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1.
Euro Surveill ; 28(43)2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37883041

RESUMO

In Europe, National Immunisation Technical Advisory Groups (NITAGs) were established in most countries to promote evidence-informed decision-making in introducing new or improved vaccines or changing recommendations for existing ones. Still, the role, activities and outcomes of NITAGs have not been optimally implemented across Europe. Within the European Joint Action on Vaccination (EU-JAV), we conducted a survey to collect information on decision-making process including the main criteria for the introduction of new vaccines or changes to recommendations on their use. Between December 2021 and January 2022, 13 of the 28 European countries invited participated in an online survey. The criteria ranked as most relevant were disease burden and availability of financial resources. Only one country specified that the NITAG recommendations were binding for the government or the health authority. Vaccinations more often reported for introduction or recommendation changes were those against herpes zoster, influenza, human papillomavirus infection, pneumococcal and meningococcal disease. The planned changes will mainly address children and adolescents (2-18 years) and adults (≥ 45-65 years). Our findings show potential overlaps in the activities of NITAGs between countries; and therefore, collaboration between NITAGs may lead to optimisation of the workload and better use of resources.


Assuntos
Vacinas contra Influenza , Vacinação , Adolescente , Adulto , Criança , Humanos , Imunização , Vacinas Pneumocócicas , Europa (Continente)
2.
Eur J Public Health ; 31(1): 37-44, 2021 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-33416859

RESUMO

BACKGROUND: International literature suggests that disadvantaged groups are at higher risk of morbidity and mortality from SARS-CoV-2 infection due to poorer living/working conditions and barriers to healthcare access. Yet, to date, there is no evidence of this disproportionate impact on non-national individuals, including economic migrants, short-term travellers and refugees. METHODS: We analyzed data from the Italian surveillance system of all COVID-19 laboratory-confirmed cases tested positive from the beginning of the outbreak (20th of February) to the 19th of July 2020. We used multilevel negative-binomial regression models to compare the case fatality and the rate of admission to hospital and intensive care unit (ICU) between Italian and non-Italian nationals. The analysis was adjusted for differences in demographic characteristics, pre-existing comorbidities, and period of diagnosis. RESULTS: We analyzed 213 180 COVID-19 cases, including 15 974 (7.5%) non-Italian nationals. We found that, compared to Italian cases, non-Italian cases were diagnosed at a later date and were more likely to be hospitalized {[adjusted rate ratio (ARR)=1.39, 95% confidence interval (CI): 1.33-1.44]} and admitted to ICU (ARR=1.19, 95% CI: 1.07-1.32), with differences being more pronounced in those coming from countries with lower human development index (HDI). We also observed an increased risk of death in non-Italian cases from low-HDI countries (ARR=1.32, 95% CI: 1.01-1.75). CONCLUSIONS: A delayed diagnosis in non-Italian cases could explain their worse outcomes compared to Italian cases. Ensuring early access to diagnosis and treatment to non-Italians could facilitate the control of SARS-CoV-2 transmission and improve health outcomes in all people living in Italy, regardless of nationality.


Assuntos
COVID-19/epidemiologia , Atenção à Saúde/organização & administração , Hospitalização/estatística & dados numéricos , Unidades de Terapia Intensiva/estatística & dados numéricos , Refugiados/estatística & dados numéricos , SARS-CoV-2 , Migrantes/estatística & dados numéricos , Adulto , Comorbidade , Diagnóstico Tardio , Feminino , Acessibilidade aos Serviços de Saúde , Disparidades em Assistência à Saúde , Humanos , Itália/epidemiologia , Masculino , Pessoa de Meia-Idade , Morbidade , Pandemias , Refugiados/psicologia , Migrantes/psicologia
3.
Euro Surveill ; 26(25)2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-34169819

RESUMO

To assess the real-world impact of vaccines on COVID-19 related outcomes, we analysed data from over 7 million recipients of at least one COVID-19 vaccine dose in Italy. Taking 0-14 days post-first dose as reference, the SARS-CoV-2 infection risk subsequently decreased, reaching a reduction by 78% (incidence rate ratios (IRR): 0.22; 95% CI: 0.21-0.24) 43-49 days post-first dose. Similarly, hospitalisation and death risks decreased, with 89% (IRR: 0.11; 95% CI: 0.09-0.15) and 93% (IRR: 0.07; 95% CI: 0.04-0.11) reductions 36-42 days post-first dose. Our results support ongoing vaccination campaigns.


