Clinical Prediction Models for Hospital-Induced Delirium Using Structured and Unstructured Electronic Health Record Data: Protocol for a Development and Validation Study

BACKGROUND

Hospital-induced delirium is one of the most common and costly iatrogenic conditions, and its incidence is predicted to increase as the population of the United States ages. An academic and clinical interdisciplinary systems approach is needed to reduce the frequency and impact of hospital-induced delirium.

OBJECTIVE

The long-term goal of our research is to enhance the safety of hospitalized older adults by reducing iatrogenic conditions through an effective learning health system. In this study, we will develop models for predicting hospital-induced delirium. In order to accomplish this objective, we will create a computable phenotype for our outcome (hospital-induced delirium), design an expert-based traditional logistic regression model, leverage machine learning techniques to generate a model using structured data, and use machine learning and natural language processing to produce an integrated model with components from both structured data and text data.

METHODS

This study will explore text-based data, such as nursing notes, to improve the predictive capability of prognostic models for hospital-induced delirium. By using supervised and unsupervised text mining in addition to structured data, we will examine multiple types of information in electronic health record data to predict medical-surgical patient risk of developing delirium. Development and validation will be compliant to the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD) statement.

RESULTS

Work on this project will take place through March 2024. For this study, we will use data from approximately 332,230 encounters that occurred between January 2012 to May 2021. Findings from this project will be disseminated at scientific conferences and in peer-reviewed journals.

CONCLUSIONS

Success in this study will yield a durable, high-performing research-data infrastructure that will process, extract, and analyze clinical text data in near real time. This model has the potential to be integrated into the electronic health record and provide point-of-care decision support to prevent harm and improve quality of care.

INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID)

DERR1-10.2196/48521.

Tailoring Phase Fraction Induced Saturation Polarization Delay for High-Performance BaTiO3-Based Relaxed Ferroelectric Capacitors

Electrostatic capacitors based on dielectric materials are essential for enabling technological advances, including miniaturization and integration of electronic devices. However, maintaining a high polarization and breakdown field strength simultaneously in electrostatic capacitors remains a major challenge for industrial applications. Herein, a universal approach to delaying saturation polarization in BaTiO3-based ceramic is reported via tailoring phase fraction to improve capacitive performance. The ceramic of 0.85(0.7BaTiO3-0.3Bi0.5Na0.5TiO3)-0.15Bi0.5Li0.5(Ti0.75Ta0.2)O3 delivers an ultrahigh recoverable energy density (Wrec) of 7.16 J cm-3 along with an efficiency (η) of approximately 90% at a breakdown electric field of 700 kV cm-1, outperforming the current BaTiO3-based ceramics and other lead-free ceramics. Meanwhile, the Wrec and η exhibit wide frequency, temperature, and cycling fatigue stability. Additionally, both an extremely fast discharge time of 115 ns and a large power density of 106.16 MW cm-3 are concurrently attained. This work offers a promising pathway for delaying saturation polarization design in order to create scalable high-energy-density ceramics capacitors and highlight the research prospects of pulse power applications.

Durability and Degradation Mechanisms of Antifrosting Surfaces

Rapid implementation of renewable energy technologies has exacerbated the potential for economic loss and safety concerns caused by ice and frost accretion, which occurs on the surfaces of wind turbine blades, photovoltaic panels, and residential and electric vehicle air-source heat pumps. The past decade has seen advances in surface chemistry and micro- and nanostructures that can promote passive antifrosting and enhance defrosting. However, the durability of these surfaces remains the major obstacle preventing real-life applications, with degradation mechanisms remaining poorly understood. Here, we conducted durability tests on antifrosting surfaces, including superhydrophobic, hydrophobic, superhydrophilic, and slippery liquid-infused surfaces. For superhydrophobic surfaces, we demonstrate durability with progressive degradation for up to 1000 cycles of atmospheric frosting-defrosting and month-long outdoor exposure tests. We show that progressive degradation, as reflected by increased condensate retention and reduced droplet shedding, results from molecular-level degradation of the low-surface-energy self-assembled monolayer (SAM). The degradation of the SAM leads to local high-surface-energy defects, which further deteriorate the surface by promoting accumulation of atmospheric particulate matter during cyclic condensation, frosting, and melt drying. Furthermore, cyclic frosting and defrost tests demonstrate the durability and degradation mechanisms of other surfaces to show, for example, the loss of water affinity of superhydrophilic surfaces after 22 days due to atmospheric volatile organic compound (VOC) adsorption and significant lubricant drainage for lubricant-infused surfaces after 100 cycles. Our work reveals the degradation mechanism of functional surfaces during exposure to long-term frost-defrost cycling and elucidates guidelines for the development of future surfaces for real-life antifrosting/icing applications.

