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1.
J Thorac Oncol ; 19(1): 94-105, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-37595684

RESUMO

INTRODUCTION: With global adoption of computed tomography (CT) lung cancer screening, there is increasing interest to use artificial intelligence (AI) deep learning methods to improve the clinical management process. To enable AI research using an open-source, cloud-based, globally distributed, screening CT imaging data set and computational environment that are compliant with the most stringent international privacy regulations that also protect the intellectual properties of researchers, the International Association for the Study of Lung Cancer sponsored development of the Early Lung Imaging Confederation (ELIC) resource in 2018. The objective of this report is to describe the updated capabilities of ELIC and illustrate how this resource can be used for clinically relevant AI research. METHODS: In this second phase of the initiative, metadata and screening CT scans from two time points were collected from 100 screening participants in seven countries. An automated deep learning AI lung segmentation algorithm, automated quantitative emphysema metrics, and a quantitative lung nodule volume measurement algorithm were run on these scans. RESULTS: A total of 1394 CTs were collected from 697 participants. The LAV950 quantitative emphysema metric was found to be potentially useful in distinguishing lung cancer from benign cases using a combined slice thickness more than or equal to 2.5 mm. Lung nodule volume change measurements had better sensitivity and specificity for classifying malignant from benign lung nodules when applied to solid lung nodules from high-quality CT scans. CONCLUSIONS: These initial experiments revealed that ELIC can support deep learning AI and quantitative imaging analyses on diverse and globally distributed cloud-based data sets.


Assuntos
Aprendizado Profundo , Enfisema , Neoplasias Pulmonares , Humanos , Neoplasias Pulmonares/patologia , Inteligência Artificial , Detecção Precoce de Câncer , Pulmão/patologia , Enfisema/patologia
2.
MMWR Morb Mortal Wkly Rep ; 71(4): 132-138, 2022 Jan 28.
Artigo em Inglês | MEDLINE | ID: mdl-35085223

RESUMO

Previous reports of COVID-19 case, hospitalization, and death rates by vaccination status† indicate that vaccine protection against infection, as well as serious COVID-19 illness for some groups, declined with the emergence of the B.1.617.2 (Delta) variant of SARS-CoV-2, the virus that causes COVID-19, and waning of vaccine-induced immunity (1-4). During August-November 2021, CDC recommended§ additional primary COVID-19 vaccine doses among immunocompromised persons and booster doses among persons aged ≥18 years (5). The SARS-CoV-2 B.1.1.529 (Omicron) variant emerged in the United States during December 2021 (6) and by December 25 accounted for 72% of sequenced lineages (7). To assess the impact of full vaccination with additional and booster doses (booster doses),¶ case and death rates and incidence rate ratios (IRRs) were estimated among unvaccinated and fully vaccinated adults by receipt of booster doses during pre-Delta (April-May 2021), Delta emergence (June 2021), Delta predominance (July-November 2021), and Omicron emergence (December 2021) periods in the United States. During 2021, averaged weekly, age-standardized case IRRs among unvaccinated persons compared with fully vaccinated persons decreased from 13.9 pre-Delta to 8.7 as Delta emerged, and to 5.1 during the period of Delta predominance. During October-November, unvaccinated persons had 13.9 and 53.2 times the risks for infection and COVID-19-associated death, respectively, compared with fully vaccinated persons who received booster doses, and 4.0 and 12.7 times the risks compared with fully vaccinated persons without booster doses. When the Omicron variant emerged during December 2021, case IRRs decreased to 4.9 for fully vaccinated persons with booster doses and 2.8 for those without booster doses, relative to October-November 2021. The highest impact of booster doses against infection and death compared with full vaccination without booster doses was recorded among persons aged 50-64 and ≥65 years. Eligible persons should stay up to date with COVID-19 vaccinations.