Assuntos
COVID-19 , Vacinas , Vacinas contra COVID-19 , Hospitalização , Hospitais , Humanos , Itália/epidemiologia , SARS-CoV-2
4.
Euro Surveill ; 25(49)2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-33303064

RESUMO

BackgroundOn 20 February 2020, a locally acquired coronavirus disease (COVID-19) case was detected in Lombardy, Italy. This was the first signal of ongoing transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in the country. The number of cases in Italy increased rapidly and the country became the first in Europe to experience a SARS-CoV-2 outbreak.AimOur aim was to describe the epidemiology and transmission dynamics of the first COVID-19 cases in Italy amid ongoing control measures.MethodsWe analysed all RT-PCR-confirmed COVID-19 cases reported to the national integrated surveillance system until 31 March 2020. We provide a descriptive epidemiological summary and estimate the basic and net reproductive numbers by region.ResultsOf the 98,716 cases of COVID-19 analysed, 9,512 were healthcare workers. Of the 10,943 reported COVID-19-associated deaths (crude case fatality ratio: 11.1%) 49.5% occurred in cases older than 80 years. Male sex and age were independent risk factors for COVID-19 death. Estimates of R0 varied between 2.50 (95% confidence interval (CI): 2.18-2.83) in Tuscany and 3.00 (95% CI: 2.68-3.33) in Lazio. The net reproduction number Rt in northern regions started decreasing immediately after the first detection.ConclusionThe COVID-19 outbreak in Italy showed a clustering onset similar to the one in Wuhan, China. R0 at 2.96 in Lombardy combined with delayed detection explains the high case load and rapid geographical spread. Overall, Rt in Italian regions showed early signs of decrease, with large diversity in incidence, supporting the importance of combined non-pharmacological control measures.


Assuntos
Número Básico de Reprodução , COVID-19/epidemiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , COVID-19/mortalidade , COVID-19/transmissão , Feminino , Pessoal de Saúde/estatística & dados numéricos , Humanos , Itália/epidemiologia , Masculino , Pessoa de Meia-Idade , Mortalidade , SARS-CoV-2
5.
Epidemiol Prev ; 44(5-6 Suppl 2): 70-80, 2020.
Artigo em Italiano | MEDLINE | ID: mdl-33412796

RESUMO

OBJECTIVES: to describe the integrated surveillance system of COVID-19 in Italy, to illustrate the outputs used to return epidemiological information on the spread of the epidemic to the competent public health bodies and to the Italian population, and to describe how the surveillance data contributes to the ongoing weekly regional monitoring and risk assessment system. METHODS: the COVID-19 integrated surveillance system is the result of a close and continuous collaboration between the Italian National Institute of Health (ISS), the Italian Ministry of Health, and the regional and local health authorities. Through a web platform, it collects individual data of laboratory confirmed cases of SARS-CoV-2 infection and gathers information on their residence, laboratory diagnosis, hospitalisation, clinical status, risk factors, and outcome. Results, for different levels of aggregation and risk categories, are published daily and weekly on the ISS website, and made available to national and regional public health authorities; these results contribute one of the information sources of the regional monitoring and risk assessment system. RESULTS: the COVID-19 integrated surveillance system monitors the space-time distribution of cases and their characteristics. Indicators used in the weekly regional monitoring and risk assessment system include process indicators on completeness and results indicators on weekly trends of newly diagnosed cases per Region. CONCLUSIONS: the outputs of the integrated surveillance system for COVID-19 provide timely information to health authorities and to the general population on the evolution of the epidemic in Italy. They also contribute to the continuous re-assessment of risk related to transmission and impact of the epidemic thus contributing to the management of COVID-19 in Italy.