Barriers and enablers to structured care delivery in Australian rural primary care

OBJECTIVE

The primary aim of this study was to explore the barriers and enablers to structured care delivery in rural primary care, reflecting on Australian research findings.

DESIGN

CINAHL and Scopus databases were searched in August 2021. Inclusion criteria included English language, full-text studies, published since 2011, reporting on the barriers and enablers to the delivery of structured care within rural and remote primary care. Structured care was conceptualised as care that was organised, integrative and planned.

FINDINGS

A total of 435 studies were screened. Thirty-four met the inclusion criteria. Barriers to the provision of structured care related to workforce shortages, limited health care services and health care professional capacity, cultural safety and competency, limited resourcing, insufficient knowledge and education, geographical isolation, inadequate care coordination, unclear roles and responsibilities and poor health professional-patient relationships.

DISCUSSION

Health care system and geographical barriers and enablers encountered in rural areas are complex and multidimensional. Identification of the specific challenges to structured care delivery highlights the need for a focussed review of workforce supply and distribution challenges as well as the investigation of system integration, leadership, governance and funding reform that would be required to support rural primary care.

Impact of Structured and Scheduled Family Meetings on Satisfaction in Patients Admitted to Hospitalist Service

Effective communication is key to patient satisfaction. Family meetings been shown to be effective in other settings such as critical care and palliative medicine. We evaluated the impact of scheduled and structured family meetings on patients admitted to the hospitalist service in terms of satisfaction with care delivery. More patients in the intervention group reported better understanding of their diagnosis, treatment plan, medications, and discharge plan. Based on these results, we advocate for structured and scheduled family meetings to be implemented as a communication tool for selected patients on the hospital medicine service to improve patient experience and satisfaction.

Structured Spatial Modeling and Mapping of Domestic Violence Against Women of Reproductive Age in Rwanda

The main objective of this study was to assess the risk factors and spatial correlates of domestic violence against women of reproductive age in Rwanda. A structured spatial approach was used to account for the nonlinear nature of some covariates and the spatial variability on domestic violence. The nonlinear effect was modeled through second-order random walk, and the structured spatial effect was modeled through Gaussian Markov Random Fields specified as an intrinsic conditional autoregressive model. The data from the Rwanda Demographic and Health Survey 2014/2015 were used as an application. The findings of this study revealed that the risk factors of domestic violence against women are the wealth quintile of the household, the size of the household, the husband or partner's age, the husband or partner's level of education, ownership of the house, polygamy, the alcohol consumption status of the husband or partner, the woman's perception of wife-beating attitude, and the use of contraceptive methods. The study also highlighted the significant spatial variation of domestic violence against women at district level.

Structured benefit-risk evaluation for medicinal products: review of quantitative benefit-risk assessment findings in the literature

