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Improving record linkage with supervised learning for disclosure risk assessment

Daniel Abril, Guillermo Navarro-Arribas, Vicenç Torra
<span title="">2012</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/u3qqmkiofjejrnpdxh3hdgssm4" style="color: black;">Information Fusion</a> </i> &nbsp;
In this paper we introduce a parametrization of record linkage in terms of a weighted mean and its weights, and provide a supervised learning method to determine the optimum weights for the linkage process  ...  In data privacy, record linkage can be used as an estimator of the disclosure risk of protected data.  ...  Supervised learning for record linkage In this paper we determine the best weights for achieving the best possible performance in record linkage.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.inffus.2011.05.001">doi:10.1016/j.inffus.2011.05.001</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jcdqgext6jbjnh3varrwkmmamm">fatcat:jcdqgext6jbjnh3varrwkmmamm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811115702/http://www.iiia.csic.es/files/pdfs/Abril,%20Navarro-Arribas,%20Torra%20-%20Improving%20record%20linkage%20with%20supervised%20learning%20for%20disclosure%20risk%20assessment.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/36/ff/36ff59c5fe7f62df30269786fac7bcbda1ce01c6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.inffus.2011.05.001"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Supervised learning using a symmetric bilinear form for record linkage

Daniel Abril, Vicenç Torra, Guillermo Navarro-Arribas
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/u3qqmkiofjejrnpdxh3hdgssm4" style="color: black;">Information Fusion</a> </i> &nbsp;
In this paper we propose a new parameterized aggregation operator and a supervised learning method for disclosure risk assessment.  ...  Record linkage in data privacy Record linkage is a common approach to disclosure risk assessment in data privacy.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.inffus.2014.11.004">doi:10.1016/j.inffus.2014.11.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/evb7pnoq6fhgpptjaogiz2izf4">fatcat:evb7pnoq6fhgpptjaogiz2izf4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20181101020227/https://ddd.uab.cat/pub/artpub/2015/170940/inffus_a2015m11v26p144.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/dd/40/dd406f051fa4f18a6db9d208fed89557fd32925a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.inffus.2014.11.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Thinking Machines and Risk Assessment: On the Path to Precision Medicine

Kirk N. Garratt, Mark A. Schneider
<span title="2019-03-05">2019</span> <i title="Ovid Technologies (Wolters Kluwer Health)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/aqdxhm45y5bxvo5crclaeonpdi" style="color: black;">Journal of the American Heart Association : Cardiovascular and Cerebrovascular Disease</a> </i> &nbsp;
Improving risk assessment facilitates efficient management of this population.  ...  that proved superior to standard risk models for individual patient risk assessments. 2 However, the real magic of ML is in unsupervised learning, that is, the ability to observe trends or patterns  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1161/jaha.119.011969">doi:10.1161/jaha.119.011969</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/30832529">pmid:30832529</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6474923/">pmcid:PMC6474923</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xd2m7epcl5at7oumgvjdzfv35i">fatcat:xd2m7epcl5at7oumgvjdzfv35i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200513091537/http://europepmc.org/backend/ptpmcrender.fcgi?accid=PMC6474923&amp;blobtype=pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d8/82/d882a7f0372cdc16acdbbf3de313ee636009406e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1161/jaha.119.011969"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6474923" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Survey on Privacy-Preserving Techniques for Data Publishing [article]

Tânia Carvalho, Nuno Moniz, Pedro Faria, Luís Antunes
<span title="2022-01-20">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Statistical Disclosure Control seeks to reduce the risk of confidential information disclosure by de-identifying them. Such de-identification is guaranteed through privacy-preserving techniques.  ...  We present existing privacy-preserving techniques used in microdata de-identification, privacy measures suitable for several disclosure types and, information loss and predictive performance measures.  ...  Researchers studied the several types of record linkage for privacy risk assessment 4. 1 . 4 14 Clustering.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.08120v1">arXiv:2201.08120v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/d7jy6jnuwbftpnahf4ywklztje">fatcat:d7jy6jnuwbftpnahf4ywklztje</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220125071308/https://arxiv.org/pdf/2201.08120v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a6/bf/a6bfa699e1737c952f594562f829fc9339a31f88.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.08120v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Bragatston study protocol: a multicentre cohort study on automated quantification of cardiovascular calcifications on radiotherapy planning CT scans for cardiovascular risk prediction in patients with breast cancer

