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1.
Nature ; 621(7977): E1-E3, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37674001
2.
Euro Surveill ; 25(47)2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-33243355

RESUMO

The coronavirus disease pandemic was declared in March 2020, as the southern hemisphere's winter approached. Australia expected co-circulation of severe acute respiratory syndrome coronavirus 2, influenza and other seasonal respiratory viruses. However, influenza notifications were 7,029 (March-September) compared with an average 149,832 for the same period in 2015-2019 [corrected], despite substantial testing. Restrictions on movement within and into Australia may have temporarily eliminated influenza. Other respiratory pathogens also showed remarkably changed activity in 2020.


Assuntos
Infecções por Coronavirus/epidemiologia , Notificação de Doenças/estatística & dados numéricos , Influenza Humana/epidemiologia , Infecções Respiratórias/epidemiologia , Austrália/epidemiologia , COVID-19 , Coronavirus , Monitoramento Epidemiológico , Feminino , Humanos , Masculino , Pandemias , Vigilância da População , SARS-CoV-2 , Estações do Ano , Vigilância de Evento Sentinela
3.
Syst Biol ; 67(1): 32-48, 2018 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-28482055

RESUMO

Independent molecular and morphological phylogenetic analyses have often produced discordant results for certain groups which, for fossil-rich groups, raises the possibility that morphological data might mislead in those groups for which we depend upon morphology the most. Rhynchonellide brachiopods, with more than 500 extinct genera but only 19 extant genera represented today, provide an opportunity to explore the factors that produce contentious phylogenetic signal across datasets, as previous phylogenetic hypotheses generated from molecular sequence data bear little agreement with those constructed using morphological characters. Using a revised matrix of 66 morphological characters, and published ribosomal DNA sequences, we performed a series of combined phylogenetic analyses to identify conflicting phylogenetic signals. We completed a series of parsimony-based and Bayesian analyses, varying the data used, the taxa included, and the models used in the Bayesian analyses. We also performed simulation-based sensitivity analyses to assess whether the small size of the morphological data partition relative to the molecular data influenced the results of the combined analyses. In order to compare and contrast a large number of phylogenetic analyses and their resulting summary trees, we developed a measure for the incongruence between two topologies and simultaneously ignore any differences in phylogenetic resolution. Phylogenetic hypotheses generated using only morphological characters differed among each other, and with previous analyses, whereas molecular-only and combined Bayesian analyses produced extremely similar topologies. Characters historically associated with traditional classification in the Rhynchonellida have very low consistency indices on the topology preferred by the combined Bayesian analyses. Overall, this casts doubt on the use of morphological systematics to resolve relationships among the crown rhynchonellide brachiopods. However, expanding our dataset to a larger number of extinct taxa with intermediate morphologies is necessary to exclude the possibility that the morphology of extant taxa is not dominated by convergence along long branches.


Assuntos
Fósseis , Invertebrados/classificação , Filogenia , Animais , Simulação por Computador , DNA Ribossômico/genética , Invertebrados/anatomia & histologia , Invertebrados/genética , Modelos Biológicos
4.
Commun Dis Intell Q Rep ; 40(4): E512-E520, 2016 Dec 24.
Artigo em Inglês | MEDLINE | ID: mdl-28043226

RESUMO

Flutracking is a national online community influenza-like illness (ILI) surveillance system that monitors weekly ILI activity and impact in the Australian community. This article reports on the 2015 findings from Flutracking. From 2014 to 2015 there was a 38.5% increase in participants to 27,824 completing at least 1 survey with a peak weekly response of 25,071 participants. The 2015 Flutracking national ILI weekly fever and cough percentages peaked in late August at 5.0% in the unvaccinated group, in the same week as the national counts of laboratory confirmed influenza peaked. A similar percentage of Flutracking participants took two or more days off from work or normal duties in 2015 (peak level 2.3%) compared with 2014 (peak level 2.5%) and the peak weekly percentage of participants seeking health advice was 1.6% in both 2014 and 2015. Flutracking fever and cough peaked in the same week as Influenza Complications Alert Network surveillance system influenza hospital admissions. The percentage of Flutracking participants aged 5 to 19 years with cough and fever in 2015 was the highest since 2011. The 2015 season was marked by a transition to predominantly influenza B strain circulation, which particularly affected younger age groups. However, for those aged 20 years and over, the 2015 national Flutracking influenza season was similar to 2014 in community ILI levels and impact.


