Human-artificial intelligence interaction in gastrointestinal endoscopy.

The number and variety of applications of artificial intelligence (AI) in gastrointestinal (GI) endoscopy is growing rapidly. New technologies based on machine learning (ML) and convolutional neural networks (CNNs) are at various stages of development and deployment to assist patients and endoscopists in preparing for endoscopic procedures, in detection, diagnosis and classification of pathology during endoscopy and in confirmation of key performance indicators. Platforms based on ML and CNNs require regulatory approval as medical devices. Interactions between humans and the technologies we use are complex and are influenced by design, behavioural and psychological elements. Due to the substantial differences between AI and prior technologies, important differences may be expected in how we interact with advice from AI technologies. Human-AI interaction (HAII) may be optimised by developing AI algorithms to minimise false positives and designing platform interfaces to maximise usability. Human factors influencing HAII may include automation bias, alarm fatigue, algorithm aversion, learning effect and deskilling. Each of these areas merits further study in the specific setting of AI applications in GI endoscopy and professional societies should engage to ensure that sufficient emphasis is placed on human-centred design in development of new AI technologies.

Retaining Interest in Child and Adolescent Psychiatry Among General Residency Trainees.

OBJECTIVES: This study aimed to identify factors affecting current general psychiatry residents' interest in child and adolescent psychiatry (CAP) at Lehigh Valley Health Network (LVHN). Furthermore, it aimed to identify areas for improvement in clinical education to address the shortage of child psychiatrists at the institution at the time of this study. METHODS: An electronic anonymous pre-implementation survey was sent to all the current general psychiatry residents at LVHN. It assessed the most important factors for trainees in deciding their career paths into CAP, their comfort level with children and families, and overall CAP and related systems-based knowledge. Interventions based on the survey results were implemented in the LVHN psychiatry residency program. The residents then completed a post-intervention survey to assess the impact of these interventions on their perspectives toward CAP. RESULTS: CAP rotation experience and work with families were strong influencers for general psychiatry residents at LVHN in pursing CAP. Systems-based knowledge was particularly lacking compared to overall CAP knowledge. Educational interventions that were implemented at LVHN led to improvements in residents' sense of competence working with children and families with no net loss of interest in CAP. CONCLUSIONS: Educational modifications enhanced attitudes toward CAP among LVHN general psychiatry residents. Implementing such modifications at other residency programs may be likewise effective in retaining interest in CAP among their general psychiatry residents.

A corporeal conundrum: Challenges posed by remote consultation for postgraduate medical education.

BACKGROUND: The COVID-19 pandemic accelerated the use of remote consultation in hospital outpatient clinics. Remote consultation alters the clinical environment and the learning environment in ways that are incompletely understood. This research sought to explore how trainees negotiate training and learning in such an environment when it is novel to them. METHODS: Purposive sampling was used to recruit eight doctors from the gastroenterology department of an academic teaching hospital. Four consultants and four trainees participated in individual, semi-structured interviews. Interpretative phenomenological analysis of interview transcripts was employed and themes developed from the analysis, to characterise the experience of learning and teaching in remote consultation clinics, as described by participants. RESULTS: Participants described how they try to create mental representations of each patient they review by remote consultation. Whilst consultants found this task relatively easy, trainee physicians found remote consultation more challenging and highlighted the importance of the physical presence of the patient to help them form a holistic sense of the patient's condition. Doctors in training also struggled to develop a workable mental model of the patient's condition when physical examination was precluded by remote consultation. CONCLUSIONS: This study highlights the place of the patient's physical presence as an essential educational stimulus to facilitate teaching and learning. Further research is needed to characterise the processes clinicians use to formulate mental models of patients who are physically absent from the consultation room.

Endoscopy training through the COVID-19 pandemic: maintaining procedural volumes and key performance standards.

