{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,10]],"date-time":"2026-10-10T02:14:35Z","timestamp":1791598475787,"version":"4.3.4"},"reference-count":28,"publisher":"Journal of Neurosurgery Publishing Group (JNSPG)","issue":"6","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,12]]},"abstract":"<jats:sec>\n                    <jats:title>OBJECTIVE<\/jats:title>\n                    <jats:p>Patient-reported outcome measures (PROMs) are currently the gold standard to evaluate patient physical performance and ability to recover after spine surgery. However, PROMs have significant limitations due to the qualitative and subjective nature of the information reported as well as the impossibility of using this method in a continuous manner. The smartphone global positioning system (GPS) can be used to provide continuous, quantitative, and objective information on patient mobility. The aim of this study was to use daily mobility features derived from the smartphone GPS to characterize the perioperative period of patients undergoing spine surgery and to compare these objective measurements to PROMs, the current gold standard.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>METHODS<\/jats:title>\n                    <jats:p>Eight daily mobility features were derived from smartphone GPS data in a population of 39 patients undergoing spine surgery for a period of 2 months starting 3weeks before surgery. In parallel, three different PROMs for pain (visual analog scale [VAS]), disability (Oswestry Disability Index [ODI]) and functional status (Patient-Reported Outcomes Measurement Information System [PROMIS]) were serially measured. Segmented linear regression analysis was used to assess trends before and after surgery. The Student paired t-test was used to compare pre- and postoperative PROM scores. Pearson\u2019s correlation was calculated between the daily average of each GPS-based mobility feature and the daily average of each PROM score during the recovery period.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>RESULTS<\/jats:title>\n                    <jats:p>Smartphone GPS features provided data documenting a reduction in mobility during the immediate postoperative period, followed by a progressive and steady increase with a return to baseline mobility values 1 month after surgery. PROMs measuring pain, physical performance, and disability were significantly different 1 month after surgery compared to the 2 immediate preoperative weeks. The GPS-based features presented moderate to strong linear correlation with pain VAS and PROMIS physical score during the recovery period (Pearson r &gt; 0.7), whereas the ODI and PROMIS mental scores presented a weak correlation (Pearson r approximately 0.4).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>CONCLUSIONS<\/jats:title>\n                    <jats:p>Smartphone-derived GPS features were shown to accurately characterize perioperative mobility trends in patients undergoing surgery for spine-related diseases. Features related to time (rather than distance) were better at describing patient physical and performance status. Smartphone GPS has the potential to be used for the development of accurate, noninvasive and personalized tools for patient mobility monitoring after surgery.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3171\/2021.2.spine202181","type":"journal-article","created":{"date-parts":[[2021,9,10]],"date-time":"2021-09-10T03:25:47Z","timestamp":1631244347000},"page":"796-806","source":"Crossref","is-referenced-by-count":34,"title":["Smartphone GPS signatures of patients undergoing spine surgery correlate with mobility and current gold standard outcome measures"],"prefix":"10.3171","volume":"35","author":[{"given":"Alessandro","family":"Boaro","sequence":"first","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"},{"name":"Institute of Neurosurgery, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Italy; and"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jeffrey","family":"Leung","sequence":"additional","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Harrison