Assuntos
Influenza Humana/epidemiologia , Internet , Vigilância em Saúde Pública , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Relatórios Anuais como Assunto , Austrália/epidemiologia , Criança , Pré-Escolar , Notificação de Doenças , Feminino , Comportamentos Relacionados com a Saúde , Serviços de Saúde , História do Século XXI , Humanos , Lactente , Recém-Nascido , Influenza Humana/diagnóstico , Influenza Humana/história , Masculino , Pessoa de Meia-Idade , Vigilância em Saúde Pública/métodos , Estações do Ano , Fatores Socioeconômicos , Time Out na Assistência à Saúde , Adulto Jovem
5.
Commun Dis Intell Q Rep ; 39(3): E361-8, 2015 Sep 30.
Artigo em Inglês | MEDLINE | ID: mdl-26620350

RESUMO

Flutracking is a national online community influenza-like illness (ILI) surveillance system that monitors weekly ILI activity and field vaccine effectiveness. This article reports on the 2013 and 2014 findings from Flutracking. From 2013 to 2014 there was a 14.0% increase in participants who completed at least 1 survey to 21,021 participants. By the end of the 2013 and 2014 seasons, respectively 59.7% and 59.1% of all participants had received the seasonal influenza vaccine. The 2013 Flutracking national ILI weekly incidence peaked in late August at 4.3% in the unvaccinated group, 1 week earlier than national counts of laboratory confirmed influenza. The 2014 Flutracking national ILI weekly incidence also peaked in late August at 4.7% in the unvaccinated group, in the same week as national counts of laboratory confirmed influenza. A lower percentage of Flutracking participants took two or more days off from work or normal duties in 2013 (peak level 1.6%) compared with 2014 (peak level 2.5%) and sought health advice in 2013 (peak level of 1.1%) compared with 2014 (peak of 1.6%). Flutracking ILI surveillance suggests that 2014 was a moderately more intense season than 2013 and similar to 2012.


Assuntos
Vacinas contra Influenza/farmacologia , Influenza Humana/epidemiologia , Internet , Vacinação/tendências , Adolescente , Adulto , Idoso , Austrália/epidemiologia , Criança , Pré-Escolar , Notificação de Doenças , Feminino , Humanos , Incidência , Lactente , Recém-Nascido , Influenza Humana/prevenção & controle , Masculino , Pessoa de Meia-Idade , Prevalência , Estudos Retrospectivos , Estações do Ano , Adulto Jovem
6.
Emerg Infect Dis ; 19(11): 1863-5, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24207165

RESUMO

A timely measure of circulating influenza virus severity has been elusive. Flutracking, the Australian online influenza-like illness surveillance system, was used to construct a surveillance pyramid in near real time for 2011/2012 participants and demonstrated a striking difference between years. Such pyramids will facilitate rapid estimation of attack rates and disease severity.


Assuntos
Influenza Humana/epidemiologia , Influenza Humana/prevenção & controle , Sistemas On-Line , Vigilância da População/métodos , Austrália , Controle de Doenças Transmissíveis , Humanos , Estações do Ano , Fatores de Tempo
7.
Commun Dis Intell Q Rep ; 37(4): E398-406, 2013 Dec 31.
Artigo em Inglês | MEDLINE | ID: mdl-24882237

RESUMO

Flutracking is a national online community influenza-like illness (ILI) surveillance system that monitors weekly ILI activity and field vaccine effectiveness (FVE). This article reports on the 2011 and 2012 findings from Flutracking. There was a 22% increase in participants to 16,046 who completed at least one survey in 2012, compared with 2011 (13,101). By October 2012 (the end of the 2012 season), 54.2% of participants had received the 2012 seasonal vaccine, while by the end of the 2011 season, 55.9% of participants had received the 2011 seasonal vaccine. From 2007 to 2012 the FVE calculation for New South Wales participants demonstrated that the seasonal vaccine was effective except in 2009 when a novel H1N1 virus was dominant. The 2012 Flutracking ILI weekly incidence peaked in mid-July at 4.9% in the unvaccinated group, 1 month earlier than laboratory confirmed influenza. The 2011 Flutracking ILI weekly incidence peaked in mid-August at 4.1% in the unvaccinated group, 1 week later than laboratory confirmed influenza. Similar to laboratory notifications, there was an increase in ILI activity from 2010 to 2012, with the peak weekly ILI prevalence for 2012 Flutracking data, (unstratified by vaccination status), being higher (4.7%) than the peak weekly prevalence for 2011 (3.8%) and 2010 (3.7%). The 2012 Flutracking influenza season showed moderate levels of ILI, compared with lower levels of ILI seen in 2011 and 2010, and consistent with the increase in national influenza laboratory notifications.


