ABSTRACT
The invasive hornet Vespa velutina nigrithorax is a rapidly proliferating threat to pollinators in Europe and East Asia. To effectively limit its spread, colonies must be detected and destroyed early in the invasion curve, however the current reliance upon visual alerts by the public yields low accuracy. Advances in deep learning offer a potential solution to this, but the application of such technology remains challenging. Here we present VespAI, an automated system for the rapid detection of V. velutina. We leverage a hardware-assisted AI approach, combining a standardised monitoring station with deep YOLOv5s architecture and a ResNet backbone, trained on a bespoke end-to-end pipeline. This enables the system to detect hornets in real-time-achieving a mean precision-recall score of ≥0.99-and send associated image alerts via a compact remote processor. We demonstrate the successful operation of a prototype system in the field, and confirm its suitability for large-scale deployment in future use cases. As such, VespAI has the potential to transform the way that invasive hornets are managed, providing a robust early warning system to prevent ingressions into new regions.
Subject(s)
Deep Learning , Wasps , Animals , Introduced Species , Europe , Asia, EasternABSTRACT
The invasive hornet Vespa velutina nigrithorax is considered a proliferating threat to pollinators in Europe and Asia. While the impact of this species on managed honey bees is well-documented, effects upon other pollinator populations remain poorly understood. Nonetheless, dietary analyses indicate that the hornets consume a diversity of prey, fuelling concerns for at-risk taxa. Here, we quantify the impact of V. velutina upon standardised commercially-reared colonies of the European bumblebee, Bombus terrestris terrestris. Using a landscape-scale experimental design, we deploy colonies across a gradient of local V. velutina densities, utilising automated tracking to non-invasively observe bee and hornet behaviour, and quantify subsequent effects upon colony outcomes. Our results demonstrate that hornets frequently hunt at B. terrestris colonies, being preferentially attracted to those with high foraging traffic, and engaging in repeated-yet entirely unsuccessful-predation attempts at nest entrances. Notably however, we show that B. terrestris colony weights are negatively associated with local V. velutina densities, indicating potential indirect effects upon colony growth. Taken together, these findings provide the first empirical insight into impacts on bumblebees at the colony level, and inform future mitigation efforts for wild and managed pollinators.
Subject(s)
Wasps , Bees , Animals , Europe , Asia , Predatory BehaviorABSTRACT
CONTEXT: Opioid continuous infusions are commonly used for end-of-life (EOL) symptoms in hospital settings. However, prescribing practices vary, and even the recent literature contains conflicting protocols and guidelines for best practice. OBJECTIVES: To determine the prevalence of potentially inappropriate opioid infusion use for EOL comfort care at an academic medical center, and determine if inappropriate use is associated with distress. METHODS: Through literature review and iterative interdisciplinary discussion, we defined three criteria for "potentially inappropriate" infusion use. We conducted a retrospective, observational study of inpatients who died over six months, abstracting demographics, opioid use patterns, survival time, palliative care (PC) involvement, and evidence of patient/caregiver/staff distress from the electronic medical record. RESULTS: We identified 193 decedents who received opioid infusions for EOL comfort care. Forty-four percent received opioid infusions that were classified as "potentially inappropriate." Insufficient use of as-needed intravenous opioid boluses and use of opioid infusions in opioid-naïve patients were the most common problems observed. Potentially inappropriate infusions were associated with more frequent patient (24% vs. 2%; P < 0.001) and staff distress (10% vs. 2%; P = 0.02) and were less common when PC provided medication recommendations (20% vs. 50%; P < 0.001). CONCLUSION: Potentially inappropriate opioid infusions are prevalent at our hospital, an academic medical center with an active PC team and existing contracts for in-hospital hospice care. Furthermore, potentially inappropriate opioid infusions are associated with increased patient and staff distress. We are developing an interdisciplinary intervention to address this safety issue.