T.","family":"Reeder","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Harvard T.H. Chan School of Public Health;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francesca","family":"Siddi","sequence":"additional","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elisabetta","family":"Mezzalira","sequence":"additional","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gang","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Harvard T.H. Chan School of Public Health;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rania A.","family":"Mekary","sequence":"additional","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"},{"name":"School of Pharmacy, MCPHS University, Boston, Massachusetts;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Lu","sequence":"additional","affiliation":[{"name":"Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard University, Boston, Massachusetts"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael W.","family":"Groff","sequence":"additional","affiliation":[{"name":"Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard University, Boston, Massachusetts"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jukka-Pekka","family":"Onnela","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Harvard T.H. Chan School of Public Health;"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Timothy R.","family":"Smith","sequence":"additional","affiliation":[{"name":"Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard Medical School;"},{"name":"Department of Neurosurgery, Brigham and Women\u2019s Hospital, Harvard University, Boston, Massachusetts"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1754","reference":[{"key":"b1","series-title":"BMJ","doi-asserted-by":"publisher","first-page":"h6234","DOI":"10.1136\/bmj.h6234","article-title":"Management of lumbar spinal stenosis","volume":"352","author":"Lurie J","year":"2016","unstructured":"Lurie J, Tomkins-Lane C. Management of lumbar spinal stenosis. BMJ. 2016;352:h6234.10.1136\/bmj.h623426727925"},{"issue":"3","key":"b2","series-title":"Curr Rev Musculoskelet Med","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1007\/s12178-016-9348-5","article-title":"Degenerative cervical myelopathy","volume":"9","author":"Kato S","year":"2016","unstructured":"Kato S, Fehlings M. Degenerative cervical myelopathy. Curr Rev Musculoskelet Med. 2016;9(3):263\u2013271.2725004010.1007\/s12178-016-9348-5"},{"issue":"1","key":"b3","series-title":"Spine","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1097\/01.brs.0000251014.81875.6d","article-title":"Surgical or nonoperative treatment for lumbar spinal stenosis? A randomized controlled trial","volume":"32","author":"Malmivaara A","year":"2007","unstructured":"Malmivaara A, Sl\u00e4tis P, Heli\u00f6vaara M,  Surgical or nonoperative treatment for lumbar spinal stenosis? A randomized controlled trial. Spine (Phila Pa 1976).2007;32(1):1\u20138.10.1097\/01.brs.0000251014.81875.6d"},{"issue":"CN Suppl 1","key":"b4","series-title":"Neurosurg","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1227\/NEU.0000000000000816","article-title":"Surgery vs conservative care for cervical spondylotic myelopathy: nonoperative operative management","volume":"62","author":"Ghobrial GM","year":"2015","unstructured":"Ghobrial GM, Harrop JS. Surgery vs conservative care for cervical spondylotic myelopathy: nonoperative operative management. Neurosurg. 2015;62(CN Suppl 1):62\u201365.10.1227\/NEU.0000000000000816"},{"key":"b5","series-title":"Clin Neurol Neurosurg","doi-asserted-by":"publisher","first-page":"105710","DOI":"10.1016\/j.clineuro.2020.105710","article-title":"Outcome measures reflecting patient satisfaction following decompression surgery for lumbar spinal stenosis: comparison of major outcome measures","volume":"191","author":"Ogura Y","year":"2020","unstructured":"Ogura Y, Kobayashi Y, Kitagawa T,  Outcome measures reflecting patient satisfaction following decompression surgery for lumbar spinal stenosis: comparison of major outcome measures. Clin Neurol Neurosurg. 