Assuntos
Influenza Humana/epidemiologia , Internet , Vigilância da População , Inquéritos e Questionários , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Austrália/epidemiologia , Criança , Pré-Escolar , Notificação de Doenças , Feminino , História do Século XXI , Humanos , Incidência , Lactente , Recém-Nascido , Vacinas contra Influenza , Influenza Humana/história , Influenza Humana/prevenção & controle , Masculino , Pessoa de Meia-Idade , Prevalência , Estações do Ano , Vacinação , Adulto Jovem
8.
Artigo em Inglês | MEDLINE | ID: mdl-36958929

RESUMO

Abstract: FluTracking provided evidence for an early, long, but moderate influenza season in the Australian community compared to prior years. Influenza-like illness (ILI) activity in 2019 peaked earlier (week ending 16 June) than any season on record in FluTracking data. ILI attack rates were above average early in the 2019 season (peak of 2.2%), and the duration of peak activity was longer than most prior years. However, ILI attack rates were lower than the five-year average in the latter half of the season. FluTracking participants reported higher vaccination coverage in 2019 (73.3%) compared with 2018 (65.7%), with the most notable increase in children aged less than five years (69.3% in 2019, compared to 55.6% in 2018). The total 2019 count of laboratory notifications (312,945) was higher than prior years (2007 onwards), and the peak weekly count of 18,429 notifications in 2019 was also higher than all prior years, except 2017. FluTracking makes a comparison to another surveillance system each year. The peak weekly percentage of calls to HealthDirect that were influenza-related was higher in 2019 (12.8%) than for 2014-2018 (range of 8.2-11.4% for peak week of activity each year). FluTracking participants reported a 2.5 times increase in influenza testing from 2018 to 2019 and a 1.5 times increase from 2017. Although 2019 was of higher activity and severity than 2018, Flutracking data indicates that 2019 was a lower activity and severity season than 2017, and notifications and influenza-related calls were heightened by increased community concern and testing.


Assuntos
Influenza Humana , Criança , Humanos , Pré-Escolar , Austrália/epidemiologia , Influenza Humana/epidemiologia , Incidência , Estações do Ano , Laboratórios
9.
JMIR Public Health Surveill ; 9: e46644, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37490846

RESUMO

Participatory surveillance (PS) has been defined as the bidirectional process of transmitting and receiving data for action by directly engaging the target population. Often represented as self-reported symptoms directly from the public, PS can provide evidence of an emerging disease or concentration of symptoms in certain areas, potentially identifying signs of an early outbreak. The construction of sets of symptoms to represent various disease syndromes provides a mechanism for the early detection of multiple health threats. Global Flu View (GFV) is the first-ever system that merges influenza-like illness (ILI) data from more than 8 countries plus 1 region (Hong Kong) on 4 continents for global monitoring of this annual health threat. GFV provides a digital ecosystem for spatial and temporal visualization of syndromic aggregates compatible with ILI from the various systems currently participating in GFV in near real time, updated weekly. In 2018, the first prototype of a digital platform to combine data from several ILI PS programs was created. At that time, the priority was to have a digital environment that brought together different programs through an application program interface, providing a real time map of syndromic trends that could demonstrate where and when ILI was spreading in various regions of the globe. After 2 years running as an experimental model and incorporating feedback from partner programs, GFV was restructured to empower the community of public health practitioners, data scientists, and researchers by providing an open data channel among these contributors for sharing experiences across the network. GFV was redesigned to serve not only as a data hub but also as a dynamic knowledge network around participatory ILI surveillance by providing knowledge exchange among programs. Connectivity between existing PS systems enables a network of cooperation and collaboration with great potential for continuous public health impact. The exchange of knowledge within this network is not limited only to health professionals and researchers but also provides an opportunity for the general public to have an active voice in the collective construction of health settings. The focus on preparing the next generation of epidemiologists will be of great importance to scale innovative approaches like PS. GFV provides a useful example of the value of globally integrated PS data to help reduce the risks and damages of the next pandemic.