Subject(s)
Opioid-Related Disorders , Terminal Care , Analgesics, Opioid/therapeutic use , Death , Humans , Opioid-Related Disorders/drug therapy , Palliative Care/methods , Retrospective StudiesABSTRACT
Forage availability has been suggested as one driver of the observed decline in honey bees. However, little is known about the effects of its spatiotemporal variation on colony success. We present a modeling framework for assessing honey bee colony viability in cropping systems. Based on two real farmland structures, we developed a landscape generator to design cropping systems varying in crop species identity, diversity, and relative abundance. The landscape scenarios generated were evaluated using the existing honey bee colony model BEEHAVE, which links foraging to in-hive dynamics. We thereby explored how different cropping systems determine spatiotemporal forage availability and, in turn, honey bee colony viability (e.g., time to extinction, TTE) and resilience (indicated by, e.g., brood mortality). To assess overall colony viability, we developed metrics, PH and PP, which quantified how much nectar and pollen provided by a cropping system per year was converted into a colony's adult worker population. Both crop species identity and diversity determined the temporal continuity in nectar and pollen supply and thus colony viability. Overall farmland structure and relative crop abundance were less important, but details mattered. For monocultures and for four-crop species systems composed of cereals, oilseed rape, maize, and sunflower, PH and PP were below the viability threshold. Such cropping systems showed frequent, badly timed, and prolonged forage gaps leading to detrimental cascading effects on life stages and in-hive work force, which critically reduced colony resilience. Four-crop systems composed of rye-grass-dandelion pasture, trefoil-grass pasture, sunflower, and phacelia ensured continuous nectar and pollen supply resulting in TTE > 5 yr, and PH (269.5 kg) and PP (108 kg) being above viability thresholds for 5 yr. Overall, trefoil-grass pasture, oilseed rape, buckwheat, and phacelia improved the temporal continuity in forage supply and colony's viability. Our results are hypothetical as they are obtained from simplified landscape settings, but they nevertheless match empirical observations, in particular the viability threshold. Our framework can be used to assess the effects of cropping systems on honey bee viability and to develop land-use strategies that help maintain pollination services by avoiding prolonged and badly timed forage gaps.
Subject(s)
Plant Nectar , Pollination , Animals , Bees , Farms , Pollen , Zea maysABSTRACT
Asian hornets (Vespa velutina) are voracious predators of bees, and are the latest emerging threat to managed and wild pollinator populations in Europe. To prevent establishment or reduce the rate of spread of V. velutina, early detection and destruction of nests is considered the only option. Detection is difficult as their nests are well hidden and flying hornets are difficult to follow over long distances. We address this challenge by tracking individual V. velutina workers flying back to their nests using radio telemetry for the first time, finding five previously undiscovered nests, up to 1.33 km from hornet release points. Hornets can fly with 0.28 g tags if the tag:hornet ratio is less than 0.8. This method offers a step-change in options to tackle the spread of this invader, providing an efficient means of finding V. velutina nests in complex environments to manage this emerging threat to pollinators.
ABSTRACT
BACKGROUND: Burn injuries are expensive to treat. Burn injuries have been found to be difficult to treat in elderly patients than their younger counterparts. This is likely to result in higher financial burden on the healthcare system; however, no population-specific study has been conducted to ascertain the inpatient treatment costs of elderly patients with hot tap water burns. METHODS: Six elderly patients (75-92 years) were admitted for tap water burns at Concord Hospital during 2010. All costs incurred during their hospitalization were followed prospectively, and were apportioned into 'direct' and 'indirect' costs. Direct costs encompassed directly measurable costs, such as consumables used on the ward or in theatres, and indirect costs included hospital overheads, such as bed and theatre costs. RESULTS: Three males and three females admitted with burns to the buttocks, legs or feet. Total burn surface area (TBSA) ranged from 9-21% (mean 12.8%). Length of stay ranged from 26-98 days (mean 46 days). One patient died, and four required surgical management or grafting. Total inpatient costs ranged from $69 782.33 to $254 652.70 per patient (mean $122 800.20, standard deviation $67 484.46). TBSA was directly correlated with length of stay (P < 0.01) and total cost (P < 0.01). CONCLUSION: Hot water burns among the elderly are associated with high treatment costs, which are proportional to the size of the burn. The cost of treating this cohort is higher than previously reported in a general Australian burn cohort.
Subject(s)
Burns/economics , Burns/therapy , Health Care Costs/trends , Hospitalization/economics , Length of Stay/economics , Perineum/injuries , Aged , Aged, 80 and over , Australia/epidemiology , Burns/mortality , Burns/pathology , Cost of Illness , Delivery of Health Care/economics , Female , Hospitalization/trends , Humans , Length of Stay/trends , Male , Perineum/pathologyABSTRACT
To simulate effects of pesticides on different honeybee (Apis mellifera L.) life stages, we used the BEEHAVE model to explore how increased mortalities of larvae, in-hive workers, and foragers, as well as reduced egg-laying rate, could impact colony dynamics over multiple years. Stresses were applied for 30 days, both as multiples of the modeled control mortality and as set percentage daily mortalities to assess the sensitivity of the modeled colony both to small fluctuations in mortality and periods of low to very high daily mortality. These stresses simulate stylized exposure of the different life stages to nectar and pollen contaminated with pesticide for 30 days. Increasing adult bee mortality had a much greater impact on colony survival than mortality of bee larvae or reduction in egg laying rate. Importantly, the seasonal timing of the imposed mortality affected the magnitude of the impact at colony level. In line with the LD50, we propose a new index of "lethal imposed stress": the LIS50 which indicates the level of stress on individuals that results in 50% colony mortality. This (or any LISx) is a comparative index for exploring the effects of different stressors at colony level in model simulations. While colony failure is not an acceptable protection goal, this index could be used to inform the setting of future regulatory protection goals.