2020;191:105710.10.1016\/j.clineuro.2020.10571032036240"},{"issue":"1","key":"b6","series-title":"J Spine Surg","doi-asserted-by":"publisher","first-page":"89","DOI":"10.21037\/jss.2020.01.11","article-title":"Outcomes and value in elective cervical spine surgery: an introductory and practical narrative review","volume":"6","author":"Zuckerman SL","year":"2020","unstructured":"Zuckerman SL, Devin CJ. Outcomes and value in elective cervical spine surgery: an introductory and practical narrative review. J Spine Surg. 2020;6(1):89\u2013105.3230964910.21037\/jss.2020.01.11"},{"issue":"15","key":"b7","series-title":"Spine","doi-asserted-by":"publisher","first-page":"1073","DOI":"10.1097\/BRS.0000000000003458","article-title":"The association between physicians\u2019 communication and patient-reported outcomes in spine surgery","volume":"45","author":"Rabah NM","year":"2020","unstructured":"Rabah NM, Levin JM, Winkelman RD,  The association between physicians\u2019 communication and patient-reported outcomes in spine surgery. Spine (Phila Pa 1976).2020;45(15):1073\u20131080.10.1097\/BRS.000000000000345832675615"},{"issue":"11","key":"b8","series-title":"Spine J","doi-asserted-by":"publisher","first-page":"1586","DOI":"10.1016\/j.spinee.2017.05.002","article-title":"The association between the Hospital Consumer Assessment of Healthcare Providers and Systems (HCAHPS) survey and real-world clinical outcomes in lumbar spine surgery","volume":"17","author":"Levin JM","year":"2017","unstructured":"Levin JM, Winkelman RD, Smith GA,  The association between the Hospital Consumer Assessment of Healthcare Providers and Systems (HCAHPS) survey and real-world clinical outcomes in lumbar spine surgery. Spine J. 2017;17(11):1586\u20131593.10.1016\/j.spinee.2017.05.00228495242"},{"issue":"3","key":"b9","series-title":"Eur Spine J","doi-asserted-by":"publisher","first-page":"816","DOI":"10.1007\/s00586-016-4938-x","article-title":"Do we have the right PROMs for measuring outcomes in lumbar spinal surgery?","volume":"26","author":"Stokes OM","year":"2017","unstructured":"Stokes OM, Cole AA, Breakwell LM,  Do we have the right PROMs for measuring outcomes in lumbar spinal surgery?. Eur Spine J. 2017;26(3):816\u2013824.2807068310.1007\/s00586-016-4938-x"},{"issue":"5","key":"b10","series-title":"Eur J Sport Sci","doi-asserted-by":"publisher","first-page":"624","DOI":"10.1080\/17461391.2015.1105299","article-title":"Physical activity intensity can be accurately monitored by smartphone global positioning system \u2018app\u2019","volume":"16","author":"Gordon BA","year":"2016","unstructured":"Gordon BA, Bruce L, Benson AC. Physical activity intensity can be accurately monitored by smartphone global positioning system \u2018app\u2019. Eur J Sport Sci. 2016;16(5):624\u2013631.10.1080\/17461391.2015.110529926505223"},{"issue":"2","key":"b11","series-title":"JAMA Netw Open","doi-asserted-by":"publisher","first-page":"e187672","DOI":"10.1001\/jamanetworkopen.2018.7672","article-title":"The rise of wearable technology in health care","volume":"2","author":"Krummel TM","year":"2019","unstructured":"Krummel TM. The rise of wearable technology in health care. JAMA Netw Open. 2019;2(2):e187672.10.1001\/jamanetworkopen.2018.767230707223"},{"key":"b12","series-title":"Annu Int Conf IEEE Eng Med Biol Soc.","first-page":"3117","article-title":"A smartphone application suite for assessing mobility","volume":"2016","author":"Madhushri P","unstructured":"Madhushri P, Dzhagaryan AA, Jovanov E, Milenkovic A. A smartphone application suite for assessing mobility. Annu Int Conf IEEE Eng Med Biol Soc. 2016:3117\u20133120.28268970"},{"issue":"1","key":"b13","series-title":"J Neuroeng Rehabil","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1186\/s12984-017-0229-y","article-title":"Interactive wearable systems for upper body rehabilitation: a systematic review","volume":"14","author":"Wang Q","year":"2017","unstructured":"Wang Q, Markopoulos P, Yu B,  Interactive wearable systems for upper body rehabilitation: a systematic review. J Neuroeng Rehabil. 