Emergency Medical Services and Public Health Perspectives on Alternative Emergency Response Models.

CONTEXT: New approaches to emergency response are a national focus due to evolving needs and growing demands on the system, but perspectives of first responders and potential partners have not been evaluated. OBJECTIVE: This project aimed to inform the development and implementation of alternative emergency response models, including interdisciplinary partnerships, by identifying the perspectives of the frontline workforce regarding their evolving roles. DESIGN: An electronic survey was sent, querying respondents about their perceived roles in emergency response, interdisciplinary partnerships, and resources needed. SETTING: This study took place in a metropolitan, midwestern county with participants from 2 public health agencies and 1 emergency medical services (EMS) agency. PARTICIPANTS: The survey was completed by 945 EMS clinicians and 58 public health workers. MAIN OUTCOME MEASURES: The main outcome measures were agreement levels on each group's roles in prevention, response, and recovery after emergencies, as well as general feedback on new models. RESULTS: Overall, 97% of EMS clinicians and 42% of public health workers agreed that they have a role in immediate response to 9-1-1 emergencies. In mental health emergencies, 87% of EMS clinicians and 52% of public health workers agreed that they have a role, compared to 87% and 30%, respectively, in violent emergencies. Also, 84% of respondents felt multidisciplinary models are a needed change. However, 35% of respondents felt their agency has the resources necessary for changes. CONCLUSIONS: We observed differences between EMS clinicians and public health workers in their perceived roles during emergency response and beliefs about the types of emergencies within their scope. There is strong support for alternative approaches and a perception that this model may improve personal well-being and job satisfaction, but a need for additional resources to develop and implement.

Short- and Long-Term Prediction of the Post-Pubertal Mandibular Length and Y-Axis in Females Utilizing Machine Learning.

The aim of this study was to create a novel machine learning (ML) algorithm for predicting the post-pubertal mandibular length and Y-axis in females. Cephalometric data from 176 females with Angle Class I occlusion were used to train and test seven ML algorithms. For all ML methods tested, the mean absolute errors (MAEs) for the 2-year prediction ranged from 2.78 to 5.40 mm and 0.88 to 1.48 degrees, respectively. For the 4-year prediction, MAEs of mandibular length and Y-axis ranged from 3.21 to 4.00 mm and 1.19 to 5.12 degrees, respectively. The most predictive factors for post-pubertal mandibular length were mandibular length at previous timepoints, age, sagittal positions of the maxillary and mandibular skeletal bases, mandibular plane angle, and anterior and posterior face heights. The most predictive factors for post-pubertal Y-axis were Y-axis at previous timepoints, mandibular plane angle, and sagittal positions of the maxillary and mandibular skeletal bases. ML methods were identified as capable of predicting mandibular length within 3 mm and Y-axis within 1 degree. Compared to each other, all of the ML algorithms were similarly accurate, with the exception of multilayer perceptron regressor.

"It's Pretty Sad If You Get Used to It": A Qualitative Study of First Responder Experiences with Opioid Overdose Emergencies.

BACKGROUND: First responders play a vital role in the United States opioid drug overdose crisis, a public health emergency that has claimed many lives. OBJECTIVE: We sought to investigate first responders' experiences and attitudes toward opioid overdose emergencies and the ongoing crisis, as well as emotional effects, coping strategies, and support systems. METHODS: A convenience sample of first responders (n = 18) at the Columbus Fire Division, with experience responding to opioid emergencies, participated in semi-structured telephone interviews between September 2018 and February 2019. Interviews were recorded, transcribed verbatim, and analyzed using content analysis for themes. RESULTS: While almost all participants described overdose emergencies as routine, they recalled some as memorable and emotionally impactful. Almost all respondents were frustrated by the high rates of overdose among their patients and the lack of sustainable improvements in outcomes, yet expressed a strong moral commitment to caring for patients and saving lives. Themes of burnout, compassion fatigue, and hopelessness emerged, as did themes of increased compassion and empathy. Support for personnel experiencing emotional difficulty was either lacking or underutilized. Further, many felt public policies should prioritize more permanent resources and improve access to care, and believed that people who use drugs should face greater accountability. CONCLUSION: First responders perceive a moral and professional duty to treat patients who overdose, despite their frustrations. They may benefit from additional occupational support to cope with the resultant emotional effects of their role in the crisis. Addressing macro-level factors contributing to the overdose crisis and improving patient outcomes could also positively affect first responder wellbeing.

Incorporating ultrasound training into undergraduate medical education in a faculty-limited setting.

BACKGROUND: Point of care ultrasound (POCUS) is becoming a major extension of patient care. From diagnostic efficacy to its widespread accessibility, POCUS has expanded beyond emergency departments to be a tool utilized by many specialties. With the expansion of its use, medical education has begun to implement ultrasound education earlier in curricula. However, at institutions without a formal ultrasound fellowship or curriculum, these students lack the fundamental knowledge of ultrasound. At our institution, we set out to incorporate an ultrasound curriculum, into undergraduate medical education utilizing a single faculty member and minimal curricular time. METHODS: Our stepwise implementation began with the development of a 3-hour fourth-year (M4) Emergency Medicine clerkship ultrasound teaching session, which included pre- and post-tests as well as a survey. The success with this session progressed to the development of a designated fourth-year ultrasound elective, which was evaluated with narrative feedback. Finally, we developed six 1-hour ultrasound sessions that correlated with first-year (M1) gross anatomy and physiology. A single faculty member was responsible for this curriculum and other instructors included residents, M4 students, and second-year (M2) near-peer tutors. These sessions also included pre- and post-tests and a survey. Due to curricular time limitations, all but the M4 Emergency Medicine clerkship session were optional. RESULTS: 87 students participated in the emergency medicine clerkship ultrasound session and 166 M1 students participated in the voluntary anatomy and physiology ultrasound sessions. All participants agreed or strongly agreed that they would like more ultrasound training, that ultrasound training should be integrated into all four years of undergraduate medical education. Students were in strong agreement that the ultrasound sessions helped increase understanding of anatomy and anatomical identification with ultrasound. CONCLUSION: We describe the stepwise addition of ultrasound into the undergraduate medical education curriculum of an institution with limited faculty and curricular time.