Subject(s)
Bees/physiology , Pesticides/toxicity , Animals , Bees/drug effects , Larva/drug effects , Models, Biological , Plant Nectar , Pollen , Stress, Physiological , Survival RateABSTRACT
A notable increase in failure of managed European honeybee Apis mellifera L. colonies has been reported in various regions in recent years. Although the underlying causes remain unclear, it is likely that a combination of stressors act together, particularly varroa mites and other pathogens, forage availability and potentially pesticides. It is experimentally challenging to address causality at the colony scale when multiple factors interact. In silico experiments offer a fast and cost-effective way to begin to address these challenges and inform experiments. However, none of the published bee models combine colony dynamics with foraging patterns and varroa dynamics.We have developed a honeybee model, BEEHAVE, which integrates colony dynamics, population dynamics of the varroa mite, epidemiology of varroa-transmitted viruses and allows foragers in an agent-based foraging model to collect food from a representation of a spatially explicit landscape.We describe the model, which is freely available online (www.beehave-model.net). Extensive sensitivity analyses and tests illustrate the model's robustness and realism. Simulation experiments with various combinations of stressors demonstrate, in simplified landscape settings, the model's potential: predicting colony dynamics and potential losses with and without varroa mites under different foraging conditions and under pesticide application. We also show how mitigation measures can be tested.Synthesis and applications. BEEHAVE offers a valuable tool for researchers to design and focus field experiments, for regulators to explore the relative importance of stressors to devise management and policy advice and for beekeepers to understand and predict varroa dynamics and effects of management interventions. We expect that scientists and stakeholders will find a variety of applications for BEEHAVE, stimulating further model development and the possible inclusion of other stressors of potential importance to honeybee colony dynamics.
ABSTRACT
The Varroa mite, Varroa destructor, is an important pest of honeybees and has played a prominent role in the decline in bee colony numbers over recent years. Although pyrethroids such as tau-fluvalinate and flumethrin can be highly effective in removing the mites from hives, their intensive use has led to many reports of resistance. To investigate the mechanism of resistance in UK Varroa samples, the transmembrane domain regions of the V. destructor voltage-gated sodium channel (the main target site for pyrethroids) were PCR amplified and sequenced from pyrethroid treated/untreated mites collected at several locations in Central/Southern England. A novel amino acid substitution, L925V, was identified that maps to a known hot spot for resistance within the domain IIS5 helix of the channel protein; a region that has also been proposed to form part of the pyrethroid binding site. Using a high throughput diagnostic assay capable of detecting the mutation in individual mites, the L925V substitution was found to correlate well with resistance, being present in all mites that had survived tau-fluvalinate treatment but in only 8 % of control, untreated samples. The potential for using this assay to detect and manage resistance in Varroa-infected hives is discussed.
Subject(s)
Insecticides/pharmacology , Pyrethrins/pharmacology , Varroidae/drug effects , Varroidae/metabolism , Voltage-Gated Sodium Channels/chemistry , Voltage-Gated Sodium Channels/metabolism , Amino Acid Substitution , Animals , Drug Resistance , Polymerase Chain Reaction , Varroidae/genetics , Voltage-Gated Sodium Channels/geneticsABSTRACT
The health of managed and wild honeybee colonies appears to have declined substantially in Europe and the United States over the last decade. Sustainability of honeybee colonies is important not only for honey production, but also for pollination of crops and wild plants alongside other insect pollinators. A combination of causal factors, including parasites, pathogens, land use changes and pesticide usage, are cited as responsible for the increased colony mortality.However, despite detailed knowledge of the behaviour of honeybees and their colonies, there are no suitable tools to explore the resilience mechanisms of this complex system under stress. Empirically testing all combinations of stressors in a systematic fashion is not feasible. We therefore suggest a cross-level systems approach, based on mechanistic modelling, to investigate the impacts of (and interactions between) colony and land management.We review existing honeybee models that are relevant to examining the effects of different stressors on colony growth and survival. Most of these models describe honeybee colony dynamics, foraging behaviour or honeybee - varroa mite - virus interactions.We found that many, but not all, processes within honeybee colonies, epidemiology and foraging are well understood and described in the models, but there is no model that couples in-hive dynamics and pathology with foraging dynamics in realistic landscapes.Synthesis and applications. We describe how a new integrated model could be built to simulate multifactorial impacts on the honeybee colony system, using building blocks from the reviewed models. The development of such a tool would not only highlight empirical research priorities but also provide an important forecasting tool for policy makers and beekeepers, and we list examples of relevant applications to bee disease and landscape management decisions.