Assuntos
COVID-19/epidemiologia , Vigilância da População , SARS-CoV-2 , Hospitalização/estatística & dados numéricos , Humanos , Disseminação de Informação , Itália/epidemiologia , Vigilância da População/métodos , Relatório de Pesquisa , Risco
6.
Euro Surveill ; 24(17)2019 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-31039836

RESUMO

BackgroundMeasles is still endemic in Italy and outbreaks are frequent. From 2016 to 2018, more than 7,000 measles cases were reported to the national integrated measles and rubella surveillance system, the largest outbreak since implementation of this system.AimWe aimed to describe the characteristics and spatiotemporal distribution of measles cases in Italy and explore determinants of incidence at municipality level.MethodsWe performed a retrospective observational study, mapping by municipalityall measles cases reported to the national surveillance system with symptom onset between 1 September 2016 and 31 July 2018. We also analysed measles-mumps-rubella (MMR) vaccination coverage (VC) data (2000-2017) for the first and second dose, collected from the Ministry of Health. We used regression analysis to explore factors associated with measles incidence at municipality level.ResultsWe analysed 7,854 cases, 3,927 (50%) female. Median age was 26 years; 475 cases (6%) were younger than 1 year. The outbreak occurred in two epidemic waves. The first started in central/northern regions (end of 2016), the second (mostly within 2018) was concentrated in southern regions. In 2016 and 2017, national VC was below 95% for both MMR doses. In 2017, only one region reported VC above 95% for the first dose. At municipality level, incidence was associated with higher urbanisation, less deprivation and fewer adults.ConclusionThe spread of measles between September 2016 and July 2018 in Italy indicates the need to improve VC and to explore further how societal and other parameters might be linked to incidence.


Assuntos
Surtos de Doenças , Vacina contra Sarampo-Caxumba-Rubéola/administração & dosagem , Sarampo/epidemiologia , Cobertura Vacinal/estatística & dados numéricos , Vacinação/estatística & dados numéricos , Adolescente , Adulto , Criança , Pré-Escolar , Feminino , Humanos , Incidência , Lactente , Itália/epidemiologia , Masculino , Sarampo/prevenção & controle , Vírus do Sarampo/isolamento & purificação , Caxumba/epidemiologia , Estudos Retrospectivos , Rubéola (Sarampo Alemão)/epidemiologia , Estudos Soroepidemiológicos , Análise Espaço-Temporal , Adulto Jovem
7.
Euro Surveill ; 24(6)2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30755294

RESUMO

BackgroundPaediatrician recommendations are known to influence parental vaccine decisions.AimOur aim was to examine vaccination knowledge, attitudes and practices among paediatricians in Italy and identify factors associated with their confidence in addressing parental questions.MethodsAn electronic questionnaire survey was conducted from February to March 2016, among a sample of Italian paediatricians.ResultsThe survey was completed by 903 paediatricians (mean age: 56 years). Of 885 who responded to the specific question, 843 (95.3%) were completely favourable to vaccinations. Sixty-six per cent (570/862) felt sufficiently knowledgeable about vaccinations and vaccine-preventable diseases to confidently discuss them with parents. Paediatricians who were male, who were 55 years or older, who had participated in training courses in the last 5 years, who reported that taking courses and reading the scientific literature had contributed to their knowledge, or who had implemented vaccination promotion activities, felt more knowledgeable than other paediatricians. When asked to rate their level of agreement with statements about vaccine safety and effectiveness, only 8.9% (80/903) responded fully as expected. One third (294/878) did not systematically verify that their patients are up to date with the immunisation schedule. Only 5.4% (48/892) correctly identified all true and false contraindications.ConclusionsThe majority of paediatricians in Italy are favourable to vaccination but gaps were identified between their overall positive attitudes and their knowledge, beliefs and practices. Targeted interventions are needed aimed at increasing paediatricians' confidence in addressing parents' concerns, strengthening trust towards health authorities and improving systems barriers.