Marleen J Emaus, Ivana Išgum, Sanne G M van Velzen, H J G Desirée van den Bongard, Sofie A M Gernaat, Nikolas Lessmann, Margriet G A Sattler, Arco J Teske, Joan Penninkhof, Hanneke Meijer, Jean-Philippe Pignol, Helena M Verkooijen
<span title="2019-07-27">2019</span> <i title="BMJ"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cadiaxy7y5alle7oylyd7rqmnu" style="color: black;">BMJ Open</a> </i> &nbsp;
Some breast cancer treatments including anthracyclines, trastuzumab and radiotherapy can increase the risk of CVD, especially for patients with pre-existing CVD risk factors.  ...  breast cancer and CVD risk.Methods and analysisIn a first step, we will optimise and validate a deep learning algorithm for automated quantification of cardiovascular calcifications on planning CT scans  ...  disclosure of CVD risk.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1136/bmjopen-2018-028752">doi:10.1136/bmjopen-2018-028752</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31352417">pmid:31352417</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6661654/">pmcid:PMC6661654</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cbfczvebg5coje275nbl7xglga">fatcat:cbfczvebg5coje275nbl7xglga</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200505085306/https://repub.eur.nl/pub/121153/Repub_121153_O-A.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c0/f4/c0f415b7ac68f2057792980f2cc6d7f3f3c1eb88.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1136/bmjopen-2018-028752"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> bmj.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6661654" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Unlocking the Potential of Electronic Health Records for Health Research

Seungwon Lee, Yuan Xu, Adam G D'Souza, Elliot A Martin, Chelsea Doktorchik, Zilong Zhang, Hude Quan
<span title="2020-01-30">2020</span> <i title="Swansea University"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gd7dmrvl25f6xmsg5duxv6vqsu" style="color: black;">International Journal of Population Data Science</a> </i> &nbsp;
Electronic health records (EHRs), originally designed to facilitate health care delivery, are becoming a valuable data source for health research.  ...  We further discuss advantages, challenges (e.g. potential bias and data quality issues), and analytical capacities and requirements associated with using EHRs.  ...  Abdel Aziz Shaheen for assistance with preparation of this manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23889/ijpds.v5i1.1123">doi:10.23889/ijpds.v5i1.1123</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32935049">pmid:32935049</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7473254/">pmcid:PMC7473254</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3cpwcq5wrvfermwz3kk2yblf5a">fatcat:3cpwcq5wrvfermwz3kk2yblf5a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200209063817/https://ijpds.org/article/download/1123/2482" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9e/17/9e17c9d04eba7b020011ff58da1d624c02555f42.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23889/ijpds.v5i1.1123"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7473254" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

A counseling intervention to address HIV stigma at entry into antenatal care in Tanzania (Maisha): study protocol for a pilot randomized controlled trial

Melissa H. Watt, Elizabeth T. Knippler, Linda Minja, Godfrey Kisigo, Brandon A. Knettel, James S. Ngocho, Jenny Renju, Haika Osaki, Rimel Mwamba, Jane J. Rogathi, Blandina T. Mmbaga
<span title="2019-12-30">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/elawdhnd7neuxgmzbrr6efzkgu" style="color: black;">Trials</a> </i> &nbsp;
Interventions are needed to improve retention in PMTCT care and to improve community attitudes toward people living with HIV.  ...  Results of the Maisha pilot trial will be used to generate parameter estimates and potential ranges of values to estimate power for a full cluster-randomized trial in PMTCT settings, with extended follow-up  ...  Availability of data and materials Data can be shared with a data transfer agreement from the Tanzanian National Health Research Ethics Review Committee and within the constraints required for the protection  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13063-019-3933-z">doi:10.1186/s13063-019-3933-z</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31888700">pmid:31888700</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6937735/">pmcid:PMC6937735</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zt6vdn5dwzcbrbvk6picm2tgbi">fatcat:zt6vdn5dwzcbrbvk6picm2tgbi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191231014216/https://trialsjournal.biomedcentral.com/track/pdf/10.1186/s13063-019-3933-z" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6e/79/6e79a6e2af6d3be4b5983eb56016ad88ad5509ec.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13063-019-3933-z"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6937735" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Utility and Privacy Assessments of Synthetic Data for Regression Tasks