Objective: Endoscopy departments have experienced considerable challenges in the provision of endoscopy services since the start of the COVID-19 pandemic. Several studies have reported a reduction of procedures performed by trainee endoscopists during the pandemic. The aim of this study was to assess the impact on colonoscopy training and quality in an academic centre throughout successive waves of the pandemic. Methods: This was a single-centre, retrospective, observational study comparing colonoscopies performed at a tertiary endoscopy centre in Ireland at different stages of the pandemic with those performed during a similar time frame prepandemic. Data were collected using electronic patient records. Primary outcomes were procedure volumes, adenoma detection rate and mean adenoma per procedure. Results: In the prepandemic period, 798 colonoscopies were performed. During the same period in 2020, 172 colonoscopies were performed. In 2021, during the third wave of the pandemic, 538 colonoscopies were performed. Percentages of colonoscopies performed by trainees were 46.0% (n=367) in 2019, 25.6% (n=44) in 2020 and 45.2% (n=243) in 2021. Adenoma detection rate was 21.3% in 2019, 38.6% in 2020 and 23.9% in 2021. Mean adenoma per procedure was 0.45 in 2019, 0.86 in 2020 and 0.49 in 2021. Caecal intubation rate was 90.74% in 2019, 90.9% in 2020 and 95.88% in 2021. Conclusion: The COVID-19 pandemic initially had a negative impact on overall colonoscopy volumes and training. Despite a reduction in procedural volume, key performance standards were maintained by trainees. Maintenance of hands-on training is essential to allow trainees achieve and retain competency in endoscopy.

Factors associated with SARS-CoV-2 infection in patients attending an acute hospital ambulatory assessment unit.

To describe the factors associated with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection in mild-to-moderate patients attending for assessment. This observational study was conducted in a Model 4 tertiary referral center in Ireland. All patients referred for SARS-CoV-2 assessment over a 4-week period were included. Patient demographics, presenting symptoms, comorbidities, medications, and outcomes (including length of stay, discharge, and mortality) were collected. Two hundred and seventy-nine patients were assessed. These patients were predominantly female (62%) with a median age of 50 years (SD 16.9). Nineteen (6.8%) patients had SARS-CoV-2 detected. Dysgeusia was associated with a 16-fold increased prediction of SARS-CoV-2 positivity (p = .001; OR, 16.8; 95% CI, 3.82-73.84). Thirteen patients with SARS-COV-2 detected (68.4%) were admitted, in contrast with 38.1% (99/260) of patients with SARS-CoV-2 non-detectable or not tested (p = .001). Female patients were more likely to be hospitalized (p = .01) as were current and ex-smokers (p = .05). We describe olfactory disturbance and fever as the main presenting features in SARS-CoV-2 infection. These patients are more likely to be hospitalized with increased length of stay; however, they make up a minority of the patients assessed. "Non-detectable" patients remain likely to require prolonged hospitalization. Knowledge of predictors of hospitalization in a "non-detectable" cohort will aid future planning and discussion of patient assessment in a SARS-CoV-2 era.

Comparison of medium to long-term outcomes of acute severe ulcerative colitis patients receiving accelerated and standard infliximab induction.

