. Factors affecting the response were categorized into complication type, surgeon factors and support systems. CONCLUSION: SVS adds immense psychological, emotional and physical burden to the individual surgeon. There are key personal, interpersonal and environmental factors that can mitigate or exacerbate the effects of SVS, and greater emphasis needs to be placed on improving availability and access to services to help surgeons at risk of SVS.

A reduction in hospital length of stay reduces costs for colorectal surgery: an economic evaluation of the National Surgical Quality Improvement Program in Singapore.

PURPOSE: In 2017, the National Surgical Quality Improvement Program (NSQIP) was introduced in the Department of Colorectal Surgery at Singapore General Hospital as a pilot quality improvement initiative. This study aimed to examine the cost-effectiveness of NSQIP by evaluating its effects on surgical outcomes, length of stay (LOS), and costs. METHODS: We retrospectively reviewed patients undergoing colorectal surgery (2017-2020). Patients were divided into two cohorts: pre-NSQIP (2017-2018) and post-NSQIP (2019-2020). Outcomes evaluated were 30-day postoperative complications, LOS, and costs. Total cost-savings from NSQIP intervention's impact on LOS were estimated using a decision model with a one-way sensitivity analysis. Multivariate logistic regression was performed to identify factors for prolonged LOS. RESULTS: 1905 patients underwent colorectal surgery, with 996 in the pre-NSQIP cohort and 909 in the post-NSQIP cohort. A significant reduction in overall postoperative complications of 4.7% was observed in the post-NSQIP cohort (36.5% vs. 31.8%, p = 0.029). Patients in the post-NSQIP cohort had a shorter median LOS (8.0 vs. 6.0 days, p < 0.001). The implementation of NSQIP resulted in an 8.5% decrease in prolonged LOS > 6 days (p < 0.001), saving S$0.31 million on LOS. Total costs per case were reduced by 20.8% following NSQIP (S$39,539.05 vs. S$31,311.93, p < 0.001). CONCLUSION: Implementing NSQIP has significantly reduced overall postoperative complications, LOS, and costs and achieved cost savings following colorectal surgery.

Trade-Offs between Vaccine Effectiveness and Vaccine Safety: Personal versus Policy Decisions.

OBJECTIVE: We aimed to investigate whether individuals' trade-offs between vaccine effectiveness and vaccine safety vary if they are asked to consider the perspective of a policymaker making decisions for others compared with the decisions they would make for themselves. METHOD: A web-enabled discrete choice experiment survey was administered between 1 April and 1 May 2022 to participants recruited from the general population of two Southeast Asian countries (Indonesia and Vietnam). In each country, 500 participants were randomly assigned to make decisions regarding coronavirus disease 2019 (COVID-19) vaccines for others as a policymaker or in a personal capacity for their own use. Vaccines were characterized by three attributes: (1) effectiveness of the vaccine in reducing infection rate; (2) effectiveness of the vaccine in reducing hospitalization among those infected; and (3) risk of death from vaccine-related serious adverse events. A mixed logit model was utilized for analyses. RESULTS: Based on the attributes and levels used in this study, the most important vaccine attribute was the risk of death from vaccine-related adverse events, followed by effectiveness in reducing infection rate and hospitalizations. Compared with personal decisions, the mean probability of choosing a vaccine was (1) lower, and (2) more sensitive to the changes in risk of death from adverse events in policy decisions (p ≤ 0.01). CONCLUSIONS AND RELEVANCE: Our results suggest that, in the face of an infectious disease pandemic, individuals are likely to be more risk-averse to vaccine-related deaths when making decisions for others as a policymaker than they would for themselves.

Battling against the great disruption to surgical care in a pandemic: experiences of 11 South and Southeast Asian countries.

