Cargando…

Spatial Clusters of Cancer Mortality in Brazil: A Machine Learning Modeling Approach

Objectives: Our aim was to test if machine learning algorithms can predict cancer mortality (CM) at an ecological level and use these results to identify statistically significant spatial clusters of excess cancer mortality (eCM). Methods: Age-standardized CM was extracted from the official database...

Descripción completa

Detalles Bibliográficos
Autores principales:	Casaes Teixeira, Bruno, Toporcov, Tatiana Natasha, Chiaravalloti-Neto, Francisco, Chiavegatto Filho, Alexandre Dias Porto
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2023
Materias:	Public Health Archive
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10397398/ https://www.ncbi.nlm.nih.gov/pubmed/37546351 http://dx.doi.org/10.3389/ijph.2023.1604789

Ejemplares similares

Environmental factors and cardiovascular diseases: the association of income inequality and green spaces in elderly residents of São Paulo, Brazil
por: Massa, Kaio Henrique Correa, et al.
Publicado: (2016)

A multipurpose machine learning approach to predict COVID-19 negative prognosis in São Paulo, Brazil
por: Fernandes, Fernando Timoteo, et al.
Publicado: (2021)

Covid-19 hospital mortality using spatial hierarchical models: cohort design with 74,994 registers
por: Chiaravalloti, Francisco, et al.
Publicado: (2023)

Prediction of absenteeism in public schools teachers with machine learning
por: Fernandes, Fernando Timoteo, et al.
Publicado: (2021)

Improving the performance of machine learning algorithms for health outcomes predictions in multicentric cohorts
por: Wichmann, Roberta Moreira, et al.
Publicado: (2023)

COVID-19 and Breast Cancer in Brazil
por: Rocha, Aline Ferreira Bandeira Melo, et al.
Publicado: (2023)

The Impact of Hip Fractures in the Public Health System in Brazil (SUS) 2008 - 2017: The Orthopedist Task
por: Stolnicki, Bernardo, et al.
Publicado: (2020)

Rapid Mortality Surveillance of COVID-19 Using Verbal Autopsy
por: Duarte-Neto, Amaro N., et al.
Publicado: (2021)

Characterization of Innovation to Fight Child Mortality: A Systematic Scoping Review
por: Costa, Bruno Filipe Coelho Da, et al.
Publicado: (2022)

Inequalities in lung cancer mortality trends in Brazil, 2000–2015
por: Fernandes, Gisele Aparecida, et al.
Publicado: (2020)

Impact of the COVID-19 Pandemic on Human Papillomavirus Vaccination in Brazil
por: Silva, Tércia Moreira Ribeiro Da, et al.
Publicado: (2022)

The Impact of the COVID-19 Pandemic on People With Lymphedema in an Endemic Area for Lymphatic Filariasis in Brazil
por: de Aquino, Lígia Tomaz, et al.
Publicado: (2023)

Corrigendum: Trends and Inequalities in Unplanned Pregnancy in Three Population-Based Birth Cohorts in Pelotas, Brazil
por: Moreira, Laísa Rodrigues, et al.
Publicado: (2021)

Changes in Obesity Prevalence Attributable to Ultra-Processed Food Consumption in Brazil Between 2002 and 2009
por: Louzada, Maria Laura, et al.
Publicado: (2022)

Corrigendum: Changes in Obesity Prevalence Attributable to Ultra-Processed Food Consumption in Brazil Between 2002 and 2009
por: Louzada, Maria Laura, et al.
Publicado: (2022)

Spatial Distribution and Determinant Factors of Handwashing Practice With Essential Agents Among Households in Ethiopia
por: Kebede, Sewnet Adem, et al.
Publicado: (2022)

Inequalities in Diabetes Mortality Between Microregions in Hungary
por: Kollányi, Zsófia, et al.
Publicado: (2023)

Measures to Contain the Transmission of Hepatitis C in a Chronic Kidney Care Hospital Unit in the Triângulo Mineiro in Brazil: A Case Study
por: Gomide, Geisa Perez Medina, et al.
Publicado: (2023)

