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@article{pelligrini2021estimating,
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title={Estimating longitudinal depressive symptoms from smartphone data in a transdiagnostic cohort},
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author={AM Pellegrini, EJ Huang, PC Staples, KL Hart, JM Lorme, HE Brown, RH Perlis, and JP Onnela},
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journal={Brain and Behavior},
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year={2021},
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publisher={Wiley-Blackwell}
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}
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@article{fortgang2020increase,
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title={Increase in suicidal thinking during COVID-19},
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author={R Fortgang, SB Wang, AJ Millner, A Reid-Russell, A Beukenhorst, EM Kleiman, KH Bentley, KL Zuromski, M Al-Suwaidi, SA Bird, R Buonopane, D Demarco, A Haim, VW Joyce, E Kastman, E Kilbury, H-I Lee, P Mair, CC Nash, JP Onnela, JW Smoller, and MK Nock},
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journal={Clinical Psychological Science},
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year={2020},
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publisher={SAGE Publishing},
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doi={10.1177/2167702621993857}
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}
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@article{beukenhorst2021smartphone,
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title={Smartphone data during the COVID-19 pandemic can quantify behavioral changes in people with ALS},
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author={Beukenhorst, Anna L and Collins, Ella and Burke, Katherine M and Rahman, Syed Minhajur and Clapp, Margaret and Konanki, Sai Charan and Paganoni, Sabrina and Miller, Timothy M and Chan, James and Onnela, Jukka-Pekka and others},
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journal={Muscle \& nerve},
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volume={63},
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number={2},
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pages={258--262},
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year={2021},
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publisher={Wiley Online Library},
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doi={10.1002/mus.27110}
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}
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@article{mercier2020digital,
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title={Digital Phenotyping to Quantify Psychosocial Well-Being Trajectories After Spinal Cord Injury},
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author={Mercier, Hannah W and Hamner, Jason W and Torous, John and Onnela, Jukka Pekka and Taylor, J Andrew},
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journal={American Journal of Physical Medicine \& Rehabilitation},
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volume={99},
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number={12},
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pages={1138--1144},
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year={2020},
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publisher={LWW},
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doi={10.1097/phm.0000000000001506}
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}
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@article{panda2021smartphone,
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title={Smartphone-Based Assessment of Preoperative Decision Conflict and Postoperative Physical Activity Among Patients Undergoing Cancer Surgery: A Prospective Cohort Study},
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author={Panda, Nikhil and Solsky, Ian and Cauley, Christy E and Lipsitz, Stuart and Desai, Eesha V and Huang, Emily J and Benjamin, Evan M and Lubitz, Carrie C and Onnela, Jukka-Pekka and Haynes, Alex B},
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journal={Annals of Surgery},
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year={2021},
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publisher={LWW},
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doi={10.1097/SLA.0000000000004487}
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}
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@article{panda2020smartphone,
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title={Smartphone global positioning system (GPS) data enhances recovery assessment after breast cancer surgery},
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author={Panda, Nikhil and Solsky, Ian and Hawrusik, Becky and Liu, Gang and Reeder, Harrison and Lipsitz, Stuart and Desai, Eesha V and Lowery, Kurt W and Miller, Kate and Gadd, Michele A and others},
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journal={Annals of Surgical Oncology},
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pages={1--10},
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year={2020},
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publisher={Springer},
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doi={10.1245/s10434-020-09004-5}
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}
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@article{panda2020using,
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title={Using smartphones to capture novel recovery metrics after cancer surgery},
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author={Panda, Nikhil and Solsky, Ian and Huang, Emily J and Lipsitz, Stuart and Pradarelli, Jason C and Delisle, Megan and Cusack, James C and Gadd, Michele A and Lubitz, Carrie C and Mullen, John T and others},
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journal={JAMA surgery},
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volume={155},
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number={2},
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pages={123--129},
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year={2020},
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publisher={American Medical Association},
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doi={10.1001/jamasurg.2019.4702}
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}
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@article{berry2019design,
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title={Design and results of a smartphone-based digital phenotyping study to quantify ALS progression},
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author={Berry, James D and Paganoni, Sabrina and Carlson, Kenzie and Burke, Katherine and Weber, Harli and Staples, Patrick and Salinas, Joel and Chan, James and Green, Jordan R and Connaghan, Kathryn and others},
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journal={Annals of clinical and translational neurology},
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volume={6},
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number={5},
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pages={873--881},
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year={2019},
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publisher={Wiley Online Library},
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doi={10.1002/acn3.770}
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}
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@article{cote2019digital,
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title={Digital phenotyping in patients with spine disease: a novel approach to quantifying mobility and quality of life},
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author={Cote, David J and Barnett, Ian and Onnela, Jukka-Pekka and Smith, Timothy R},
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journal={World neurosurgery},
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volume={126},
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pages={e241--e249},
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year={2019},
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publisher={Elsevier},
