Assessing Verbal Eyewitness Confidence Statements Using Natural Language Processing.

After an eyewitness completes a lineup, officers are advised to ask witnesses how confident they are in their identification. Although researchers in the lab typically study eyewitness confidence numerically, confidence in the field is primarily gathered verbally. In the current study, we used a natural language-processing approach to develop an automated model to classify verbal eyewitness confidence statements. Across a variety of stimulus materials and witnessing conditions, our model correctly classified adult witnesses' (N = 4,541) level of confidence (i.e., high, medium, or low) 71% of the time. Confidence-accuracy calibration curves demonstrate that the model's confidence classification performs similarly in predicting eyewitness accuracy compared to witnesses' self-reported numeric confidence. Our model also furnishes a new metric, confidence entropy, that measures the vagueness of witnesses' confidence statements and provides independent information about eyewitness accuracy. These results have implications for how empirical scientists collect confidence data and how police interpret eyewitness confidence statements.

Painless expanding facial swelling.

A previously healthy 11-year-old girl sustained a mosquito bite on her right cheek while on holiday in rural Bangladesh. A painless lump developed at the site, and over the ensuing 2 months gradually expanded. She was otherwise completely asymptomatic; there was no family history of note. On examination, there was obvious swelling affecting the right cheek and visible abnormality of the upper gum with displacement of the right upper central incisor (figure 1).

The recognition and nursing management of common oncological emergencies in children.

An oncological emergency may be the initial presentation of a cancer, a sign of cancer progression, or a complication of cancer treatment. The most frequently encountered paediatric oncological emergencies include neutropenic sepsis, hyperleukocytosis, brain tumours presenting with raised intracranial pressure, tumour lysis syndrome and superior mediastinal syndrome. These are all life-threatening conditions that require urgent recognition and management. Health professionals working in an emergency department (ED) are likely to be involved in managing these children. This article brings together the current guidance and recommendations for these specific emergencies. It also includes two case studies that demonstrate the challenges health professionals can face while managing these situations. It is important that health professionals have an acute awareness of oncological emergencies. Confidence in recognising the presentations, diagnoses and initial management are essential because these conditions may be life-threatening and time critical.

Acute abdominal surgical presentations in children.

Surgical conditions affecting the abdomen in children can be associated with significant morbidity and mortality if they are not recognised and managed appropriately. It is therefore important that the correct diagnosis is made quickly, and the appropriate intervention is initiated in a timely manner and, if necessary, rapid transfer is made to a specialist paediatric surgical facility. This article provides an overview of the different surgical presentations encountered in children, and outlines the most important points in the history, examination and management of such cases, whether encountered in the emergency setting or in the community. Two illustrative case studies have been included to demonstrate how these emergencies may present in clinical practice.

Recognition and management of neonatal sepsis.

Neonatal sepsis results from acute bacterial or viral infection occurring in the first 28 days of life. It causes significant morbidity and mortality, although the outcome can be improved by early recognition and prompt treatment by health professionals. This article describes the most common causes of sepsis, and explains why neonates are particularly vulnerable to infection. It highlights the non-specific way in which an infant with a serious infection may present, indicating the crucial features to elicit during history taking and examination, and emphasising the 'red-flag' signs and symptoms that should increase suspicion of a serious illness. The authors have adapted National Institute for Health and Care Excellence guidelines to produce an evidence-based approach to the management of an infant with suspected sepsis, and describe the roles of nurses in ensuring effective treatment and best outcomes for these babies.

Decreased level of consciousness in a child: recognition and management.

A child presenting with decreased level of conscious (dLOC) is of great concern due to the wide range of possible causes, and potential for death or serious long-term sequelae. It is therefore vital that health professionals can recognise a child with dLOC quickly, intervene appropriately and escalate for senior review as a matter of urgency. This article provides an explanation for the mechanisms of decreased consciousness, outlines the different causative pathologies, and provides a simple and logical approach to the first-line recognition and management that a health professional may apply when faced with such a patient. Illustrative case studies have been included, to demonstrate how children with dLOC may present in clinical practice.

Does filler database size influence identification accuracy?

Police departments increasingly use large photo databases to select lineup fillers using facial recognition software, but this technological shift's implications have been largely unexplored in eyewitness research. Database use, particularly if coupled with facial matching software, could enable lineup constructors to increase filler-suspect similarity and thus enhance eyewitness accuracy (Fitzgerald, Oriet, Price, & Charman, 2013). However, with a large pool of potential fillers, such technologies might theoretically produce lineup fillers too similar to the suspect (Fitzgerald, Oriet, & Price, 2015; Luus & Wells, 1991; Wells, Rydell, & Seelau, 1993). This research proposes a new factor-filler database size-as a lineup feature affecting eyewitness accuracy. In a facial recognition experiment, we select lineup fillers in a legally realistic manner using facial matching software applied to filler databases of 5,000, 25,000, and 125,000 photos, and find that larger databases are associated with a higher objective similarity rating between suspects and fillers and lower overall identification accuracy. In target present lineups, witnesses viewing lineups created from the larger databases were less likely to make correct identifications and more likely to select known innocent fillers. When the target was absent, database size was associated with a lower rate of correct rejections and a higher rate of filler identifications. Higher algorithmic similarity ratings were also associated with decreases in eyewitness identification accuracy. The results suggest that using facial matching software to select fillers from large photograph databases may reduce identification accuracy, and provides support for filler database size as a meaningful system variable. (PsycINFO Database Record

Recognition and management of febrile convulsions in children.