Use of Machine Learning Consensus Clustering to Identify Distinct Subtypes of Kidney Transplant Recipients With DGF and Associated Outcomes
por: Jadlowiec, Caroline C., et al.
Publicado: (2022)

Analysis of the Impact of Public Services on Residents’ Health: A Spatial Econometric Analysis of Chinese Provinces
por: Jia, Wei, et al.
Publicado: (2023)

Clusters of Pregnant Women with Severe Acute Respiratory Syndrome Due to COVID-19: An Unsupervised Learning Approach
por: Carneiro, Isadora Celine Rodrigues, et al.
Publicado: (2022)

Critical Health Literacy in a Pandemic: A Cluster Analysis Among German University Students
por: Heinrichs, Katherina, et al.
Publicado: (2021)

An Assessment of Systemic Factors and COVID-19 Mortality in Africa
por: Owoyemi, Ayomide, et al.
Publicado: (2022)

Income inequality is associated with adolescent fertility in Brazil: a longitudinal multilevel analysis of 5,565 municipalities
por: Chiavegatto Filho, Alexandre DP, et al.
Publicado: (2015)

Self-Reported Sleep Disturbance is an Independent Predictor of All-Cause Mortality and Respiratory Disease Mortality in US Adults: A Population-Based Prospective Cohort Study
por: Hou, Xinran, et al.
Publicado: (2023)

Determinants of the use of health care services: multilevel analysis in the Metropolitan Region of Sao Paulo
por: Chiavegatto, Alexandre Dias Porto, et al.
Publicado: (2015)

Alcohol Screening and Brief Intervention in Primary Health Care in Kazakhstan—Results of a Cluster Randomised Pilot Study
por: Verthein, Uwe, et al.
Publicado: (2022)

Exploring the Spatial Distribution of Rheumatic Diseases and Its Correlation With Temperature and Humidity Among Middle-Aged and Elderly Adults in China
por: Han, Yaofeng, et al.
Publicado: (2022)

Investigating Health Inequality Using Trend, Decomposition and Spatial Analyses: A Study of Maternal Health Service Use in Nepal
por: Ali, Shehzad, et al.
Publicado: (2023)

Spatial and temporal epidemiology of malaria in extra-Amazonian regions of Brazil
por: Lorenz, Camila, et al.
Publicado: (2015)

The Association Between Living Area in Childhood and Respiratory Disease Mortality in Adulthood
por: Iwasaki, Ayumu, et al.
Publicado: (2022)

Mortality of Alzheimer’s Disease and Other Dementias in China: Past and Future Decades
por: Lv, Bin, et al.
Publicado: (2023)

Spatial clustering and local risk of leprosy in São Paulo, Brazil
por: Ramos, Antônio Carlos Vieira, et al.
Publicado: (2017)

Physician preference for receiving machine learning predictive results: A cross-sectional multicentric study
por: Wichmann, Roberta Moreira, et al.
Publicado: (2022)

Type of Refugee Accommodation and Health of Residents: A Cross-Sectional, Population-Based Cluster Analysis in South-West Germany
por: Mohsenpour, Amir, et al.
Publicado: (2023)

Spatial and temporal distribution of American cutaneous leishmaniasis in Acre state, Brazil
por: Melchior, Leonardo Augusto Kohara, et al.
Publicado: (2017)

The Need to Address Fragmentation and Silos in Mortality Information Systems: The Case of Ghana and Peru
por: Cobos Muñoz, Daniel, et al.
Publicado: (2022)

Is Following a Cancer-Protective Lifestyle Linked to Reduced Cancer Mortality Risk?
por: Suter, Flurina, et al.
Publicado: (2023)

Using Machine Learning to Predict Cognitive Impairment Among Middle-Aged and Older Chinese: A Longitudinal Study
por: Liu, Haihong, et al.
Publicado: (2023)

Predicting Low Cognitive Ability at Age 5—Feature Selection Using Machine Learning Methods and Birth Cohort Data
por: Bowe, Andrea K., et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_lfl6hlgtfbl09gq2vaqatd1d0k