OBJECTIVES: The majority of the cancelled elective surgeries caused by the COVID-19 pandemic globally were estimated to occur in low- and middle-income countries (LMICs), where surgical services had long been in short supply even before the pandemic. Therefore, minimising disruption to existing surgical care in LMICs is of crucial importance during a pandemic. This study aimed to explore contributory factors to the continuity of surgical care in LMICs in the face of a pandemic. DESIGN: Semistructured interviews were conducted over zoom with surgical leaders of 25 tertiary hospitals from 11 LMICs in South and Southeast Asia in September to October 2020. Key themes were subsequently identified from the interview transcripts using the Braun and Clarke's method of thematic analysis. RESULTS: The COVID-19 pandemic affected all surgical services of participating institutions to varying degrees. Overall, elective surgeries suffered the gravest disruption, followed by outpatient surgical care, and finally emergency surgeries. Keeping healthcare workers safe and striving for continuity of essential surgical care emerged as notable response strategies observed across all participating institutions. CONCLUSION: This study suggested that four factors are important for the resilience of surgical care against COVID-19: adequate COVID-19 testing capacity and effective institutional infection control measures, designated COVID-19 treatment facilities, whole-system approach to balancing pandemic response and meeting essential surgical needs, and active community engagement. These findings can inform healthcare institutions in other countries, especially LMICs, in their effort to tread a fine line between preserving healthcare capacity for pandemic response and protecting surgical services against pandemic disruption.

Development and testing of a multi-lingual Natural Language Processing-based deep learning system in 10 languages for COVID-19 pandemic crisis: A multi-center study.

Purpose: The COVID-19 pandemic has drastically disrupted global healthcare systems. With the higher demand for healthcare and misinformation related to COVID-19, there is a need to explore alternative models to improve communication. Artificial Intelligence (AI) and Natural Language Processing (NLP) have emerged as promising solutions to improve healthcare delivery. Chatbots could fill a pivotal role in the dissemination and easy accessibility of accurate information in a pandemic. In this study, we developed a multi-lingual NLP-based AI chatbot, DR-COVID, which responds accurately to open-ended, COVID-19 related questions. This was used to facilitate pandemic education and healthcare delivery. Methods: First, we developed DR-COVID with an ensemble NLP model on the Telegram platform (https://t.me/drcovid_nlp_chatbot). Second, we evaluated various performance metrics. Third, we evaluated multi-lingual text-to-text translation to Chinese, Malay, Tamil, Filipino, Thai, Japanese, French, Spanish, and Portuguese. We utilized 2,728 training questions and 821 test questions in English. Primary outcome measurements were (A) overall and top 3 accuracies; (B) Area Under the Curve (AUC), precision, recall, and F1 score. Overall accuracy referred to a correct response for the top answer, whereas top 3 accuracy referred to an appropriate response for any one answer amongst the top 3 answers. AUC and its relevant matrices were obtained from the Receiver Operation Characteristics (ROC) curve. Secondary outcomes were (A) multi-lingual accuracy; (B) comparison to enterprise-grade chatbot systems. The sharing of training and testing datasets on an open-source platform will also contribute to existing data. Results: Our NLP model, utilizing the ensemble architecture, achieved overall and top 3 accuracies of 0.838 [95% confidence interval (CI): 0.826-0.851] and 0.922 [95% CI: 0.913-0.932] respectively. For overall and top 3 results, AUC scores of 0.917 [95% CI: 0.911-0.925] and 0.960 [95% CI: 0.955-0.964] were achieved respectively. We achieved multi-linguicism with nine non-English languages, with Portuguese performing the best overall at 0.900. Lastly, DR-COVID generated answers more accurately and quickly than other chatbots, within 1.12-2.15 s across three devices tested. Conclusion: DR-COVID is a clinically effective NLP-based conversational AI chatbot, and a promising solution for healthcare delivery in the pandemic era.

Implementation of a Device Briefing Tool reduces interruptions in surgery: A nonrandomized controlled pilot trial.