Assuntos
Conhecimentos, Atitudes e Prática em Saúde , Pais/psicologia , Pediatras , Padrões de Prática Médica/estatística & dados numéricos , Vacinação , Vacinas/administração & dosagem , Adulto , Idoso , Criança , Competência Clínica , Feminino , Humanos , Programas de Imunização , Itália , Masculino , Pessoa de Meia-Idade , Inquéritos e Questionários , Vacinação/efeitos adversos , Instituições Filantrópicas de Saúde
8.
Euro Surveill ; 24(24)2019 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-31213222

RESUMO

Italy is a low-incidence country for tuberculosis (TB). We describe a TB outbreak in a primary school in north-eastern Italy, involving 10 cases of active pulmonary disease and 42 cases of latent infection. The index case was detected in March 2019, while the primary case, an Italian-born schoolteacher, was likely infectious since January 2018. Administration of a pre-employment health questionnaire to school staff with sustained contact with children should be considered in low-incidence countries.


Assuntos
Surtos de Doenças , Instituições Acadêmicas , Tuberculose Pulmonar/epidemiologia , Tuberculose Pulmonar/transmissão , Criança , Surtos de Doenças/prevenção & controle , Feminino , Humanos , Itália/epidemiologia , Masculino , Pessoa de Meia-Idade , Tuberculose Pulmonar/diagnóstico por imagem
9.
Eur J Pediatr ; 176(7): 955-962, 2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28551878

RESUMO

In accordance with the goals of the World Health Organization Regional Committee for Europe, the Italian national Measles and Rubella Elimination Plan 2010-2015 aimed to reduce the incidence of congenital rubella cases to <1 case/100,000 live births by 2015. In Italy, a passive national surveillance system for congenital rubella and rubella in pregnancy is active since 2005. We estimated the degree of underreporting of congenital rubella, performing a capture-recapture analysis of cases detected through two independent sources: the national surveillance system and the national hospital discharge database, in the years 2010-2014. We found that 6 out of 11 cases tracked in the retrospective case-finding from hospital registries had not been notified to the surveillance system, and we estimated a degree of underreporting of 53% for the period 2010-2014. This approach showed to be simple to perform, repeatable, and effective. CONCLUSION: In order to reduce underreporting, some actions aimed at strengthening surveillance procedures are needed. The adoption on a routine basis of the review of hospital discharge registries for case-finding, monthly zero-reporting, and actions to train and sensitize all the specialists involved in the care of pregnant women and the newborns to notification procedures are recommended. What is Known • In Italy, the incidence of congenital rubella was below the WHO target of 1/100,000 live births in 2005-2015, except for two peaks in 2008 and 2012 (5 and 4/100,000, respectively). • Further efforts are required to improve congenital rubella surveillance so that it is more sensitive and specific. The WHO proposes retrospective case-finding from hospital records as an alternative approach to detect infants with congenital rubella. What is New • Underreporting of congenital rubella in Italy was 53% in 2010-2014. • Hospital discharge registries resulted to be an appropriate source to detect congenital rubella cases.


Assuntos
Notificação de Doenças/estatística & dados numéricos , Vigilância em Saúde Pública , Rubéola (Sarampo Alemão)/congênito , Rubéola (Sarampo Alemão)/epidemiologia , Humanos , Incidência , Recém-Nascido , Itália/epidemiologia , Alta do Paciente , Sistema de Registros , Estudos Retrospectivos , Rubéola (Sarampo Alemão)/diagnóstico , Rubéola (Sarampo Alemão)/prevenção & controle
10.
Euro Surveill ; 22(37)2017 Sep 14.
Artigo em Inglês | MEDLINE | ID: mdl-28933342

RESUMO

We report an ongoing measles outbreak in Italy, with over 4,400 cases reported in 20 Regions from January to August 2017. Median age was 27 years, 88% of the cases were unvaccinated. The highest incidence was in infants below one year of age and 7% of cases occurred among healthcare workers. Three deaths occurred and two cases of encephalitis were reported. Wide immunity gaps and nosocomial transmission are major challenges to measles elimination in Italy.


