brisbane health-y data: what are health and sensitive data and why are they trickier to publish and...
TRANSCRIPT
Who are ANDS?
‘..make Australian research data collections more valuable by managing, connecting, enabling discovery and supporting the reuse of this data..’
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Resources
Research Data Australia(https://researchdata.ands.org.au/)
Guides (http://ands.org.au/guides)
Workshops, seminars, webinars
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http://www.ands.org.au/datamanagement/sensitivedata.html
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‘records, files or other evidence, irrespective of their content
or form (e.g. in print, digital, physical or other forms), that
comprise research observations, findings or outcomes,
including primary materials and analysed data’ (Monash University 2010)
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• Human data is data collected from or about individuals
• Health data includes information about their health (or others people’s health)
• Health data that is also sensitive – individual-levelhealth data (ie, not aggregated)
Publishing vs. Sharing
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Publishing = making data, or a
record about the data (metadata)
publically available
Sharing = giving others data
ARC
NHMRC
NHMRC Statement on Data Sharing ..encourages data sharing
New Human Research Ethics Application (HREA – replaces NEAF)
National Statement on Ethical Conduct in Human Research (s2 consent to future use)Australian Code for the Responsible Conduct of Research (s2 retain data)
Data sharing landscape
International funders
e.g. NIH, Wellcome
JOURNALS
e.g. BMJ & PLOS - all data underlying findings described must be fully available without restriction, with rare exception
The International Committee of Medical Journal Editors
‘..believes that there is an ethical obligation to responsibly share data
generated by interventional clinical trials because participants have put
themselves at risk.’
‘As a condition of consideration for publication of a clinical trial report in
our member journals, the ICMJE proposes to require authors to share
with others the deidentified individual-patient data (IPD) underlying the
results’
Institutional data policies
Federal and State policies Australian Government Public Data Policy Statement
‘..release non sensitive data as open by default; and to collaborate with the private and research sectors to extend the value of public data for the benefit of the Australian public..’
1. Increase citations
2. Expand network
3. Boost profile
4. Improve grant success
5. Efficiency
6. Ethics – participant
fatigue, getting needed
information out there
quickly
Image from: Eresearch SA
What makes health data sensitive?
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Personal (identifiable) information+ potential for harm or discrimination
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Privacy Act (1988, s6)
Personal information+ one or more of: health info, genetic, biometric,..politics
= Sensitive information
Legally: Privacy Law
Cannot be used beyond original purpose of collection without consent
Ethically
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‘any data that contain information that can be used to identify an individual and introduce a risk of discrimination, harm, or unwanted attention.’
http://www.ands.org.au/datamanagement/sensitivedata.html
Ethically
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• Informed consent
• Avoid harm (= remove/minimise sensitivity)
‐ Where possible, modify data to protect privacy ‐ i.e. Confidentialising data ‐ Conditions around access to data
• Ethics Committee approval
Confidentialising data
‘confidentialisation', ‘de-identification', ‘anonymisation’
‘de-sensitising’
1. De-identifying - removing info that can identify person/s; and
2. Continuing to manage the risk of identification even after the dataset has been de-identified.
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Confidentialising data
1. Removing direct identifiers
2. Removing or altering other information that may allow an individual to be identified
E.g. unusual characteristics
Indirect identifiers (commonly, combinations of information)
http://ands.org.au/guides/sensitivedata
Hrynaszkiewicz et al. 2010 24
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Can my data be confidentialised?
Some data cannot be modified enough to adequately minimise the risk of identification without rendering the data invaluable.
Other options for publications? conditional/restricted access
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Depends on
• Whether its sensitive; how sensitive (identifiability/confidentiality)
• Participant consent• Ethics approval
How do I share health data?
Pre & during research planning
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1. Informed consent
2. Confidentialise/modify data if possible
3. Conditions to accessing data
4. Negotiate ownership & licencing of data
5. HREC Application
Curtin University now requires data
management plan in their HREC
application:
http://research.curtin.edu.au/research-integrity-
ethics/human-research-ethics/forms/
http://www.ands.org.au/datamanagement/sensitivedata.html
Publishing & Sharing
How?
If you have permission from participants & HREC
And (perhaps) confidentised data
Publish ‘openly’
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Or with conditions / restrictions
‘conditional access’
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http://www.alswh.org.au/
http://ands.org.au/working-with-
data/enabling-data-reuse/data-
reuse/benefiting-womens-health
Take away
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• It can be done in many cases!
• Be a scout: plan ahead
• Before publishing, ask about: participant consent? ethics approval (from all parties)? modify data first?
• (For later) Conditional access? Or a public and restricted version of data?
Resources
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• ANDS Guide to Publishing & Sharing Sensitive Datahttp://www.ands.org.au/datamanagement/sensitivedata.html- includes info on confidentialisation. See also Hrynaszkiewicz et al paper.
ANDS webinar recordings on ethics and sensitive data preparation https://www.youtube.com/playlist?list=PLG25fMbdLRa5pvodHMYDi3c0LTu8N3Ks-
• Website on Ethics and Best Practices in Sharing Individual-level Research Datahttps://bioethicsresearchreview.tghn.org/research-data-sharing/
• Digital data: Centre for Advancing Journalism and the Carlton Connect Initiative, Guidelines for the Ethical Use of Digital Data in Human Research http://carltonconnect.com.au/wp-content/uploads/2015/06/Ethical-Use-of-Digital-Data.pdf