Assuntos
Vacinas contra COVID-19/imunologia , COVID-19/epidemiologia , COVID-19/mortalidade , COVID-19/prevenção & controle , Imunização Secundária , SARS-CoV-2/imunologia , Eficácia de Vacinas , Adulto , Idoso , Humanos , Incidência , Pessoa de Meia-Idade , Estados Unidos/epidemiologia
3.
Vaccine ; 36(28): 4118-4125, 2018 06 27.
Artigo em Inglês | MEDLINE | ID: mdl-29789242

RESUMO

BACKGROUND: Vaccination protects individuals directly and communities indirectly by reducing transmission. We aimed to determine whether information about herd immunity and local vaccination coverage could change an individual's vaccination plans and concern about influenza. METHODS: We surveyed Minnesota residents ≥18 years during the 2016 Minnesota State Fair. Participants were asked to identify the definition of herd immunity, to report their history of and plans to receive influenza vaccine, to report their concern about influenza, and to estimate the reported influenza vaccination coverage in their county. After providing educational information about herd immunity and local vaccination rates, we reassessed vaccination plans and concerns. We used logistic regression to estimate predicted percentages for those willing to be vaccinated, for concern about influenza, and for changes in these outcomes after the intervention. We then compared those individuals with and without prior knowledge of herd immunity, accounting for other characteristics. RESULTS: Among 554 participants, the median age was 57 years; most were female (65.9%), white (91.0%), and non-Hispanic/Latino (93.9%). Overall, 37.2% of participants did not know about herd immunity and 75.6% thought that the influenza vaccination coverage in their county was higher than it was reported. Those not knowledgeable about herd immunity were significantly less likely than those knowledgeable about the concept to report plans to be vaccinated at baseline (67.8% versus 78.9%; p = 0.004). After learning about herd immunity and influenza vaccination coverage, the proportion of those not knowledgeable about herd immunity who were willing to be vaccinated increased significantly by 7.3 percentage points (p = 0.001). Educating participants eliminated the significant difference in the proportion planning to be vaccinated between these two groups (80.1% of those knowledgeable and 75.1% of those who were not initially knowledgeable became willing; p = 0.148). CONCLUSIONS: Education about herd immunity and local vaccination coverage could be a useful tool for increasing willingness to vaccinate, generating benefits both to individuals and communities.


Assuntos
Conhecimentos, Atitudes e Prática em Saúde , Imunidade Coletiva , Vacinas contra Influenza/imunologia , Influenza Humana/prevenção & controle , Aceitação pelo Paciente de Cuidados de Saúde , Cobertura Vacinal , Vacinação/psicologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos Transversais , Feminino , Humanos , Vacinas contra Influenza/administração & dosagem , Masculino , Pessoa de Meia-Idade , Minnesota , Adulto Jovem
4.
Am J Orthopsychiatry ; 48(3): 495-504, 1978 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-677283

RESUMO

A pilot study of a health services program for never-pregnant high-school students, which stresses development of incentives for personal involvement in their own health care, reports a low incidence of unintended pregnancy among girls who requested contraceptives. The social and emotional characteristics of those who continued contraceptive use are compared with the small group who had uninteneded pregnancies.


PIP: In 1973, the Family Planning Services of the University of Pennsylvania developed a pilot project which encouraged high school students to manage their reproductive behavior over a period of time by providing them with educational and emotional incentives. Educational incentive was provided by a series of classroom discussions which emphasized attitudes, personal relationship, and family planning information. Emotional support was provided by encouraging students to request, for free, contraceptives and gynecological services at the hospital. Regular clinic visits were encouraged and dropouts were followed up. The study consisted of 161 never-pregnant high school black girls, 14-18 years old; the majority belonged to low-income families (62%). On clinic visits, students filled out emotional assessment forms. Results of the project showed that of the 161 students, only 10% had unintended pregnancies, and this was attributed to misunderstanding or misuse of the contraceptives. Also noted was the concern for regular clinic visits and support during the initial phase of contraceptive use. Older girls were also found to be more likely to have unintended pregnancies than younger girls. Results of the emotional assessment, using the SCL-90 and the Hopkins Symptoms Checklist, showed that the girls who got pregnant had the highest scores in depression and somatic dimensions than the rest of the study. The findings indicate that given the proper incentives, adolescents who become sexually active are capable of using contraceptives effectively. It is implied that although society does not sanction adolescent use of contraceptives, teenagers who are on the throes of sexual activity should at least be given the opportunity to protect themselves.


Assuntos
Serviços de Saúde da Criança , Comportamento Contraceptivo , Aborto Induzido , Adolescente , Adulto , Ansiedade/psicologia , Depressão/psicologia , Serviços de Planejamento Familiar , Feminino , Seguimentos , Humanos , Pennsylvania , Projetos Piloto , Gravidez , Complicações na Gravidez/psicologia , Transtornos Psicofisiológicos/psicologia , Fatores Socioeconômicos
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