Assuntos
Infecção Hospitalar/epidemiologia , Surtos de Doenças , Vacina contra Sarampo/administração & dosagem , Vacina contra Sarampo/imunologia , Sarampo/epidemiologia , Vacinação/estatística & dados numéricos , Adolescente , Adulto , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Criança , Pré-Escolar , Feminino , Humanos , Incidência , Lactente , Recém-Nascido , Transmissão de Doença Infecciosa do Paciente para o Profissional , Itália/epidemiologia , Masculino , Sarampo/prevenção & controle , Pessoa de Meia-Idade , Adulto Jovem
11.
J Med Virol ; 88(6): 1081-5, 2016 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-26496509

RESUMO

In 2013, the majority of the WHO/EUR countries reported an annual incidence of >1 case per one million population indicating that the elimination target is far from being met. Thus, there is the urgent need to uncover and analyze chains of measles virus (MV) transmission with the objective to identify vulnerable groups and avoid possible routes of introduction of MV variants in the European population. The analysis of molecular epidemiology of MV B3 strains identified in 2014 has shown that four different variants co-circulated in Italy, including the strain that caused a cruise-line ship outbreak at the beginning of the year.


Assuntos
Variação Genética , Vírus do Sarampo/genética , Sarampo/epidemiologia , Sarampo/virologia , Surtos de Doenças , Teste em Amostras de Sangue Seco , Genótipo , Humanos , Incidência , Itália/epidemiologia , Sarampo/etnologia , Sarampo/transmissão , Vírus do Sarampo/classificação , Vírus do Sarampo/fisiologia , Filogenia , RNA Viral/genética , Urina/virologia
12.
Euro Surveill ; 21(20)2016 May 19.
Artigo em Inglês | MEDLINE | ID: mdl-27240004

RESUMO

A measles outbreak occurred from November 2015 to April 2016 in two northern Italian regions, affecting the Roma/Sinti ethnic population and nosocomial setting. Overall, 67 cases were reported. Median age of 43 cases in three Roma/Sinti camps was four years, nosocomial cases were mainly adults. The outbreak was caused by a new measles virus B3.1 variant. Immunisation resources and strategies should be directed at groups with gaps in vaccine coverage, e.g. Roma/Sinti and healthcare workers.


Assuntos
Infecção Hospitalar/epidemiologia , Surtos de Doenças , Transmissão de Doença Infecciosa do Paciente para o Profissional/estatística & dados numéricos , Vírus do Sarampo/isolamento & purificação , Sarampo/etnologia , Sarampo/transmissão , Adulto , Genótipo , Humanos , Itália/epidemiologia , Sarampo/virologia , Vacina contra Sarampo/administração & dosagem , Vírus do Sarampo/classificação , Vírus do Sarampo/genética , Pessoa de Meia-Idade , Dados de Sequência Molecular , Filogenia , Vigilância da População , Fatores de Risco
13.
Emerg Infect Dis ; 21(8): 1444-6, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26196266

RESUMO

We report a measles outbreak in Sardinia, Italy, that originated in a cruise ship passenger. The outbreak showed extensive nosocomial transmission (44 of 80 cases). To minimize nosocomial transmission, health care facilities should ensure that susceptible health care workers are vaccinated against measles and should implement effective infection control procedures.