INTRODUCTION: Accelerated dose infliximab (IFX) induction is associated with reduced short-term colectomy rate in acute severe ulcerative colitis (ASUC). Data on medium/long-term outcomes of this strategy are limited. AIMS: Evaluate medium/long-term outcomes in patients receiving IFX induction for ASUC, comparing accelerated dose (AD) and standard dose (SD) induction. METHODS: Retrospective study of consecutive patients admitted with corticosteroid-refractory ASUC in four tertiary referral centres within INITIative IBD research network (www.initiativeibd.ie). IFX rescue was given either as SD (weeks 0, 2, 6) or AD (<28 days) from January 2010 to September 2017. AD induction has been utilised in participating centres since 2014. Consequently SD patients were subdivided based on time period of IFX rescue: historical SD group (SD1) (2010-2013) and current SD group (SD2) (2014-2017). Primary endpoint was time to colectomy; secondary endpoint was time to IFX discontinuation if induction was complete. RESULTS: 145 patients received rescue IFX (AD=58, SD1=32, SD2=55). Disease severity at induction was comparable between AD and SD1 groups; however, SD2 group had less severe disease: median C-reactive protein (CRP) 39, 44 and 20 mg/L for AD, SD1 and SD2 groups, respectively (p=0.026, Kruskal-Wallis); median CRP: albumin ratio was 1.4, 1.8 and 0.6 (p=0.016). Median follow-up for AD, SD1 and SD2 groups was 1.6 (IQR 1.1-3.1), 4.9 (IQR 2.6-5.5) and 1.5 (IQR 0.9-2.3) years. Time to colectomy was shorter in SD1 (log rank p=0.0013); no significant difference in time to colectomy was observed comparing AD and SD2 groups (log rank p=0.32). 123 patients (84%) completed IFX induction and received maintenance therapy. Time to IFX discontinuation was shorter in SD1 (log rank p=0.009). CONCLUSION: Time to colectomy is significantly prolonged with use of AD IFX in selected ASUC patients with more severe disease. Historical use of standard IFX induction for all ASUC patients is associated with inferior long-term outcomes.

Metabolic dysfunction and diabetes mellitus during long-term follow-up of severe acute pancreatitis: A case-matched study.

BACKGROUND/OBJECTIVES: Endocrine insufficiency following severe acute pancreatitis (SAP) leads to diabetes of the exocrine pancreas, (type 3c diabetes mellitus), however it is not known how this metabolic phenotype differs from that of type 2 diabetes, or how the two subtypes can be differentiated. We sought to determine the prevalence of diabetes following SAP, and to analyse the behaviour of glucose and pancreatic hormones across a 2-h oral glucose tolerance test (OGTT). METHODS: Twenty-six patients following SAP (mean (range) duration of first SAP episode to study time of 119.3 (14.8-208.9) months) along with 26 matched controls underwent an OGTT with measurement of glucose, insulin, c-peptide, glucagon and pancreatic polypeptide (PP) at fasting/15/90/120min. Beta-cell area was estimated using the 15min c-peptide/glucose ratio, and insulin resistance (IR) using homeostasis model assessment (HOMA) and oral glucose insulin sensitivity (OGIS) models. RESULTS: The prevalence of diabetes/prediabetes was 54% following SAP (38.5% newly-diagnosed compared to 19.2% newly-diagnosed controls). Estimated beta-cell area and IR did not differ between groups. AUC c-peptide was lower in SAP versus controls. AUC insulin and AUC c-peptide were lower in SAP patients with diabetes versus controls with diabetes; between-group differences were observed at the 90 and 120 min time-points only. Half of new diabetes cases in SAP patients were only identified at the 120min timepoint. CONCLUSIONS: Diabetes and pre-diabetes occur frequently following SAP and are difficult to distinguish from type 2 diabetes in controls but are characterised by reduced insulin and c-peptide at later stages of an OGTT. Consistent with this observation, most new post SAP diabetes cases were diagnosed by 2-h glucose levels only.

Analysing real-world visual search tasks helps explain what the functional visual field is, and what its neural mechanisms are.

Rejecting information-processing-based theory permits the merging of a top-down analysis of visual search tasks with a bottom-up analysis of brain structure and function. This reveals the true nature of the functional visual field and its precise role in the conduct of visual search tasks. The merits of such analyses over the traditional methods of the authors are described.

Transformational leadership and the mental health team.

Bass's (1990) multifactor model contrasts transformational and transactional styles of leadership with an essentially ineffective style: laissez-faire leadership. This study examines the relationship between these leadership styles and measures of organizational culture and staff burnout in mental health services teams. There were 236 leaders and 620 subordinates from 54 mental health teams who provided their perceptions of leadership style, organizational culture, and burnout in their program. Results show transformational leadership to be positively associated with a cohesive organizational culture and negatively associated with burnout. Moreover, leaders and subordinates differ in their ratings of transformational leadership-leaders viewed themselves more positively. These findings are helpful for understanding the central role of leaders in the organizational structure of teams.