Markus Hittmeir, Andreas Ekelhart, Rudolf Mayer
<span title="2019-12-12">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Finally, we contribute to privacy assessments and measurements of the risk of attribute disclosure on synthetic data by extending an approach developed for categorical data.  ...  With ever increasing capacity for collecting, storing, and processing of data, there is also a high demand for intelligent data analysis methods.  ...  For assessing attribute disclosure risk, CAP assumes that the attacker knows the values of a set of key attributes for an individual in the original dataset, and wants to learn the respective value of  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3621355">doi:10.5281/zenodo.3621355</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oxolx6j56nhcjpn2tg2mjil6se">fatcat:oxolx6j56nhcjpn2tg2mjil6se</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200210111017/https://zenodo.org/record/3621356/files/Utility%20and%20Privacy%20Assessments%20of%20Synthetic%20Data%20for%20Regression%20Tasks_SBA.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e7/c9/e7c97567cdbd62f4e2ce3bb68572e9d1e2a670d2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3621355"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Big Data in Public Health: Terminology, Machine Learning, and Privacy

Stephen J. Mooney, Vikas Pejaver
<span title="2017-12-20">2018</span> <i title="Annual Reviews"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/sz64jc75svb47nj3n5vxwfvppy" style="color: black;">Annual Review of Public Health</a> </i> &nbsp;
Next, we consider common public health research and practice uses for big data, including surveillance, hypothesis-generating research, and causal inference, while exploring the role that machine learning  ...  We then consider the ethical implications of the big data revolution with particular emphasis on maintaining appropriate care for privacy in a world in which technology is rapidly changing social norms  ...  Acknowledgments: We thank Stephanie Shiau for her thoughtful comments on an earlier version of this manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1146/annurev-publhealth-040617-014208">doi:10.1146/annurev-publhealth-040617-014208</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/29261408">pmid:29261408</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6394411/">pmcid:PMC6394411</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xitiodakyzbt5f46o57o3wu2hy">fatcat:xitiodakyzbt5f46o57o3wu2hy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191103061950/http://europepmc.org/backend/ptpmcrender.fcgi?accid=PMC6394411&amp;blobtype=pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/40/3a/403a1aa04a051b26293ff28fd0e82fdb1d161ed2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1146/annurev-publhealth-040617-014208"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6394411" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

(Almost) All of Entity Resolution [article]

Olivier Binette, Rebecca C. Steorts
<span title="2022-01-17">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Specifically, we review the foundational work that began in the 1940's and 50's that have led to modern probabilistic record linkage.  ...  Before such questions can be answered, databases must be cleaned and integrated in a systematic and accurate way, commonly known as record linkage, de-duplication, or entity resolution.  ...  Great care should be taken when using PPRL as to ensure that all disclosure risks are properly 29 assessed.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.04443v3">arXiv:2008.04443v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6tunuro7afhmbpambcn2bk32ly">fatcat:6tunuro7afhmbpambcn2bk32ly</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220123225558/https://arxiv.org/pdf/2008.04443v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/96/06/96067358c978b2ec1b4d49ac54521f4b5b7ca71c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.04443v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Synthetic Data – Anonymisation Groundhog Day [article]

Theresa Stadler, Bristena Oprisanu, Carmela Troncoso
<span title="2022-01-24">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This work was partially funded by the Swiss National Science Foundation with grant 200021-188824.  ...  the anonymous reviewers and our shepherd Takao Murakami whose input helped to further improve this paper.  ...  As in many previous works, we cast membership inference as a supervised learning problem and instantiate the adversary's guess function with a machine learning classifier trained on data produced by generative  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.07018v6">arXiv:2011.07018v6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6asc3vovfvefdfwse2m6m4t6om">fatcat:6asc3vovfvefdfwse2m6m4t6om</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220129134829/https://arxiv.org/pdf/2011.07018v6.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1e/24/1e248bee6268a14c254b3a9f48fa1bae72a092b3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.07018v6" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Responding to changes in HIV policy: Updating and enhancing the Families Matter! curriculum

Kim S Miller, Kate Winskell, Faith L Berrier
<span title="2015-07-29">2015</span> <i title="SAGE Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/67wkdxsjkrdydmpxuwovbiwkfq" style="color: black;">Health Education Journal</a> </i> &nbsp;
Results-We updated FMP with scientific content and stronger linkages to services. We also intensified our focus on structural determinants of risk.  ...  Program (FMP) is an intervention for parents and caregivers of 9-12 yearolds that promotes effective parent-child communication about sexuality and sexual risk reduction.  ...  Acknowledgments This research was supported by the US President's Emergency Plan for AIDS Relief through the Centers for Disease Control and Prevention.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1177/0017896915595530">doi:10.1177/0017896915595530</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/26949267">pmid:26949267</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC4770810/">pmcid:PMC4770810</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dlajviuxhfhqpicf3lho4hecge">fatcat:dlajviuxhfhqpicf3lho4hecge</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190228120229/http://pdfs.semanticscholar.org/8b7e/1395fe04f35d011bab1d406e3c335850cdf2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8b/7e/8b7e1395fe04f35d011bab1d406e3c335850cdf2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1177/0017896915595530"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> sagepub.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4770810" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Evaluating a multi-component, community-based program to improve adherence and retention in care among adolescents living with HIV in Zimbabwe: study protocol for a cluster randomized controlled trial