2017;14(1):20.2828422810.1186\/s12984-017-0229-y"},{"issue":"1","key":"b14","series-title":"Neuropsychopharmacology","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1038\/s41386-020-0771-3","article-title":"Opportunities and challenges in the collection and analysis of digital phenotyping data","volume":"46","author":"Onnela JP","year":"2021","unstructured":"Onnela JP. Opportunities and challenges in the collection and analysis of digital phenotyping data. Neuropsychopharmacology. 2021;46(1):45\u201354.10.1038\/s41386-020-0771-332679583"},{"issue":"7","key":"b15","series-title":"Neuropsychopharmacology","doi-asserted-by":"publisher","first-page":"1691","DOI":"10.1038\/npp.2016.7","article-title":"Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health","volume":"41","author":"Onnela JP","year":"2016","unstructured":"Onnela JP, Rauch SL. Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health. Neuropsychopharmacology. 2016;41(7):1691\u20131696.2681812610.1038\/npp.2016.7"},{"issue":"2","key":"b16","series-title":"JMIR Ment Health","doi-asserted-by":"publisher","first-page":"e16","DOI":"10.2196\/mental.5165","article-title":"New tools for new research in psychiatry: a scalable and customizable platform to empower data driven smartphone research","volume":"3","author":"Torous J","year":"2016","unstructured":"Torous J, Kiang MV, Lorme J, Onnela JP. New tools for new research in psychiatry: a scalable and customizable platform to empower data driven smartphone research. JMIR Ment Health. 2016;3(2):e16.10.2196\/mental.516527150677"},{"issue":"2","key":"b17","series-title":"JAMA Surg","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1001\/jamasurg.2019.4702","article-title":"Using smartphones to capture novel recovery metrics after cancer surgery","volume":"155","author":"Panda N","year":"2020","unstructured":"Panda N, Solsky I, Huang EJ,  Using smartphones to capture novel recovery metrics after cancer surgery. JAMA Surg. 2020;155(2):123\u2013129.10.1001\/jamasurg.2019.470231657854"},{"key":"b18","series-title":"World Neurosurg","doi-asserted-by":"publisher","first-page":"e241","DOI":"10.1016\/j.wneu.2019.01.297","article-title":"Digital phenotyping in patients with spine disease: a novel approach to quantifying mobility and quality of life","volume":"126","author":"Cote DJ","year":"2019","unstructured":"Cote DJ, Barnett I, Onnela JP, Smith TR. Digital phenotyping in patients with spine disease: a novel approach to quantifying mobility and quality of life. World Neurosurg. 2019;126:e241\u2013e249.10.1016\/j.wneu.2019.01.29730797933"},{"issue":"8","key":"b19","series-title":"Neuropsychopharmacology","doi-asserted-by":"publisher","first-page":"1660","DOI":"10.1038\/s41386-018-0030-z","article-title":"Relapse prediction in schizophrenia through digital phenotyping: a pilot study","volume":"43","author":"Barnett I","year":"2018","unstructured":"Barnett I, Torous J, Staples P,  Relapse prediction in schizophrenia through digital phenotyping: a pilot study. Neuropsychopharmacology. 2018;43(8):1660\u20131666.2951133310.1038\/s41386-018-0030-z"},{"issue":"7","key":"b20","series-title":"Curr Psychiatry Rep","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s11920-019-1043-y","article-title":"Smartphone-based tracking of sleep in depression, anxiety, and psychotic disorders","volume":"21","author":"Aledavood T","year":"2019","unstructured":"Aledavood T, Torous J, Triana Hoyos AM,  Smartphone-based tracking of sleep in depression, anxiety, and psychotic disorders. Curr Psychiatry Rep. 2019;21(7):49.10.1007\/s11920-019-1043-y31161412"},{"issue":"2","key":"b21","series-title":"Biostatistics","doi-asserted-by":"publisher","first-page":"e98","DOI":"10.1093\/biostatistics\/kxy059","article-title":"Inferring mobility measures from GPS traces with missing data","volume":"21","author":"Barnett I","year":"2020","unstructured":"Barnett I, Onnela JP. Inferring mobility measures from GPS traces with missing data. Biostatistics. 