A favorable benefit–risk profile remains an essential requirement for marketing authorization of medicinal drugs and devices. Furthermore, prior subjective, implicit and inconsistent ad hoc benefit–risk assessment methods have rightly evolved towards more systematic, explicit or “structured” approaches. Contemporary structured benefit–risk evaluation aims at providing an objective assessment of the benefit–risk profile of medicinal products and a higher transparency for decision making purposes. The use of a descriptive framework should be the preferred starting point for a structured benefit–risk assessment. In support of more precise assessments, quantitative and semi-quantitative methodologies have been developed and utilized to complement descriptive or qualitative frameworks in order to facilitate the structured evaluation of the benefit–risk profile of medicinal products. In addition, quantitative structured benefit–risk analysis allows integration of patient preference data. Collecting patient perspectives throughout the medical product development process has become increasingly important and key to the regulatory decision-making process. Both industry and regulatory authorities increasingly rely on descriptive structured benefit–risk evaluation and frameworks in drug, vaccine and device evaluation and comparison. Although varied qualitative methods are more commonplace, quantitative approaches have recently been emphasized. However, it is unclear how frequently these quantitative frameworks have been used by pharmaceutical companies to support submission dossiers for drug approvals or to respond to the health authorities’ requests. The objective of this study has been to identify and review, for the first time, currently available, published, structured, quantitative benefit–risk evaluations which may have informed health care professionals and/or payor as well as contributed to decision making purposes in the regulatory setting for drug, vaccine and/or device approval.

IUBMB/PSBMB 2019 Conference/Plenary: Mentoring in biochemical education and research: Traditional, structured, and institutional

Mentoring to many is the informal highly unstructured teaching, advising, and nurturing which we receive from various individuals during our school years and professional lives and then give back to our students and more junior colleagues. However, with the advances in science and technology, the increasing competitiveness in the workplace, fast pace of life, and globalization, the importance of proper mentoring in the training of science professionals has gained the attention of and has been discussed and studied by higher institutions of learning and national academies of science. During the past two decades, efforts toward making mentoring more structured by national academies of sciences and academic and professional institutions have produced guidelines, mentoring programs for mentors and mentees, faculty, students, scholarly research publications on mentoring, and related aspects. This article attempts to discuss the various aspects and concerns of traditional, structured, and institutional mentoring.

Introduction of structured feedback for MBBS students: Perception of students and faculty

INTRODUCTION

Feedback is an important part of the assessment process. However, one-to-one structured and constructive feedback to the students is not practiced mostly due to lack of practice and feasibility issues. The present study was conducted to understand the perception of students and faculty toward one-to-one structured feedback.

METHODOLOGY

All the 3^rd MBBS professional students were included in the study. An orientation was given to the faculty regarding the importance of feedback and how to give structured feedback. A standardized format was provided to the faculty for providing the feedback to the students. After completion of the assessments, a one-to-one structured verbal feedback was given to all the students. Thereafter, faculty and student's perception on the feedback process was obtained through questionnaires. A focused group discussion was also conducted among the students.

RESULTS

A total of 42 students participated in the study out of 50. A positive response was received from all the students regarding the feedback. Nearly84.34% of the students acknowledged that feedback is important for understanding their mistakes, 92.84% of the students responded positively that feedback helps to build a good rapport with the teacher, and 92.85% of the students reported that they were satisfied with the overall experience of receiving feedback. Most of the faculty (80%) perceived that giving feedback after the assessment was a good idea. The faculty felt motivated to give feedback to the students after the hands-on experience. However, only 20% of the faculty agreed that the process of feedback was easy to carry out (mean score: 2.2 ± 1.09).

CONCLUSION

The positive responses received from both the students and the faculty highlight that the students are receptive toward feedback provided it is structured, constructive, and helps them to achieve their learning goals.

Impact of a standardized reporting format on the quality of MRI reports for rectal cancer staging

BACKGROUND AND AIMS

Besides providing a surgical roadmap, rectal MRI plays a major role in treatment planning. We recently started using a structured template for reporting rectal cancer via MRI. We study the impact of using this template at our hospital in terms of number of essential imaging parameters described in the reports as compared to the pre-template free-text reports.

METHODS

A structured rectal MRI reporting template was created in consensus with members of the colorectal tumour board and was introduced in the department, which included 14 essential parameters to be mentioned in the reports. We conducted a retrospective analysis of rectal MRI reports of 100 cases with histologically proven rectal cancer, comprising 50 consecutive free-text reports before the template was introduced and 50 consecutive structured reports after its introduction, checking for the presence or absence of inclusion of the 14 parameters. An anonymous online feedback survey was conducted as well after the introduction of the template for the members of the colorectal tumour board.