Webster Mavhu, Nicola Willis, Juliet Mufuka, Collin Mangenah, Kudzanayi Mvududu, Sarah Bernays, Walter Mangezi, Tsitsi Apollo, Ricardo Araya, Helen A. Weiss, Frances M. Cowan
<span title="2017-10-20">2017</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/elawdhnd7neuxgmzbrr6efzkgu" style="color: black;">Trials</a> </i> &nbsp;
Evaluating a multi-component, community-based program to improve adherence and retention in care among adolescents living with HIV in Zimbabwe: study protocol for a cluster randomized controlled trial.  ...  Statistical analyses will be conducted and reported in line with CONSORT guidelines for cluster randomized trials, including a flowchart.  ...  Publisher's Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13063-017-2198-7">doi:10.1186/s13063-017-2198-7</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/29052529">pmid:29052529</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5649065/">pmcid:PMC5649065</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3k7shrpdhnbyfc57sgwg72nhqu">fatcat:3k7shrpdhnbyfc57sgwg72nhqu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180719010928/http://researchonline.lshtm.ac.uk/4574564/1/Evaluating%20a%20multi-component%2C%20community-based_GOLD%20VoR.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cc/60/cc6069f04041033e5f96be332c670ebcbd977478.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13063-017-2198-7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5649065" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Stigma-directed services (Stig2Health) to improve 'linkage to care' for people living with HIV in rural Tanzania: study protocol for a nested pre-post implementation study within the Kilombero and Ulanga Antiretroviral Cohort

Raphael Magnolini, Elizabeth Senkoro, Aneth Vedastus Kalinjuma, Olivia Kitau, Bernard Kivuma, Leila Samson, Anna Eichenberger, Getrud Joseph Mollel, Eileen Krinke, James Okuma, Robert Ndege, Tracy Glass (+4 others)
<span title="2022-03-21">2022</span> <i title="F1000 Research Ltd"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ixz4lmebsfhbzi5cw7m7drtjau" style="color: black;">AAS Open Research</a> </i> &nbsp;
HIV-related stigma is a major barrier to the timely linkage and retention of patients in HIV care in sub-Saharan Africa, where most people living with HIV/AIDS reside.  ...  services for newly diagnosed HIV positive patients.  ...  Sylvia Kaaya and colleagues for making their depression and stigma questionnaires available to our research team.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.12688/aasopenres.13353.1">doi:10.12688/aasopenres.13353.1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mrgors5rtneype3zhtmojevs3q">fatcat:mrgors5rtneype3zhtmojevs3q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220323212033/https://d2105gzef9joy6.cloudfront.net/manuscripts/14499/1a649720-a737-489b-97d9-0c322b9b4685_13353_-_raphael_magnolini.pdf?doi=10.12688/aasopenres.13353.1&amp;numberOfBrowsableCollections=4&amp;numberOfBrowsableInstitutionalCollections=0&amp;numberOfBrowsableGateways=6" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c3/1e/c31e20a33befe3f238987771089e3c944ddf9fd3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.12688/aasopenres.13353.1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

An overview on synthetic administrative data for research

Theodora Kokosi, Bianca De Stavola, Robin Mitra, Lora Frayling, Aiden Doherty, Iain Dove, Pam Sonnenberg, Katie Harron
<span title="2022-05-23">2022</span> <i title="Swansea University"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gd7dmrvl25f6xmsg5duxv6vqsu" style="color: black;">International Journal of Population Data Science</a> </i> &nbsp;
However, concerns about the release of sensitive or personal data and the associated disclosure risk can lead to lengthy approval processes and restricted data access.  ...  A promising solution to facilitate more efficient data access is to create synthetic versions of the original datasets which do not hold any confidential information and can minimise disclosure risk.  ...  Acknowledgements We would like to thank Prof Neil Sebire at Health Data Research UK (HDRUK) for his input on this overview.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23889/ijpds.v7i1.1727">doi:10.23889/ijpds.v7i1.1727</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/w25zgnlxyjas7jltt4rn74avn4">fatcat:w25zgnlxyjas7jltt4rn74avn4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220525190219/https://ijpds.org/article/download/1727/3395" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a7/7f/a77f49ed13eb35d8e3b2818968eb9abef0020cc0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23889/ijpds.v7i1.1727"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>
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