ABSTRACT
Although difficult to quantify, there is known widespread variation in the way that best available evidence is applied in clinical practice. The reasons for gaps between evidence and practice are complex, and efforts to improve uptake are unlikely to be successful if they are one-dimensional or focus on individual health professionals. This article provides contextual reference for articles in this Supplement in addressing how and why clinical variation exists, the importance of reducing it and strategies to drive a more streamlined approach to evidence-based care in Australian health care systems.
Subject(s)
Efficiency, Organizational , Evidence-Based Practice/organization & administration , Practice Patterns, Physicians'/organization & administration , Quality Assurance, Health Care/organization & administration , Total Quality Management/organization & administration , Australia , Delivery of Health Care/organization & administration , Diffusion of Innovation , Humans , Outcome Assessment, Health Care , Practice Guidelines as TopicABSTRACT
A Clinical Excellence Commission seminar explored how clinical practice variation can be monitored, and identified directions and opportunities in this field.
Subject(s)
Benchmarking/methods , Hospitals/statistics & numerical data , Patient Care Team/organization & administration , Quality Assurance, Health Care/statistics & numerical data , Safety Management/organization & administration , Benchmarking/statistics & numerical data , Congresses as Topic , Hospital Administration/methods , Humans , New South WalesABSTRACT
Rehabilitation of speech and swallowing postburns reconstructive surgery has not been previously described in detail in the literature. Severe facial burn injury requiring subsequent reconstructive surgery may result in complications including circumoral contracture and aesthetic and functional irregularities. These complications may manifest as facial and labial sensation deficits, poor oral access for intubation and oral/dental hygiene, and inadequate oral competence causing chronic drooling and poor articulation. This report describes the physical rehabilitation of a patient with full-thickness burns to the nose, lips, mouth, and chin following electrical burn injury. The severity of injury sustained placed the patient at high risk for microstomia, dysphagia, and speech disorder. A multidisciplinary team approach was used to coordinate the planning of reconstructive procedures, facilitate patient recovery, and optimize functional and aesthetic outcomes. Speech pathology intervention aimed to 1) facilitate safe transition from nonoral to oral intake, 2) improve articulation and speech intelligibility, and 3) minimize oral contracture development. At 6 months postinjury, the patient can safely tolerate a soft diet, demonstrate speech clarity at preinjury level, and has recovered functional oral range of movement. Rehabilitation of speech and swallowing is an essential factor to consider when planning postburn reconstructive procedures.
Subject(s)
Burns, Electric/complications , Burns, Electric/surgery , Deglutition Disorders/rehabilitation , Lip/injuries , Lip/surgery , Nose/injuries , Nose/surgery , Plastic Surgery Procedures , Speech Disorders/rehabilitation , Deglutition Disorders/etiology , Humans , Male , Middle Aged , Speech Disorders/etiologyABSTRACT
Spatially explicit predator-prey interactions can alter the predatory potential of natural enemies augmented through conservation biological control. To test hypotheses regarding such interactions and predatory efficiency, we used a combination of molecular techniques and mark-release-recapture to study the foraging behaviour of a generalist carabid predator, Poecilus cupreus, in response to spatial patterns of its cereal aphid prey (Metapolophium dirhodum and Sitobion avenae). Beetle and aphid numbers were measured across two grids of sampling locations, within which aphid spatial pattern had been manipulated to generate patchy and more homogenous distributions. Aphid consumption was measured by enzyme-linked immunosorbent assays (ELISA) of beetle gut contents, using an aphid-specific monoclonal antibody. Movement and distribution patterns suggest that P. cupreus does not aggregate at, nor instigate prey-taxis within, aphid patches. However, more than two-thirds of the 2169 P. cupreus tested by ELISA had consumed aphids and the proportion of beetles containing aphid proteins was positively related to aphid density. Against expectation, the proportion of predators feeding on aphids was greatest where prey were homogenously distributed, and this was attributed to the loss of partial refuges for prey in aphid patches. The functional value of this type of uniform foraging strategy is ideally suited to early colonization of the crop habitat, when aphid numbers are low, before populations build up and form strong spatial patterns.