Assuntos
Ecossistema , Influenza Humana , Humanos , Saúde Global , Influenza Humana/epidemiologia , Influenza Humana/prevenção & controle , Influenza Humana/diagnóstico , Surtos de Doenças/prevenção & controle , Pandemias
12.
Public Health Res Pract ; 31(1)2021 03 10.
Artigo em Inglês | MEDLINE | ID: mdl-33690785

RESUMO

Objectives and importance of study: Young children are at higher risk for serious influenza outcomes but, historically, Australian children aged less than 5 years have had low seasonal influenza vaccine uptake. In 2018, most Australian jurisdictions implemented funded influenza vaccine programs targeted at improving vaccine uptake in this age group. Our aim was to determine how successful these programs were at improving self-reported seasonal influenza vaccine uptake at the community level by comparing vaccination rates in each Australian jurisdiction before and after the introduction of funded vaccines for children aged 6 months to less than 5 years, as well as other age groups. STUDY TYPE: Volunteer observational cohort study. METHODS: Flutracking is an email-based surveillance tool for influenza-like illness that collects information about symptoms and influenza vaccination. We used historical data from 2014 to 2017 to estimate baseline vaccination status before funding of childhood influenza vaccines was introduced. We compared self-reported vaccine uptake in children younger than 5 years, children aged 5-17 years and adults (18-64 years, and 65 years and older) in 2018 and 2019 by state or territory. Mixed effects logistic regressions were used to measure the association between vaccination and a number of predictors, including whether the child was eligible for free vaccines, and whether adults resided with children or not. RESULTS: We found large increases in vaccine uptake for children younger than 5 years in 2018 in all jurisdictions except Western Australia (where vaccines were already funded) and the Northern Territory (where funded vaccines were not introduced until 2019) that coincided with vaccine policy changes. Self-reported vaccination rates for young children in 2018 increased 2.7-4.2-fold in jurisdictions that funded the vaccine (compared with the previous, unfunded period). Being eligible for the funded vaccine was associated with much higher odds (odds ratio [OR] 4.75; 95% confidence interval [CI] 4.57, 4.79) of a young child being vaccinated. Older children and adults younger than 65 years were also more likely to receive the vaccine following policy changes. CONCLUSION: The seasonal influenza vaccine is an important protective measure for those at risk of serious outcomes, including young children. Flutracking data demonstrates that government-funded vaccines can lead to an almost five-fold increase in self-reported vaccine uptake of the targeted age group, as well as previously unreported flow-on effects to older children. This suggests that funded vaccines for young children may encourage caregivers to also vaccinate themselves and their older children.


Assuntos
Vacinas contra Influenza/uso terapêutico , Influenza Humana/prevenção & controle , Vacinação/estatística & dados numéricos , Adolescente , Adulto , Idoso , Austrália/epidemiologia , Criança , Pré-Escolar , Estudos de Coortes , Humanos , Programas de Imunização/métodos , Lactente , Modelos Logísticos , Pessoa de Meia-Idade , Northern Territory/epidemiologia , Austrália Ocidental/epidemiologia , Adulto Jovem
13.
Emerg Infect Dis ; 16(12): 1960-2, 2010 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-21122231

RESUMO

We compared the accuracy of online data obtained from the Flutracking surveillance system during pandemic (H1N1) 2009 in Australia with data from other influenza surveillance systems. Flutracking accurately identified peak influenza activity timing and community influenza-like illness activity and was significantly less biased by treatment-seeking behavior and laboratory testing protocols than other systems.


Assuntos
Coleta de Dados , Monitoramento Ambiental , Vírus da Influenza A Subtipo H1N1 , Influenza Humana/epidemiologia , Sistemas On-Line , Pandemias , Austrália/epidemiologia , Monitoramento Epidemiológico , Humanos , Incidência
14.
Epidemics ; 33: 100404, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-33002805

RESUMO

Estimating seasonal influenza prevalence is of undeniable public health importance, but remains challenging with traditional datasets due to cost and timeliness. Digital epidemiology has the potential to address this challenge, but can introduce sampling biases that are distinct to traditional systems. In online participatory health surveillance systems, the voluntary nature of the data generating process must be considered to address potential biases in estimates. Here we examine user behaviours in one such platform, FluTracking, from 2011 to 2017. We build a Bayesian model to estimate probabilities of an individual reporting in each week, given their past reporting behaviour, and to infer the weekly prevalence of influenza-like-illness (ILI) in Australia. We show that a model that corrects for user behaviour can substantially affect ILI estimates. The model examined here elucidates several factors, such as the status of having ILI and consistency of prior reporting, that are strongly associated with the likelihood of participating in online health surveillance systems. This framework could be applied to other digital participatory health systems where participation is inconsistent and sampling bias may be of concern.


