Cargando…

A method for generating synthetic longitudinal health data

Getting access to administrative health data for research purposes is a difficult and time-consuming process due to increasingly demanding privacy regulations. An alternative method for sharing administrative health data would be to share synthetic datasets where the records do not correspond to rea...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mosquera, Lucy, El Emam, Khaled, Ding, Lei, Sharma, Vishal, Zhang, Xue Hua, Kababji, Samer El, Carvalho, Chris, Hamilton, Brian, Palfrey, Dan, Kong, Linglong, Jiang, Bei, Eurich, Dean T.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2023
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10034254/ https://www.ncbi.nlm.nih.gov/pubmed/36959532 http://dx.doi.org/10.1186/s12874-023-01869-w

Ejemplares similares

Measuring re-identification risk using a synthetic estimator to enable data sharing
por: Jiang, Yangdi, et al.
Publicado: (2022)

Utility Metrics for Evaluating Synthetic Health Data Generation Methods: Validation Study
por: El Emam, Khaled, et al.
Publicado: (2022)

Validating a membership disclosure metric for synthetic health data
por: El Emam, Khaled, et al.
Publicado: (2022)

Evaluating Identity Disclosure Risk in Fully Synthetic Health Data: Model Development and Validation
por: El Emam, Khaled, et al.
Publicado: (2020)

Evaluating the utility of synthetic COVID-19 case data
por: El Emam, Khaled, et al.
Publicado: (2021)

Can synthetic data be a proxy for real clinical trial data? A validation study
por: Azizi, Zahra, et al.
Publicado: (2021)

Practical Synthetic Data Generation
por: Emam, Khaled
Publicado: (2020)

Optimizing the synthesis of clinical trial data using sequential trees
por: Emam, Khaled El, et al.
Publicado: (2020)

Accelerating AI with Synthetic Data
por: Emam, Khaled
Publicado: (2020)

Synthetic data as an enabler for machine learning applications in medicine
por: Rajotte, Jean-Francois, et al.
Publicado: (2022)

A comparison of synthetic data generation and federated analysis for enabling international evaluations of cardiovascular health
por: Azizi, Zahra, et al.
Publicado: (2023)

The re-identification risk of Canadians from longitudinal demographics
por: El Emam, Khaled, et al.
Publicado: (2011)

Born digital: understanding the first generation of digital natives
por: Palfrey, John, et al.
Publicado: (2008)

Safe opioid prescribing: a prognostic machine learning approach to predicting 30-day risk after an opioid dispensation in Alberta, Canada
por: Sharma, Vishal, et al.
Publicado: (2021)

Concurrent use of opioids and benzodiazepines/Z-drugs in Alberta, Canada and the risk of hospitalisation and death: a case cross-over study
por: Sharma, Vishal, et al.
Publicado: (2020)

Medical cannabis authorization and the risk of cardiovascular events: a longitudinal cohort study
por: Zongo, Arsene, et al.
Publicado: (2021)

Anonymizing health data: case studies and methods to get you started
por: El Emam, Khaled
Publicado: (2014)

Methods for the de-identification of electronic health records for genomic research
por: El Emam, Khaled
Publicado: (2011)

Associations between Longitudinal Gestational Weight Gain and Scalar Infant Birth Weight: A Bayesian Joint Modeling Approach
por: Pietrosanu, Matthew, et al.
Publicado: (2022)

Substance Use Disorders and Psychoactive Drug Poisoning in Medically Authorized Cannabis Patients: Longitudinal Cohort Study
por: Zongo, Arsène, et al.
Publicado: (2021)

An analysis of redactions in Canada’s Common Drug Review Clinical Review Reports and how they relate to the patients’ voice
por: Soprovich, Allison, et al.
Publicado: (2017)

Appropriateness of COVID-19 public health guidelines for an Alberta First Nations community
por: Soprovich, Allison L., et al.
Publicado: (2022)

Who’s Using PDAs? Estimates of PDA Use by Health Care Providers: A Systematic Review of Surveys
por: Garritty, Chantelle, et al.
Publicado: (2006)

Consolidated Reporting Guidelines for Prognostic and Diagnostic Machine Learning Modeling Studies: Development and Validation
por: Klement, William, et al.
Publicado: (2023)

Characterisation of concurrent use of prescription opioids and benzodiazepine/Z-drugs in Alberta, Canada: a population-based study
por: Sharma, Vishal, et al.
Publicado: (2019)

A linear programming model for preserving privacy when disclosing patient spatial information for secondary purposes
por: Jung, Ho-Won, et al.
Publicado: (2014)

Mental health experiences with COVID-19 public health measures in an Alberta First Nations Community
por: Lee, Cerina, et al.
Publicado: (2022)

Generating synthetic mixed-type longitudinal electronic health records for artificial intelligent applications
por: Li, Jin, et al.
Publicado: (2023)

An Evaluation of Personal Health Information Remnants in Second-Hand Personal Computer Disk Drives
por: El Emam, Khaled, et al.
Publicado: (2007)

How Strong are Passwords Used to Protect Personal Health Information in Clinical Trials?
por: El Emam, Khaled, et al.
Publicado: (2011)

“Not all my friends need to know”: a qualitative study of teenage patients, privacy, and social media
por: van der Velden, Maja, et al.
Publicado: (2013)

Anonymising and sharing individual patient data
por: El Emam, Khaled, et al.
Publicado: (2015)

Predicting falls-related admissions in older adults in Alberta, Canada: a machine-learning falls prevention tool developed using population administrative health data
por: Sharma, Vishal, et al.
Publicado: (2023)

The Healthcare Cost Burden in Adults with High Risk for Cardiovascular Disease
por: Tran, Dat T., et al.
Publicado: (2021)

Anti-Hyperglycemic Medication Adherence and Health Services Utilization in People with Diabetes: A Longitudinal Study of Alberta’s Tomorrow Project
por: Ye, Ming, et al.
Publicado: (2022)

Generation of Synthetic-Pseudo MR Images from Real CT Images
por: Abu-Qasmieh, Isam F., et al.
Publicado: (2022)

Anthropometric changes and risk of diabetes: are there sex differences? A longitudinal study of Alberta’s Tomorrow Project
por: Ye, Ming, et al.
Publicado: (2019)

BiblioTech: why libraries matter more than ever in the age of Google
por: Palfrey, John
Publicado: (2015)

Atlas pictórico del mundo
por: Palfrey, Simon
Publicado: (1993)

A Survey of Quality Assurance Practices in Biomedical Open Source Software Projects
por: Koru, Günes, et al.
Publicado: (2007)

Cannot write session to /tmp/vufind_sessions/sess_7u65v11c7ea71jl2254a1ortau