Subject(s)
Aphids/physiology , Coleoptera/physiology , Predatory Behavior , Animals , Antibodies, Monoclonal/immunology , Enzyme-Linked Immunosorbent Assay , Gastrointestinal Contents , Population DensityABSTRACT
Meningococcal sepsis leading to purpura fulminans leaves survivors with extensive areas of skin and soft-tissue necrosis. Soft-tissue loss in the limbs may result in large areas of exposed bone, leaving a choice between free tissue transfer and amputation. We present a case of meningococcal sepsis where the entire medial and lateral surfaces of the tibiae were exposed with loss of anterior muscle compartments on each side. Faced with the possibility of bilateral above-knee amputation, these were instead covered using the dermal replacement Integra (Integra LifeSciences Corp.), in conjunction with an antimicrobial dressing, topical negative pressure dressing and subsequent skin grafting. This management decision achieved rapid wound closure avoiding amputation. Additional secondary reconstruction with microvascular free flaps was performed to preserve joint function.
Subject(s)
Bacteremia/complications , Chondroitin Sulfates/therapeutic use , Collagen/therapeutic use , IgA Vasculitis/surgery , Limb Salvage/methods , Meningococcal Infections/complications , Adult , Female , Humans , IgA Vasculitis/microbiology , Necrosis/surgery , Plastic Surgery Procedures/methods , Skin/pathologyABSTRACT
Toxic epidermal necrolysis (TEN) is a rare and potentially fatal skin disorder, precipitated by severe allergic drug reaction, and is one of a spectrum of conditions, which includes Stevens-Johnson syndrome (SJS). Mucosal involvement is common, resulting in extreme pain on swallowing and poor oral intake. The aim of this study was to describe swallow function in TEN and SJS and define the role of Speech Pathology in management. The Burns Unit database was reviewed for patients that presented over a five-year period with TEN and SJS. Diagnosis of TEN and SJS was confirmed by skin biopsy. Information specific to swallow function, treatment approaches, and adequacy of oral intake was collected. Fourteen patients' medical records were studied: eight TEN, two TEN/SJS spectrum, and four SJS. The majority had mucosal involvement causing odynophagia, poor oral intake, an ability to tolerate fluids more easily than solids, and increased aspiration risk. These symptoms were confirmed by Speech Pathology swallowing assessment. Severe mucosal involvement resulting in odynophagia, dysphagia, and poor oral intake is common in TEN and SJS. The speech pathologist is able to assess swallow function and provide recommendations to promote safe oral intake, minimize odynophagia, and facilitate nutritional input critical to optimizing recovery.
Subject(s)
Deglutition Disorders/epidemiology , Deglutition Disorders/therapy , Stevens-Johnson Syndrome/epidemiology , Burns/epidemiology , Humans , Nutritional Status , Severity of Illness IndexABSTRACT
Although the management of the severely burnt extremity poses a significant therapeutic dilemma, burn injuries resulting in amputation are uncommon, In such cases, however, amputation can reduce the rate of mortality. In a total of 1858 patients from January 1980 to January 2004, there were 34 amputations in 27 patients. There were 23 men (age range, 14-64 years) and 4 women (age range, 34-85 years). The majority of amputations from burns caused by flame injury predominantly after motor vehicle accidents, with only eight cases resulting from high-voltage electrical injury. Nine patients required immediate amputations, with the rest being delayed. There were three deaths, with a survival rate of 89%. The majority of single lower-limb amputees and only one of seven bilateral amputees were independently mobile. The presence of pre-existing psychiatric disease significantly impaired rehabilitation. Free tissue transfer and the usage of bioengineered materials may help reduce the incidence of amputations.
Subject(s)
Amputation, Surgical , Arm , Burns/epidemiology , Burns/surgery , Leg , Adolescent , Adult , Aged , Aged, 80 and over , Burn Units , Burns/pathology , Female , Hospitals, General , Humans , Male , Middle Aged , Patient Selection , Retrospective Studies , Survival Rate , Treatment OutcomeABSTRACT
In October 2002, a terrorist attack on a nightclub in Bali resulted in an explosion and fire, causing the deaths of more than 200 people, including 88 Australian citizens. After first aid and primary care, the injured were repatriated to Darwin for triage and continued treatment and were then disseminated to various burn units throughout Australia. At the Repatriation General Hospital Concord Sydney, we received 12 patients with burns and a variety of blast injuries. Their treatment was complicated by infection with multiresistant organisms that were previously unseen in our unit and the presence of complex shrapnel wounds. There were no deaths and, with two exceptions, all patients were discharged within 6 weeks. This incident had profound effects on our unit, particularly related to the management of high-velocity shrapnel injuries, serious ongoing septic complications, and the psychological effects on both patients and staff, all of which are detailed and discussed.