Febrile convulsions (FCs) are characterised by convulsions associated with fever in children aged between 6 months and 6 years. FCs are relatively common and affect 3-4% of children in western countries. This is the most common seizure disorder seen in children. The cause of febrile illness in FC is usually benign and most frequently due to acute viral infection. Convulsions secondary to an intracranial infection (e.g. meningitis, encephalitis) or from acute electrolyte imbalance should not be labelled as FCs. The diagnosis is based mainly on clinical history, and further investigations are generally unnecessary; management is largely symptomatic. Prolonged FC may need anticonvulsant medication to stop the seizure. Referral to paediatric neurologists may be considered in cases of complex or recurrent FC or in children where there is a pre-existing neurological disorder. One third of children with a first FC will develop a further FC during subsequent febrile illness; the likelihood increases in presence of other risk factors. This article outlines the presentation, management, investigations and prognosis for FC, and highlights how nurses in different clinical settings can provide education, support and counselling to help families return to normality after the event. An illustrative case study is also included to highlight the challenges faced by health professionals while managing children with this condition.

Nursing management of paediatric asthma in emergency departments.

Childhood asthma is a complex disease which may be resistant to treatment and varies in its clinical presentation. The number of children admitted to emergency departments (EDs) with acute exacerbation of asthma is high and many are managed solely in the department. The correct assessment of the severity of an exacerbation can be achieved through competent history taking, examination and accurate recording of observations. Nurses working in EDs should be able to recognise the clinical signs and symptoms of acute asthma, assess severity and advise on appropriate management. Nurses should have some knowledge of first-line management and how and when to help deliver these therapies. They should also be able to guide patients in discharge and follow-up care, develop a rapport with families and educate them on topics such as trigger avoidance. The assessment and management of these patients as outlined in this article is based on the British Thoracic Society/Scottish Intercollegiate Guidelines Network ( 2016 ).

The effect of malpractice reform on emergency department care.

BACKGROUND: Many believe that fear of malpractice lawsuits drives physicians to order otherwise unnecessary care and that legal reforms could reduce such wasteful spending. Emergency physicians practice in an information-poor, resource-rich environment that may lend itself to costly defensive practice. Three states, Texas (in 2003), Georgia (in 2005), and South Carolina (in 2005), enacted legislation that changed the malpractice standard for emergency care to gross negligence. We investigated whether these substantial reforms changed practice. METHODS: Using a 5% random sample of Medicare fee-for-service beneficiaries, we identified all emergency department visits to hospitals in the three reform states and in neighboring (control) states from 1997 through 2011. Using a quasi-experimental design, we compared patient-level outcomes, before and after legislation, in reform states and control states. We controlled for characteristics of the patients, time-invariant hospital characteristics, and temporal trends. Outcomes were policy-attributable changes in the use of computed tomography (CT) or magnetic resonance imaging (MRI), per-visit emergency department charges, and the rate of hospital admissions. RESULTS: For eight of the nine state-outcome combinations tested, no policy-attributable reduction in the intensity of care was detected. We found no reduction in the rates of CT or MRI utilization or hospital admission in any of the three reform states and no reduction in charges in Texas or South Carolina. In Georgia, reform was associated with a 3.6% reduction (95% confidence interval, 0.9 to 6.2) in per-visit emergency department charges. CONCLUSIONS: Legislation that substantially changed the malpractice standard for emergency physicians in three states had little effect on the intensity of practice, as measured by imaging rates, average charges, or hospital admission rates. (Funded by the Veterans Affairs Office of Academic Affiliations and others.).

Nursing management of childhood chickenpox infection.

Chickenpox is an extremely contagious infectious disease caused by varicella zoster virus (VZV). It is a common childhood illness characterised by an itchy vesicular rash and fever, which usually resolves spontaneously without medical intervention. Serious, and rarely fatal, complications can occur, including pneumonia, central nervous system infection, overwhelming secondary bacterial infections, especially with Group A streptococcus, and necrotising fasciitis. Therefore it is crucial that emergency department (ED) nurses can recognise the signs and symptoms that indicate deterioration. This article reviews best practice management of children with chickenpox, gives up-to-date guidance on the safe use of antipyretics, the avoidance of ibuprofen and discusses immunisation against VZV. It also includes implications for nursing practice and a case study that illustrates some of the challenges that ED nurses may encounter.

Diagnosis, management and treatment of orbital and periorbital cellulitis in children.

Children with red swollen eyes frequently present to emergency departments. Some patients will have orbital cellulitis, a condition that requires immediate diagnosis and treatment. Orbital cellulitis can be confused with the less severe, but more frequently encountered, periorbital cellulitis, which requires less aggressive management. Delayed recognition of the signs and symptoms of orbital cellulitis can lead to serious complications such as blindness, meningitis and cerebral abscess. This article describes the clinical features, epidemiology and outcomes of the condition, and discusses management and treatment. It also includes a case study.

Petechial rash in children: a clinical dilemma.

Children with a petechial rash commonly present to emergency departments. The rash can be associated with serious illnesses, such as invasive meningococcal disease (IMD), but is usually associated with less severe conditions. This article discusses the common and important causes of petechial rash, including IMD, viral illnesses, trauma, Henoch-Schönlein purpura and idiopathic thrombocytopenic purpura. It also analyses the National Institute for Health and Care Excellence (NICE) ( 2014 ) pathway for management of petechial rash in children and examines treatment of the various causes. The article includes two relevant case studies and discusses the role of emergency nurses.

Treatment for early-onset neonatal sepsis.

Up to one in 10 neonates are investigated and treated for neonatal sepsis, although most are later found to be uninfected. This review discusses identifying and treating this emergency condition and how implementing NICE guidance could reduce treatment time in well babies and saveonatal sepsis resources without compromising care.