Assuntos
Infecção Hospitalar/epidemiologia , Sarampo/epidemiologia , Navios , Adolescente , Adulto , Criança , Pré-Escolar , Surtos de Doenças/prevenção & controle , Feminino , Humanos , Lactente , Itália/epidemiologia , Masculino , Sarampo/transmissão , Pessoa de Meia-Idade , Recreação , Viagem
14.
Vaccine ; 41(7): 1286-1289, 2023 02 10.
Artigo em Inglês | MEDLINE | ID: mdl-36669968

RESUMO

From January 2020 to July 2022, 120 measles cases were reported to the Italian national surveillance system, of which 105 had symptom onset in 2020, nine in 2021 and six in the first seven months of 2022. This represents a sharp decline compared to the time period immediately preceding the COVID-19 pandemic, most likely due to the non-pharmaceutical interventions implemented to prevent SARS-CoV2 transmission. Of 105 cases reported in 2020, 103 acquired the infection before a national lockdown was instituted on 9 March 2020. Overall, one quarter of cases reported at least one complication. As non-pharmaceutical pandemic measures are being eased worldwide, and considering measles seasonality, infectiousness, and its potential severity, it is important that countries ensure high vaccination coverage and close immunity gaps, to avoid risk of future outbreaks.


Assuntos
COVID-19 , Sarampo , Humanos , COVID-19/epidemiologia , COVID-19/prevenção & controle , Pandemias/prevenção & controle , RNA Viral , Remoção , SARS-CoV-2 , Controle de Doenças Transmissíveis , Sarampo/epidemiologia , Sarampo/prevenção & controle , Surtos de Doenças/prevenção & controle , Itália/epidemiologia , Vacina contra Sarampo , Vacinação
16.
Vaccine ; 40(13): 1987-1995, 2022 03 18.
Artigo em Inglês | MEDLINE | ID: mdl-35190211

RESUMO

National immunisation programmes require an adequate supply of vaccines to function properly but many countries, globally and in Europe, have reported vaccine shortages. A comprehensive view of vaccine shortages and stockouts in the EU/EEA is missing in the published literature. This study was conducted in the framework of the European Joint Action on Vaccination (EU-JAV). Twenty-eight countries, including 20 EU-JAV consortium member states and an additional 8 EU/EEA countries, were invited to participate in a survey aimed at collecting information on vaccine shortages and stock-outs experienced from 2016 to 2019, their main causes, actions taken, and other aspects of vaccine supply. Twenty-one countries completed the survey (response rate 75%), of which 19 reported at least one shortage/stock-out event. Overall, 115 events were reported, 28 of which led to a change in the national immunisation programme. The most frequently involved vaccines were DT- and dT-containing combination vaccines, hepatitis B, hepatitis A, and BCG vaccines. The median duration of shortages/stock-outs was five months (range <1 month-39 months). Interruption in supply and global shortage were the most frequently indicated causes. Only about half of countries reported having an immunization supply chain improvement plan. Similarly, only about half of countries had recommendations or procedures in place to address shortages/stockouts. The survey also identified the occurrence of shortages/stockouts of other biological products (e.g. diphtheria antitoxin in 12 countries). Public health strategies to assure a stable and adequate vaccine supply for immunization programmes require coordinated actions from all stakeholders, harmonized definitions, strengthening of reporting and monitoring systems, the presence of an immunization supply chain improvement plan in all countries, and procedures or recommendations in place regarding the use of alternative vaccines or vaccination schedules in case of shortages/stockouts.


Assuntos
Saúde Pública , Vacinação , Vacina BCG , Europa (Continente) , Programas de Imunização/métodos
17.
Front Public Health ; 10: 824465, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35664110

RESUMO

In the context of the European Joint Action on Vaccination, we analyzed, through quantitative and qualitative methods, a random sample of vaccine-related tweets published in Italy between November 2019 and June 2020, with the aim of understanding how the Twitter conversation on vaccines changed during the first phase of the pandemic, compared to the pre-pandemic months. Tweets were analyzed by a multidisciplinary team in terms of kind of vaccine, vaccine stance, tone of voice, population target, mentioned source of information. Multiple correspondence analysis was used to identify variables associated with vaccine stance. We analyzed 2,473 tweets. 58.2% mentioned the COVID-19 vaccine. Most had a discouraging stance (38.1%), followed by promotional (32.5%), neutral (22%) and ambiguous (2.5%). The discouraging stance was the most represented before the pandemic (69.6%). In February and March 2020, discouraging tweets decreased intensely and promotional and neutral tweets dominated the conversation. Between April and June 2020, promotional tweets remained more represented (36.5%), followed by discouraging (30%) and neutral (24.3%). The tweets' tone of voice was mainly polemical/complaining, both for promotional and for discouraging tweets. The multiple correspondence analysis identified a definite profile for discouraging and neutral tweets, compared to promotional and ambiguous tweets. In conclusion, the emergence of SARS-CoV-2 caused a deep change in the vaccination discourse on Twitter in Italy, with an increase of promotional and ambiguous tweets. Systematic monitoring of Twitter and other social media, ideally combined with traditional surveys, would enable us to better understand Italian vaccine hesitancy and plan tailored, data-based communication strategies.