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doi={10.1016/j.wneu.2019.01.297}
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}
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@article{torous2018characterizing,
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title={Characterizing the clinical relevance of digital phenotyping data quality with applications to a cohort with schizophrenia},
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author={Torous, John and Staples, Patrick and Barnett, Ian and Sandoval, Luis R and Keshavan, Matcheri and Onnela, Jukka-Pekka},
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journal={NPJ digital medicine},
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volume={1},
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number={1},
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pages={1--9},
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year={2018},
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publisher={Nature Publishing Group},
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doi={10.1038/s41746-018-0022-8}
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}
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@article{wright2018hope,
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title={The HOPE pilot study: harnessing patient-reported outcomes and biometric data to enhance cancer care},
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author={Wright, Alexi A and Raman, Nikita and Staples, Patrick and Schonholz, Stephanie and Cronin, Angel and Carlson, Kenzie and Keating, Nancy L and Onnela, Jukka-Pekka},
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journal={JCO clinical cancer informatics},
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volume={2},
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pages={1--12},
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year={2018},
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publisher={American Society of Clinical Oncology},
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doi={10.1200/cci.17.00149}
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}
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@article{barnett2018relapse,
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title={Relapse prediction in schizophrenia through digital phenotyping: a pilot study},
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author={Barnett, Ian and Torous, John and Staples, Patrick and Sandoval, Luis and Keshavan, Matcheri and Onnela, Jukka-Pekka},
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journal={Neuropsychopharmacology},
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volume={43},
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number={8},
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pages={1660--1666},
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year={2018},
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publisher={Nature Publishing Group},
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doi={10.1038/s41386-018-0030-z}
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}
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@article{staples2017comparison,
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title={A comparison of passive and active estimates of sleep in a cohort with schizophrenia},
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author={Staples, Patrick and Torous, John and Barnett, Ian and Carlson, Kenzie and Sandoval, Luis and Keshavan, Matcheri and Onnela, Jukka-Pekka},
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journal={NPJ schizophrenia},
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volume={3},
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number={1},
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pages={1--6},
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year={2017},
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publisher={Nature Publishing Group},
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doi={10.1038/s41537-017-0038-0}
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}
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@article{onnela2016harnessing,
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title={Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health},
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author={Onnela, Jukka-Pekka and Rauch, Scott L},
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journal={Neuropsychopharmacology},
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volume={41},
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number={7},
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pages={1691--1696},
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year={2016},
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publisher={Nature Publishing Group},
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doi={10.1038/npp.2016.7}
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}
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@article{torous2016new,
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title={New tools for new research in psychiatry: a scalable and customizable platform to empower data driven smartphone research},
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author={Torous, John and Kiang, Mathew V and Lorme, Jeanette and Onnela, Jukka-Pekka},
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journal={JMIR mental health},
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volume={3},
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number={2},
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pages={e16},
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year={2016},
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publisher={JMIR Publications Inc., Toronto, Canada},
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doi={10.2196/mental.5165}
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}
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@article{houle2010phenomics,
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title={Phenomics: the next challenge},
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author={Houle, David and Govindaraju, Diddahally R and Omholt, Stig},
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journal={Nature reviews genetics},
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volume={11},
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number={12},
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pages={855--866},
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year={2010},
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publisher={Nature Publishing Group},
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doi={10.1038/nrg2897}
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}
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@article{delude2015deep,
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title={Deep phenotyping: the details of disease},
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author={Delude, Cathryn M},
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journal={Nature},
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volume={527},
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number={7576},
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pages={S14--S15},
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year={2015},
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publisher={Nature Publishing Group},
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doi={10.1038/527S14a}
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}
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@article{bilder2009phenomics,
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title={Phenomics: the systematic study of phenotypes on a genome-wide scale},
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author={Bilder, Robert M and Sabb, FW and Cannon, TD and London, ED and Jentsch, JD and Parker, D Stott and Poldrack, Russell A and Evans, C and Freimer, NB},
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journal={Neuroscience},
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volume={164},
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number={1},
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pages={30--42},
