Unsupervised machine learning predicts future sexual behaviour and sexually transmitted infections among HIV-positive men who have sex with men

• Sara Andresen ,

  Contributed equally to this work with: Sara Andresen, Suraj Balakrishna

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: sara.andresen@bluewin.ch

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland, Institute of Medical Virology, University of Zurich, Zurich, Switzerland

  https://orcid.org/0000-0002-7630-2617

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• Suraj Balakrishna ,

  Contributed equally to this work with: Sara Andresen, Suraj Balakrishna

  Roles Conceptualization, Data curation, Supervision, Writing – review & editing

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland, Institute of Medical Virology, University of Zurich, Zurich, Switzerland

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• Catrina Mugglin,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Infectious Diseases, Bern University Hospital Inselspital, University of Bern, Bern, Switzerland

  https://orcid.org/0000-0001-7966-3939

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• Axel J. Schmidt,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland, Sigma Research, London School of Hygiene and Tropical Medicine, United Kingdom

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• Dominique L. Braun,

  Roles Conceptualization, Data curation, Resources, Writing – review & editing

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland, Institute of Medical Virology, University of Zurich, Zurich, Switzerland

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• Alex Marzel,

  Roles Writing – review & editing

  Affiliation Research, Teaching and Development, Schulthess Clinic, Zurich, Switzerland

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• Thanh Doco Lecompte,

  Roles Resources, Writing – review & editing

  Affiliation HIV Unit, Infectious Diseases Division, Department of Medicine, University Hospital of Geneva, Switzerland

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• Katharine EA Darling,

  Roles Resources, Writing – review & editing

  Affiliation Infectious Diseases Service, Department of Medicine, University Hospital of Lausanne (CHUV), Switzerland

  https://orcid.org/0000-0003-1449-3873

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• Jan A. Roth,

  Roles Resources, Writing – review & editing

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Basel, Basel, Switzerland, Basel Institute for Clinical Epidemiology and Biostatistics, University Hospital Basel, University of Basel, Basel, Switzerland, Division of Analytical and Research Services, Department of Informatics, University Hospital Basel, Basel, Switzerland

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• Patrick Schmid,

  Roles Resources, Writing – review & editing

  Affiliation Division of Infectious Diseases and Hospital Epidemiology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland

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• Enos Bernasconi,

  Roles Resources, Writing – review & editing

  Affiliation Division of Infectious Diseases, Lugano Regional Hospital, Lugano, Switzerland

  https://orcid.org/0000-0002-9724-8373

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• Huldrych F. Günthard,

  Roles Conceptualization, Methodology, Resources, Writing – review & editing

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland, Institute of Medical Virology, University of Zurich, Zurich, Switzerland

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• Andri Rauch ,

  Roles Conceptualization, Methodology, Resources, Supervision, Writing – review & editing

  ¶‡ AR, RDK, and LS-V also contributed equally to this work.

  Affiliation Department of Infectious Diseases, Bern University Hospital Inselspital, University of Bern, Bern, Switzerland

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• Roger D. Kouyos ,

  Roles Conceptualization, Methodology, Resources, Supervision, Writing – review & editing

  ¶‡ AR, RDK, and LS-V also contributed equally to this work.

  Affiliations Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland, Institute of Medical Virology, University of Zurich, Zurich, Switzerland

  https://orcid.org/0000-0002-9220-8348

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• Luisa Salazar-Vizcaya ,

  Roles Conceptualization, Formal analysis, Methodology, Software, Supervision, Writing – review & editing

  ¶‡ AR, RDK, and LS-V also contributed equally to this work.

  Affiliation Department of Infectious Diseases, Bern University Hospital Inselspital, University of Bern, Bern, Switzerland

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