Assuntos
Monitoramento Epidemiológico , Austrália/epidemiologia , Teorema de Bayes , Humanos , Influenza Humana/epidemiologia , Prevalência , Saúde Pública
15.
Public Health Res Pract ; 29(4)2019 Dec 04.
Artigo em Inglês | MEDLINE | ID: mdl-31800644

RESUMO

The Australian Bureau of Statistics (ABS) Standard Indigenous Question (SIQ) uses a question about 'origin' to collect data on Aboriginal and Torres Strait Islander people. A 2014 review found strong support among Aboriginal and Torres Strait Islander stakeholders for a question focusing on cultural identity, rather than origin. However the ABS retained the origin question to preserve data continuity. In contrast, an Australian influenza-like illness surveillance system, FluTracking, has included the question: "Do you identify as Aboriginal or Torres Strait Islander?" for the past 8 years. Brief consultations found that Aboriginal health professionals and academics preferred the 'identify' question as a more accurate descriptor of social realities of Aboriginal and Torres Strait communities. Statistical collections could adapt to improve the quality of Aboriginal and Torres Strait Islander data, and seek to reflect reality, not define it.


Assuntos
Análise de Dados , Atenção à Saúde/estatística & dados numéricos , Guias como Assunto , Serviços de Saúde do Indígena/estatística & dados numéricos , Havaiano Nativo ou Outro Ilhéu do Pacífico/estatística & dados numéricos , Austrália , Humanos , Reprodutibilidade dos Testes
16.
PLoS One ; 14(11): e0225528, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31774831

RESUMO

Species of terebratulide brachiopods have been largely characterized qualitatively on the basis of morphology. Furthermore, species-level morphological variability has rarely been analyzed within a quantitative framework. The objective of our research is to quantify morphological variation to test the validity of extant named species of terebratulide brachiopods, focusing on the lophophore-supporting structures-the "long loops." Long loops are the most distinctive and complex morphological feature in terebratellidine brachiopods and are considered to be phylogenetically and taxonomically informative. We studied eight species with problematic species identities in three genera distributed in the North Pacific: Laqueus, Terebratalia, and Dallinella. Given how geometrically complex long loops are, we generated 3D models from computed tomography (CT) scans of specimens of these eight species and analyzed them using 3D geometric morphometrics. Our goal was to determine ranges of variation and to test whether species are clearly distinguishable from one another in morphospace and statistically. Previous studies have suggested that some species might be overly split and are indistinguishable. Our results show that these extant species of terebratellidines can be reliably distinguished on the basis of quantitative loop morphometrics. Using 3D geometric morphometric methods, we demonstrate the utility of CT beyond purely descriptive imaging purposes in testing the morphometric validity of named species. It is crucial to treat species described and named from qualitative morphology as working hypotheses to be tested; many macroevolutionary studies depend upon the accurate assessment of species in order to identify and seek to explain macroevolutionary patterns. Our results provide quantitative documentation of the distinction of these species and thus engender greater confidence in their use to characterize macroevolutionary patterns among extant terebratellidine brachiopods. These methods, however, require further testing in extinct terebratellidines, which only rarely preserve the delicate long loop in three dimensions. In addition, molecular analyses of extant terebratellidines will test the species delimitations supported by the morphometric analyses presented in this study. [Species determination; morphological variability; 3D geometric morphometrics; terebratulide brachiopods; long loops.].


Assuntos
Exoesqueleto/anatomia & histologia , Valvas Cardíacas/anatomia & histologia , Invertebrados/anatomia & histologia , Malha Trabecular/anatomia & histologia , Exoesqueleto/fisiologia , Animais , Valvas Cardíacas/fisiologia , Invertebrados/fisiologia , Malha Trabecular/fisiologia
17.
Artigo em Inglês | MEDLINE | ID: mdl-31315314