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year={2009},
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publisher={Elsevier},
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doi={10.1016/j.neuroscience.2009.01.027}
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}
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@article{robinson2012deep,
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title={Deep phenotyping for precision medicine},
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author={Robinson, Peter N},
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journal={Human mutation},
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volume={33},
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number={5},
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pages={777--780},
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year={2012},
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publisher={Wiley Online Library},
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doi={10.1002/humu.22080}
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}
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@article{mora2017edaravone,
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title={Edaravone for treatment of early-stage ALS},
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author={Mora, Jes{\'u}s S},
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journal={The Lancet Neurology},
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volume={16},
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number={10},
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pages={772},
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year={2017},
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publisher={Elsevier},
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doi={10.1016/S1474-4422(17)30289-2}
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}
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@article{berry2019design,
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title={Design and results of a smartphone-based digital phenotyping study to quantify ALS progression},
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author={Berry, James D and Paganoni, Sabrina and Carlson, Kenzie and Burke, Katherine and Weber, Harli and Staples, Patrick and Salinas, Joel and Chan, James and Green, Jordan R and Connaghan, Kathryn and Barback, Josh and Onnela, Jukka-Pekka},
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journal={Annals of clinical and translational neurology},
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volume={6},
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number={5},
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pages={873--881},
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year={2019},
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publisher={Wiley Online Library},
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doi={10.1002/acn3.770}
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}
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@article{straczkiewicz2021systematic,
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title={A systematic review of smartphone-based human activity recognition methods for health research},
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author={Straczkiewicz, Marcin and James, Peter and Onnela, Jukka-Pekka},
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journal={NPJ Digital Medicine},
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volume={4},
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number={1},
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pages={1--15},
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year={2021},
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publisher={Nature Publishing Group},
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doi={10.1038/s41746-021-00514-4}
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}
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@misc{wiki_sensing,
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title={Mobile phone based sensing software},
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year={2021},
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howpublished={\emph{Wikipedia}. Accessed November 10, 2021 [Online]},
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url={https://en.wikipedia.org/wiki/Mobile_phone_based_sensing_software}
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}
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@misc{github_ears,
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title={EARS-iOS-Public},
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year={2020},
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publisher={GitHub},
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journal={GitHub repository},
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url={https://github.com/C4DMH/EARS-iOS-Public}
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}
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@article{onnela2021opportunities,
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title={Opportunities and challenges in the collection and analysis of digital phenotyping data},
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author={Onnela, Jukka-Pekka},
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journal={Neuropsychopharmacology},
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volume={46},
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number={1},
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pages={45--54},
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year={2021},
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publisher={Nature Publishing Group},
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doi = {10.1038/s41386-020-0771-3}
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}
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@misc{researchkit,
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author={{ResearchKit}},
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title={ResearchKit Framework Programming Guide},
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year={2018},
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howpublished={Accessed November 10, 2021 [Online]},
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url={http://researchkit.org/docs/docs/Overview/GuideOverview.html}
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}
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@misc{sensorkit,
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author={{Apple Developer}},
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title={SensorKit Documentation},
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year={2020},
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howpublished={Accessed November 10, 2021 [Online]},
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url={https://developer.apple.com/documentation/sensorkit/srsensor#3681604}
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}
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@misc{cmsensor,
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author={{Apple Developer}},
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title={Core Motion Documentation},
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year={2020},
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howpublished={Accessed November 10, 2021 [Online]},
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url={https://developer.apple.com/documentation/coremotion/cmsensorrecorder/1615987-recordaccelerometer}
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}
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@misc{sensorkit_stepcount,
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author={{Apple Developer}},
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title={SensorKit Documentation},
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year={2020},
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howpublished={Accessed November 10, 2021 [Online]},
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url={https://developer.apple.com/documentation/healthkit/hkquantitytypeidentifier/1615548-stepcount}
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}

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