BACKGROUND: Interruptions in operative flow are known to increase team stress and errors in the operating room. Device-related interruptions are an increasing area of focus for surgical safety, but common safety processes such as the Surgical Safety Checklist do not adequately address surgical devices. We assessed the impact of the Device Briefing Tool, a communication instrument for surgical teams, on device-related interruptions in a large academic referral center in Singapore. METHODS: The Device Briefing Tool was implemented in 4 general surgery departments, with 4 additional departments serving as a comparator group. Trained observers evaluated device-related interruption incidence in live operations at baseline and after implementation. Changes in device-related interruption frequency were assessed in each group using Poisson regression, with and without adjustment for surgical department and device complexity. Subgroup analyses assessed the impact of the Device Briefing Tool by device type. RESULTS: A total of 210 operations were evaluated by observers. In the Device Briefing Tool group, there were 38.6 and 27.2 device-related interruptions per 100 cases at baseline and after Device Briefing Tool implementation, respectively (difference -23%, P = .0047, adjusted difference -28%, P = .0013). Device-related interruption frequency in the comparator group remained stable across study periods. Point estimates indicated reductions in device-related interruptions for all device types, reaching statistical significance for circular staplers (-26%, P = .0049). CONCLUSION: Implementation of the Device Briefing Tool was associated with a 28% reduction in device-related interruptions. Proactive approaches to improving surgical device safety are crucial in the technology-driven landscape of modern surgical care. Future efforts will assess formal integration of the Device Briefing Tool into institution-wide surgical safety processes.

Knowledge, attitudes and practices towards COVID-19 among multiethnic elderly Asian residents in Singapore: a mixed-methods study.

Introduction: We investigated the knowledge, attitudes and practice (KAP) towards coronavirus disease 2019 (COVID-19) and its related preventive measures in Singaporeans aged ≥60 years. Methods: This was a population-based, cross-sectional, mixed-methods study (13 May 2020-9 June 2020) of participants aged ≥ 60 years. Self-reported KAP about ten symptoms and six government-endorsed preventive measures related to COVID-19 were evaluated. Multivariable regression models were used to identify sociodemographic and health-related factors associated with KAP in our sample. Associations between knowledge/attitude scores and practice categories were determined using logistic regression. Seventy-eight participants were interviewed qualitatively about the practice of additional preventive measures and data were analysed thematically. Results: Mean awareness score of COVID-19 symptoms was 7.2/10. The most known symptom was fever (93.0%) and the least known was diarrhoea (33.5%). Most participants knew all six preventive measures (90.4%), perceived them as effective (78.7%) and practised 'wear a mask' (97.2%). Indians, Malays and participants living in smaller housing had poorer mean scores for knowledge of COVID-19 symptoms. Older participants had poorer attitudes towards preventive measures. Compared to Chinese, Indians had lower odds of practising three out of six recommendations. A one-point increase in score for knowledge and attitudes regarding preventive measures resulted in higher odds of always practising three of six and two of six measures, respectively. Qualitative interviews revealed use of other preventive measures, for example, maintaining a healthy lifestyle. Conclusions: Elderly Singaporeans displayed high levels of KAP about COVID-19 and its related preventive measures, with a positive association between levels of knowledge/attitude and practice. However, important ethnic and socioeconomic disparities were evident, indicating that key vulnerabilities remain, which require immediate attention.

Creating a high-performance surgical safety checklist: A multimodal evaluation plan to reinvigorate the checklist.

RATIONALE, AIMS, AND OBJECTIVES: The WHO Surgical Safety Checklist is a communication tool designed to improve surgical safety processes and enhance teamwork. It has been widely adopted since its introduction over ten years ago. As surgical safety needs evolve, organizations should periodically review and update their checklists. A holistic evaluation of the checklist in the context of an organization is the first step to making informed updates. In this article, we describe a comprehensive but feasible strategy for checklist evaluation which we developed and implemented as part of a surgical safety initiative in a high-performing center. METHODS: A three-part evaluation plan was developed and carried out by a multidisciplinary team. The evaluation included assessment of 1. Quality of care through a review of surgical safety events; 2. Safety culture through a validated survey and informal feedback; and 3. Checklist performance through direct observations and a staff survey. To prepare for re-implementation the current institutional checklist was critically evaluated and a context assessment survey was administered to surgical staff. RESULTS: The evaluation revealed challenges in communication and teamwork, with surgical staff often perceived to be working in silos. The quality of care assessment indicated room for improvement in safety processes. Deficiencies in the safety culture measures of communication and feedback shed light on an overall lack of engagement with the checklist. Checklist performance demonstrated good adherence to the items on the checklist but limited engagement by the surgical team and minimal communication between subteams. These findings informed our revisions to the checklist and its implementation processes. CONCLUSIONS: We developed and implemented a comprehensive, scalable approach to checklist evaluation which directly informed improvements to the checklist that were tailored to the organization's current context. Organizations can apply this framework to breathe new life into their checklist and transform their safety culture.