The impact of misinformation on the COVID-19 pandemic.

Since the inception of the current pandemic, COVID-19 related misinformation has played a role in defaulting control of the situation. It has become evident that the internet, social media, and other communication outlets with readily available data have contributed to the dissemination and availability of misleading information. It has perpetuated beliefs that led to vaccine avoidance, mask refusal, and utilization of medications with insignificant scientific data, ultimately contributing to increased morbidity. Undoubtedly, misinformation has become a challenge and a burden to individual health, public health, and governments globally. Our review article aims at providing an overview and summary regarding the role of media, other information outlets, and their impact on the pandemic. The goal of this article is to increase awareness of the negative impact of misinformation on the pandemic. In addition, we discuss a few recommendations that could aid in decreasing this burden, as preventing the conception and dissemination of misinformation is essential.

Inferior clinical outcomes after femur fracture in the obese are potentially preventable.

INTRODUCTION: Obese patients with operative orthopedic trauma have increased risk of adverse outcomes, although the mechanisms accounting for the relationship remain unknown. This study examines the effect of body mass index (BMI) on outcomes after femur fracture fixation, and explores the mediating effects of pathophysiologic factors and clinical management. METHODS: A retrospective chart review was performed of adult patients with femur fractures undergoing surgical fixation at a Level 1 trauma center from 2010 to 2016. Demographics, Injury Severity Score (ISS), Glasgow Coma Scale (GCS) and mechanism of injury (MOI) were collected along with operative data and complications. Primary outcomes were hospital length of stay (HLOS), ICU length of stay (ICU-LOS), mortality, complications, and time to mobility (time first out of bed, TFOB). Bivariate correlations and multiple regression models were used to examine the relationship between BMI and outcomes. Path analysis tested whether the relationship between BMI and clinical outcomes was mediated by differences in 1) clinical management, or 2) physiologic variables. RESULTS: Of 333 patients included, the majority were male (57.4%) with a mean age of 43.4 (22.7) years and ISS of 12.5 (6.8). Predominant MOIs were motor vehicle crashes (42.8%) and falls (34.5%). There was no association between BMI category and age, ISS, or GCS. In univariate analysis, higher BMI was linked to longer HLOS (r = .12), longer ICU-LOS (r = .15), longer TFOB, (r = .18), and higher number of complications (r = .12), p < 0.05. Controlling for age and ISS, obese patients had 6.66 times the odds of respiratory failure (p = 0.021, 95% CI 1.3,33.3) and a 3.88 odds of any complication (p = 0.020, 95% CI 1.24,12.1) compared to their normal weight counterparts. For every one point increase in BMI, time first out of bed was delayed 2.3 h (p < 0.001; 95% CI 1.08, 3.62). The effect BMI on poor outcomes was accounted for by delayed mobility (longer TFOB) in a mediation model. CONCLUSIONS: Higher BMI increases the risk of longer hospital stays and systemic complications. Mediation models indicate that the adverse clinical outcomes associated with obesity are explained by delays in mobility, an intervenable factor. Clinical strategies should be directed at early mobilization to minimize morbidity.

On femtosecond micromachining of HPHT single-crystal diamond with direct laser writing using tight focusing.

We investigate the formation of diversiform micro-/nano-structures in High-Pressure High-Temperature (HPHT) synthetic single-crystal diamond by tight-focusing 200 fs regeneratively amplified Ti: Sapphire laser pulses centered at lambda = 800 nm. Ablated samples of synthetic single crystal nanodiamond and their acetate replicas are analyzed using scanning electron microscopy (SEM). Using pulse energies that are significantly above the threshold for permanent change, it is shown from this work that amplified femtosecond pulses are capable of producing controlled modification of HPHT single-crystal diamond at size scales below the diffraction limit and provided negligible collateral heating and shock-wave damage. This is attributed to the low thermal losses and negligible hydrodynamic expansion of the ablated material during the femtosecond laser pulse. It is shown that low pulse energy is a key factor for the accurate and precise machining of micropattems.

An amplified femtosecond laser system for material micro-/nanostructuring with an integrated Raman microscope.

In order to obtain new insights into laser-induced chemical material modifications, we introduce a novel combined approach of femtosecond pulsed laser-direct writing and in situ Raman microscopy within a single experimental apparatus. A newly developed scanning microscope, the first of its kind, provides a powerful tool for micro-/nanomachining and characterization of material properties and allows us to relate materials' functionality with composition. We address the issues of light delivery to the photomodification site and show the versatility of the system using tight focusing. Amplified femtosecond pulses are generated by a Ti:sapphire laser oscillator and a chirped-pulse regenerative amplifier, both pumped by a diode-pumped frequency doubled neodymium-doped yttrium orthovanadate (Nd:YVO(4)) laser operating at 532 nm. Results of Raman spectroscopy and scanning electron microscopy images of femtosecond laser micro-/nanomachining on the surface and in the bulk of single-crystal diamond obtained from first trials of this instrument are also presented. This effective combination could help to shed light on the influence of the local structure fluctuations on controllability of the laser processing and the role of the irradiation in the ablation processes ruling out possible imprecisions coming from the use of the two independent techniques.