Assuntos
COVID-19 , Mídias Sociais , Vacinas , COVID-19/epidemiologia , COVID-19/prevenção & controle , Vacinas contra COVID-19 , Comunicação , Humanos , Pandemias , SARS-CoV-2
18.
Front Public Health ; 10: 948880, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35968436

RESUMO

Social media is increasingly being used to express opinions and attitudes toward vaccines. The vaccine stance of social media posts can be classified in almost real-time using machine learning. We describe the use of a Transformer-based machine learning model for analyzing vaccine stance of Italian tweets, and demonstrate the need to address changes over time in vaccine-related language, through periodic model retraining. Vaccine-related tweets were collected through a platform developed for the European Joint Action on Vaccination. Two datasets were collected, the first between November 2019 and June 2020, the second from April to September 2021. The tweets were manually categorized by three independent annotators. After cleaning, the total dataset consisted of 1,736 tweets with 3 categories (promotional, neutral, and discouraging). The manually classified tweets were used to train and test various machine learning models. The model that classified the data most similarly to humans was XLM-Roberta-large, a multilingual version of the Transformer-based model RoBERTa. The model hyper-parameters were tuned and then the model ran five times. The fine-tuned model with the best F-score over the validation dataset was selected. Running the selected fine-tuned model on just the first test dataset resulted in an accuracy of 72.8% (F-score 0.713). Using this model on the second test dataset resulted in a 10% drop in accuracy to 62.1% (F-score 0.617), indicating that the model recognized a difference in language between the datasets. On the combined test datasets the accuracy was 70.1% (F-score 0.689). Retraining the model using data from the first and second datasets increased the accuracy over the second test dataset to 71.3% (F-score 0.713), a 9% improvement from when using just the first dataset for training. The accuracy over the first test dataset remained the same at 72.8% (F-score 0.721). The accuracy over the combined test datasets was then 72.4% (F-score 0.720), a 2% improvement. Through fine-tuning a machine-learning model on task-specific data, the accuracy achieved in categorizing tweets was close to that expected by a single human annotator. Regular training of machine-learning models with recent data is advisable to maximize accuracy.


Assuntos
COVID-19 , Vacinas , COVID-19/epidemiologia , COVID-19/prevenção & controle , Humanos , Idioma , Aprendizado de Máquina , Pandemias
19.
BMJ ; 376: e069052, 2022 02 10.
Artigo em Inglês | MEDLINE | ID: mdl-35144968