A year after COVID-19: Its impact on nurses' psychological well-being.

BACKGROUND: Nurses' burnout and psychological well-being are a significant concern during the pandemic. AIMS: The aim of this study is to (i) examine the level of burnout, anxiety, depression, perceived stress and self-rated health for nurses at two time-points, 2020 and 2021, and (ii) examine the socio-demographic characteristics, work-related factors and perceived workplace support factors in relation to the level of burnout. METHODS: This is a cross-sectional study with a longitudinal approach. A convenience sample of registered nurses who worked in an acute care tertiary hospital in Singapore were surveyed during two time-points. Participants' health, socio-demographic characteristics, work-related factors and perceived workplace support factors were collected. RESULTS: Among the 179 nurses, there was a significant increase in burnout level, poorer self-rated health and reduced job dedication. A decrease in the percentage of nurses who felt appreciated at work was reported in 2021 (p = 0.04). Nurses who felt their team was not working well together were 3.30 times more likely to experience burnout (95% CI 1.12 to 9.69; p = 0.03). Nurses who reported that they never felt appreciated by their department/hospital were 8.84 times more likely to experience burnout (95% CI 2.67 to 29.21; p < 0.001). Nurses with poorer self-rated health were more likely to report burnout (95% CI: 1.32-6.03; p = 0.008). CONCLUSION: Nurses had an increased experience of burnout, reduced job dedication and poorer self-rated health after the outbreak. IMPLICATIONS FOR NURSING MANAGEMENT: Interventions at the departmental and organizational levels are needed to improve the workplace support. Strategies to support nurses' psychological well-being during the aftermath of COVID-19 are vital to managing nurses' burnout and improving job dedication and self-rated health.

Utility of a Device Briefing Tool to Improve Surgical Safety.

INTRODUCTION: Clear communication around surgical device use is crucial to patient safety. We evaluated the utility of the Device Briefing Tool (DBT) as an adjunct to the Surgical Safety Checklist. METHODS: A nonrandomized, controlled pilot of the DBT was conducted with surgical teams at an academic referral center. Intervention departments used the DBT in all cases involving a surgical device for 10 wk. Utility, relative advantage, and implementation effectiveness were evaluated via surveys. Trained observers assessed adherence and team performance using the Oxford NOTECHS system. RESULTS: Of 113 individuals surveyed, 91 responded. Most respondents rated the DBT as moderately to extremely useful. Utility was greatest for complex devices (89%) and new devices (88%). Advantages included insight into the team's familiarity with devices (70%) and improved teamwork and communication (68%). Users found it unrealistic to review all device instructional materials (54%). Free text responses suggested that the DBT heightened awareness of deficiencies in device familiarity and training but lacked a clear mechanism to correct them. DBT adherence was 82%. NOTECHS scores in intervention departments improved over the course of the study but did not significantly differ from comparator departments. CONCLUSIONS: The DBT was rated highly by both surgeons and nurses. Adherence was high and we found no evidence of "checklist fatigue." Centers interested in implementing the DBT should focus on devices that are complex or new to any surgical team member. Guidance for correcting deficiencies identified by the DBT will be provided in future iterations of the tool.

Frequency of Device-Related Interruptions Using a Scalable Assessment Tool.

BACKGROUND: Surgical devices are implicated in approximately 15% of intraoperative interruptions and 25% of errors. Device-related interruptions (DRIs) are therefore an important target for surgical quality improvement, but scalable measurement methodologies are lacking. The researchers therefore developed, pilot tested, and refined a simple tool for assessing intraoperative DRIs. METHODS: Five DRI categories achieved face validity with frontline providers and surgical safety experts: improper/challenging assembly, device failure, loss of sterility, disconnection, and absent/wrong device. A data collection tool was created based on these categories as well as a free-text section to capture emergent DRI categories. After a brief training session, the tool was pilot tested by observers at a large academic referral center. RESULTS: In a sample of 210 operations, observers noted 66 DRIs across 39 cases. DRIs were most common in colorectal (38.0 per 100 cases), gynecologic (33.3 per 100 cases), and hepatopancreatobiliary surgery (32.1 per 100 cases). Device failure accounted for 30.3% of observed DRIs. Three emergent categories were identified: user unfamiliarity with the device (15.2%), video display malfunction (4.5%), and physical breakage of the device (1.5%). CONCLUSION: Measurement of DRIs by novice observers is a feasible and scalable approach to support quality improvement efforts focusing on surgical devices. This approach could provide actionable insights to improve device safety, such as informing educational and training programs, optimizing surgical tray composition, and improving the physical layout of the operating room.