RESULTS

Overall, the total number of parameters reported increased from a median value of 10 (range 6-13) to 14 (range 12-14). The common unreported parameters prior to template introduction included T staging, presence or absence of restricted diffusion, anterior peritoneal reflection (APR) involvement, and presence or absence of extramural vascular invasion; these were reported in 16%, 22%, 30% and 50% respectively. These improved to 98-100% reporting after template introduction. Maximum improvement was in T staging (16% to 98%) (P < 0.0001), restricted diffusion on DWI (from 22% to 100%) (P < 0.0001) and APR involvement (from 30% to 100%) (P < 0.0001). The most common unreported parameter after template introduction was the "tumoral T2 signal intensity" (unreported in 4% cases). The results of the survey were as follows: 100% felt a decreased need to talk to the radiologist to clarify the report, 81.8% felt an improvement in the quality of reporting as compared to free style reports, and 91% felt that the new template is easier to interpret.

CONCLUSION

The introduction of a structured template for rectal cancer significantly improved the quality of rectal MRI reports, along with the satisfaction of referring providers.

Benefit-risk evaluation: the past, present and future

In the last two decades there has been a shift in the approach to evaluating the benefit-risk (BR) profiles of medicinal products from an unstructured, subjective, and inconsistent, to a more structured and objective, process. This article describes that shift from a historical perspective; the past, the present, and the future, and highlights key events that played critical roles in changing the field.

New Evaluation Procedure for Multi-Dimensional Mechanical Strains and Tangent Moduli of Breast Implants: IDEAL IMPLANT® Structured Breast Implant Compared to Silicone Gel Implants

The IDEAL IMPLANT^® Structured Breast Implant is a dual lumen saline-filled implant with capsular contracture and deflation/rupture rates much lower than single-lumen silicone gel-filled implants. To better understand the implant’s mechanical properties and to provide a potential explanation for these eight-year clinical results, a novel approach to compressive load testing was employed. Multi-dimensional strains and tangent moduli, metrics describing the shape stability of the total implant, were derived from the experimental load and platen spacing data. The IDEAL IMPLANT was found to have projection, diametric, and areal strains that were generally less than silicone gel implants, and tangent moduli that were generally greater than silicone gel implants. Despite having a relatively inviscid saline fill, the IDEAL IMPLANT was found to be more shape stable compared to gel implants, which implies potentially less interaction with the capsule wall when the implant is subjected to compressive loads. Under compressive loads, the shape stability of a higher cross-link density, cohesive gel implant was unexpectedly found to be similar to or the same as a gel implant. In localized diametric compression testing, the IDEAL IMPLANT was found to have a palpability similar to a gel implant, but softer than a cohesive gel implant.

What has happened to the practice of short term dynamic psychotherapy in Australia's mental health services? A multidisciplinary training programme in Western Sydney

OBJECTIVE

Short term psychodynamic psychotherapies have been markedly phased out of Australia's mental health services. This paper aims to describe the successful introduction of a Conversational Model of Short Term Intensive Psychodynamic Psychotherapy into a public health service in an attempt to revive its practice.

METHOD

A brief review of relevant papers in the Royal Australian & New Zealand College of Psychiatrists journals since 1980 gives a background to the decline of dynamic psychotherapy in Australia. The development of a Conversational Model of Short Term Intensive Psychodynamic Psychotherapy in the author's private practice over 20 years, and its introduction into a hospital-based training programme are described.

RESULTS

A structured programme by scholarship has been offered yearly since 2011 to 10 multidisciplinary mental health clinicians of the Western Sydney Health District. Trainees see two patients from their own service. Over three years, 29 trainees have treated 57 patients with weekly supervision provided.

CONCLUSIONS

The model has been easily learned. Trainees report a sense of re-invigoration, refinement of existing skills and acquisition of new skills. Resolution of problems in a significant number of patients is noted and improvement and satisfaction reported by others. A valuable service is provided and research is underway.