RESUMO

OBJECTIVES: To estimate the effectiveness of mRNA vaccines against SARS-CoV-2 infection and severe covid-19 at different time after vaccination. DESIGN: Retrospective cohort study. SETTING: Italy, 27 December 2020 to 7 November 2021. PARTICIPANTS: 33 250 344 people aged ≥16 years who received a first dose of BNT162b2 (Pfizer-BioNTech) or mRNA-1273 (Moderna) vaccine and did not have a previous diagnosis of SARS-CoV-2 infection. MAIN OUTCOME MEASURES: SARS-CoV-2 infection and severe covid-19 (admission to hospital or death). Data were divided by weekly time intervals after vaccination. Incidence rate ratios at different time intervals were estimated by multilevel negative binomial models with robust variance estimator. Sex, age group, brand of vaccine, priority risk category, and regional weekly incidence in the general population were included as covariates. Geographic region was included as a random effect. Adjusted vaccine effectiveness was calculated as (1-IRR)×100, where IRR=incidence rate ratio, with the time interval 0-14 days after the first dose of vaccine as the reference. RESULTS: During the epidemic phase when the delta variant was the predominant strain of the SARS-CoV-2 virus, vaccine effectiveness against SARS-CoV-2 infection significantly decreased (P<0.001) from 82% (95% confidence interval 80% to 84%) at 3-4 weeks after the second dose of vaccine to 33% (27% to 39%) at 27-30 weeks after the second dose. In the same time intervals, vaccine effectiveness against severe covid-19 also decreased (P<0.001), although to a lesser extent, from 96% (95% to 97%) to 80% (76% to 83%). High risk people (vaccine effectiveness -6%, -28% to 12%), those aged ≥80 years (11%, -15% to 31%), and those aged 60-79 years (2%, -11% to 14%) did not seem to be protected against infection at 27-30 weeks after the second dose of vaccine. CONCLUSIONS: The results support the vaccination campaigns targeting high risk people, those aged ≥60 years, and healthcare workers to receive a booster dose of vaccine six months after the primary vaccination cycle. The results also suggest that timing the booster dose earlier than six months after the primary vaccination cycle and extending the offer of the booster dose to the wider eligible population might be warranted.


Assuntos
Vacina de mRNA-1273 contra 2019-nCoV/imunologia , Vacina BNT162/imunologia , COVID-19/epidemiologia , Imunização Secundária/estatística & dados numéricos , SARS-CoV-2/patogenicidade , Vacina de mRNA-1273 contra 2019-nCoV/administração & dosagem , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Vacina BNT162/administração & dosagem , COVID-19/diagnóstico , COVID-19/imunologia , COVID-19/prevenção & controle , Feminino , Seguimentos , Humanos , Imunogenicidade da Vacina , Incidência , Itália/epidemiologia , Masculino , Pessoa de Meia-Idade , SARS-CoV-2/isolamento & purificação , Índice de Gravidade de Doença , Fatores de Tempo , Resultado do Tratamento , Vacinação/estatística & dados numéricos , Adulto Jovem
20.
Expert Rev Vaccines ; 21(7): 975-982, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-35389748

RESUMO

BACKGROUND: Consolidated information on the effectiveness of COVID-19 booster vaccination in Europe are scarce. RESEARCH DESIGN AND METHODS: We assessed the effectiveness of a booster dose of an mRNA vaccine against any SARS-CoV-2 infection (symptomatic or asymptomatic) and severe COVID-19 (hospitalization or death) after over two months from administration among priority target groups (n = 18,524,568) during predominant circulation of the Delta variant in Italy (July-December 2021). RESULTS: Vaccine effectiveness (VE) against SARS-CoV-2 infection and, to a lesser extent, against severe COVID-19, among people ≥60 years and other high-risk groups (i.e. healthcare workers, residents in long-term-care facilities, and persons with comorbidities or immunocompromised), peaked in the time-interval 3-13 weeks (VE against infection = 67.2%, 95% confidence interval (CI): 62.5-71.3; VE against severe disease = 89.5%, 95% CI: 86.1-92.0) and then declined, waning 26 weeks after full primary vaccination (VE against infection = 12.2%, 95% CI: -4.7-26.4; VE against severe disease = 65.3%, 95% CI: 50.3-75.8). After 3-10 weeks from the administration of a booster dose, VE against infection and severe disease increased to 76.1% (95% CI: 70.4-80.7) and 93.0% (95% CI: 90.2-95.0), respectively. CONCLUSIONS: These results support the ongoing vaccination campaign in Italy, where the administration of a booster dose four months after completion of primary vaccination is recommended.


Assuntos
COVID-19 , COVID-19/epidemiologia , COVID-19/prevenção & controle , Humanos , SARS-CoV-2 , Vacinas Sintéticas , Vacinas de mRNA
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