Estimation of Surgery Durations Using Machine Learning Methods-A Cross-Country Multi-Site Collaborative Study.

The scheduling of operating room (OR) slots requires the accurate prediction of surgery duration. We evaluated the performance of existing Moving Average (MA) based estimates with novel machine learning (ML)-based models of surgery durations across two sites in the US and Singapore. We used the Duke Protected Analytics Computing Environment (PACE) to facilitate data-sharing and big data analytics across the US and Singapore. Data from all colorectal surgery patients between 1 January 2012 and 31 December 2017 in Singapore and, 1 January 2015 to 31 December 2019 in the US were used, and 7585 cases and 3597 single and multiple procedure cases from Singapore and US were included. The ML models were based on categorical gradient boosting (CatBoost) models trained on common data fields shared by both institutions. The procedure codes were based on the Table of Surgical Procedure (TOSP) (Singapore) and the Current Procedural Terminology (CPT) codes (US). The two types of codes were mapped by surgical experts. The CPT codes were then transformed into the relative value unit (RVU). The ML models outperformed the baseline MA models. The MA, scheduled durations and procedure codes were found to have higher loadings as compared to surgeon factors. We further demonstrated the use of the Duke PACE in facilitating data-sharing and big data analytics.

Understanding the needs of health care workers in Singapore during the COVID-19 outbreak: A qualitative analysis.

BACKGROUND: A successful public health response during the COVID-19 pandemic pivots on the ability of health care workers (HCWs) to work through immense workplace-related physical and psychological pressures. OBJECTIVE: The aim of current study was to explore support needs of HCWs during the COVID-19 outbreak in Singapore and to identify implications for practice and workplace policies. METHODS: A descriptive qualitative approach was adopted in this study. HCWs from a major public health care cluster in Singapore (n = 612) responded to an open-ended question in an online survey. Results were analyzed using content analysis via an inductive approach. RESULTS: Five main themes that borrows from Maslow's Hierarchy of Needs emerged from content analysis, with 17 categories under the themes. The 5 main themes are: physical needs, safety needs, love and belonging needs, esteem needs and self-actualization needs. CONCLUSIONS: Findings from this study indicate that there were many unmet needs among HCWs during the COVID-19 pandemic. An overview of various need areas identified in this study may guide future research and development of interventions to mitigate the negative impact of disease outbreaks on HCWs.

The Psychological Well-Being of Southeast Asian Frontline Healthcare Workers during COVID-19: A Multi-Country Study.

OBJECTIVES: This study examined the prevalence of anxiety, depression, and job burnout among frontline healthcare workers (HCWs) across six Southeast Asian countries (Indonesia, Malaysia, Philippines, Singapore, Thailand, Vietnam) during the COVID-19 pandemic in 2021. We also investigated the associated risk and protective factors. METHODS: Frontline HCWs (N = 1381) from the participating countries participated between 4 January and 14 June 2021. The participants completed self-reported surveys on anxiety (GAD-7), depression (PHQ-8), and job burnout (PWLS). Multivariate logistic regressions were performed with anxiety, depression, and job burnout as outcomes and sociodemographic and job characteristics and HCW perceptions as predictors. RESULTS: The average proportion of HCWs reporting moderate anxiety, moderately severe depression, and job burnout across all countries were 10%, 4%, and 20%, respectively. Working longer hours than usual (Odds ratio [OR] = 1.82; 3.51), perceived high job risk (1.98; 2.22), and inadequate personal protective equipment (1.89; 2.11) were associated with increased odds of anxiety and job burnout while working night shifts was associated with increased risk of depression (3.23). Perceived good teamwork was associated with lower odds of anxiety (0.46), depression (0.43), and job burnout (0.39). CONCLUSION: Job burnout remains a foremost issue among HCWs. Potential opportunities to improve HCW wellness are discussed.