RESUMO

Flutracking participation continued to grow, with a total of 33,947 participants in 2017 (a 9.5% increase from 2016). The majority of participants completed their survey within 24 hours of the email being sent (average 72.5% responses received in 24 hours). Overall, the rate of influenza-like illness (ILI) in 2017 was higher and remained elevated for a longer period compared to previous years except for the 2009 pandemic. Flutracking placed the severity and magnitude of the influenza season into historical context. Following the highest number of laboratory-notified influenza cases on record (2.8-fold increase from 2016), Flutracking data demonstrated a large increase in the percent of participants with fever and cough that were tested for influenza (2.9% to 5.0% for 2016 and 2017 respectively) and thus determined it was increased laboratory testing that contributed to the substantial increase in influenza notifications. Flutracking participants with fever and cough that were tested for influenza have increased each year from 2013 to 2017 at the national level, with a large increase from 2016 (2.9%) to 2017 (5.0%). The peak weekly fever and cough attack rate occurred in mid-August, with 4.1% ILI in the unvaccinated, compared to 3.1% in vaccinated Flutrackers. In the peak four weeks of ILI, 12.3% of participants experienced an episode of fever and cough. Divergence between the vaccinated and unvaccinated participants' ILI percentages was highest during the week ending 6 August 2017 (4.1% in the unvaccinated group and 2.7% in the vaccinated group). The timing of the ILI peak amongst Flutracking participants was consistent with peak notifications of laboratory-confirmed influenza.


Assuntos
Infecções Comunitárias Adquiridas/epidemiologia , Influenza Humana/epidemiologia , Sistemas On-Line , Vigilância da População , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Austrália/epidemiologia , Criança , Pré-Escolar , Tosse/epidemiologia , Notificação de Doenças , Feminino , Febre/epidemiologia , Humanos , Incidência , Lactente , Vacinas contra Influenza/administração & dosagem , Influenza Humana/prevenção & controle , Masculino , Pessoa de Meia-Idade , Faringite/epidemiologia , Inquéritos e Questionários , Fatores de Tempo , Adulto Jovem
18.
Artigo em Inglês | MEDLINE | ID: mdl-30982296

RESUMO

Flutracking is a national online community influenza-like illness (ILI) surveillance system that monitors weekly ILI attack rates and seriousness of disease in the Australian community. This article reports on the 2016 findings. From 2015 to 2016 there was an 11.4% increase in participants to 30,998 completing at least one survey with a peak weekly response of 27,094 participants and a minimum weekly response of 26,123. The 2016 Flutracking national weekly percentage of participants with fever and cough peaked in late August at 2.7%, one week earlier than the national counts of laboratory confirmed influenza peaked. A lower percentage of participants took 2 or more days off from work or normal duties and sought medical advice in 2016 (peak level 1.6% and 1.0% respectively) compared with 2015 (peak level 2.0% and 1.3% respectively). Flutracking fever and cough peaked in the same week as death rates for influenza and pneumonia recorded by the NSW Registry of Births, Deaths and Marriages. The percentage of participants aged 0 to 14 years with cough and fever was higher than all other age groups in 2016. Overall, Flutracking surveillance demonstrated that the attack rates and seriousness of disease for the 2016 season at the community level were lower than 2015 and 2014.

19.
Trop Med Infect Dis ; 4(1)2019 Jan 11.
Artigo em Inglês | MEDLINE | ID: mdl-30641917

RESUMO

For diseases such as influenza, where the majority of infected persons experience mild (if any) symptoms, surveillance systems are sensitive to changes in healthcare-seeking and clinical decision-making behaviours. This presents a challenge when trying to interpret surveillance data in near-real-time (e.g., to provide public health decision-support). Australia experienced a particularly large and severe influenza season in 2017, perhaps in part due to: (a) mild cases being more likely to seek healthcare; and (b) clinicians being more likely to collect specimens for reverse transcription polymerase chain reaction (RT-PCR) influenza tests. In this study, we used weekly Flutracking surveillance data to estimate the probability that a person with influenza-like illness (ILI) would seek healthcare and have a specimen collected. We then used this estimated probability to calibrate near-real-time seasonal influenza forecasts at each week of the 2017 season, to see whether predictive skill could be improved. While the number of self-reported influenza tests in the weekly surveys are typically very low, we were able to detect a substantial change in healthcare seeking behaviour and clinician testing behaviour prior to the high epidemic peak. Adjusting for these changes in behaviour in the forecasting framework improved predictive skill. Our analysis demonstrates a unique value of community-level surveillance systems, such as Flutracking, when interpreting traditional surveillance data. These methods are also applicable beyond the Australian context, as similar community-level surveillance systems operate in other countries.

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