2020;21(2):e98\u2013e112.10.1093\/biostatistics\/kxy05930371736"},{"issue":"12","key":"b22","series-title":"Singapore Med J","first-page":"614","article-title":"Biostatistics 104: correlational analysis","volume":"44","author":"Chan YH","year":"2003","unstructured":"Chan YH. Biostatistics 104: correlational analysis. Singapore Med J. 2003;44(12):614\u2013619.14770254"},{"issue":"2","key":"b23","series-title":"Ann Surg Oncol","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1245\/s10434-020-09004-5","article-title":"Smartphone Global Positioning System (GPS) data enhances recovery assessment after breast cancer surgery","volume":"28","author":"Panda N","year":"2021","unstructured":"Panda N, Solsky I, Hawrusik B,  Smartphone Global Positioning System (GPS) data enhances recovery assessment after breast cancer surgery. Ann Surg Oncol. 2021;28(2):985\u2013994.10.1245\/s10434-020-09004-532812109"},{"issue":"21)(suppl","key":"b24","series-title":"Spine","doi-asserted-by":"publisher","first-page":"S69","DOI":"10.1097\/BRS.0b013e31822ef6de","article-title":"Evaluating the correlation and responsiveness of patient-reported pain with function and quality-of-life outcomes after spine surgery","volume":"36","author":"DeVine J","year":"2011","unstructured":"DeVine J, Norvell DC, Ecker E,  Evaluating the correlation and responsiveness of patient-reported pain with function and quality-of-life outcomes after spine surgery. Spine (Phila Pa 1976).2011;36(21)(suppl):S69\u2013S74.2189734710.1097\/BRS.0b013e31822ef6de"},{"issue":"10","key":"b25","series-title":"Clin Orthop Relat Res","doi-asserted-by":"publisher","first-page":"2027","DOI":"10.1097\/CORR.0000000000000419","article-title":"What Are the MCIDs for PROMIS, NDI, and ODI instruments among patients with spinal conditions?","volume":"476","author":"Hung M","year":"2018","unstructured":"Hung M, Saltzman CL, Kendall R,  What Are the MCIDs for PROMIS, NDI, and ODI instruments among patients with spinal conditions?. Clin Orthop Relat Res. 2018;476(10):2027\u20132036.10.1097\/CORR.000000000000041930179950"},{"issue":"9","key":"b26","series-title":"Clin Spine Surg","doi-asserted-by":"publisher","first-page":"392","DOI":"10.1097\/BSD.0000000000000895","article-title":"Minimal clinically important difference and substantial clinical benefit using PROMIS CAT in cervical spine surgery","volume":"32","author":"Steinhaus ME","year":"2019","unstructured":"Steinhaus ME, Iyer S, Lovecchio F,  Minimal clinically important difference and substantial clinical benefit using PROMIS CAT in cervical spine surgery. Clin Spine Surg. 2019;32(9):392\u2013397.3156917510.1097\/BSD.0000000000000895"},{"issue":"4","key":"b27","series-title":"Spine J","doi-asserted-by":"publisher","first-page":"726","DOI":"10.1016\/j.spinee.2018.09.010","article-title":"Reconsidering the minimally important difference: evidence of instability over time and across groups","volume":"19","author":"Schwartz CE","year":"2019","unstructured":"Schwartz CE, Zhang J, Rapkin BD, Finkelstein JA. Reconsidering the minimally important difference: evidence of instability over time and across groups. Spine J. 2019;19(4):726\u2013734.10.1016\/j.spinee.2018.09.01030248391"},{"issue":"4","key":"b28","series-title":"Telemed J E Health","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1089\/tmj.2011.0132","article-title":"Reliability and validity of gait analysis by android-based smartphone","volume":"18","author":"Nishiguchi S","year":"2012","unstructured":"Nishiguchi S, Yamada M, Nagai K,  Reliability and validity of gait analysis by android-based smartphone. Telemed J E Health. 2012;18(4):292\u2013296.10.1089\/tmj.2011.013222400972"}],"container-title":["Journal of Neurosurgery: Spine"],"original-title":[],"link":[{"URL":"https:\/\/thejns.org\/view\/journals\/j-neurosurg-spine\/35\/6\/article-p796.xml","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/thejns.org\/downloadpdf\/journals\/j-neurosurg-spine\/35\/6\/article-p796.xml","content-type":"text\/html","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/thejns.org\/downloadpdf\/journals\/j-neurosurg-spine\/35\/6\/article-p796.xml","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,27]],"date-time":"2025-06-27T20:56:41Z","timestamp":1751057801000},"score":1,"resource":{"primary":{"URL":"https:\/\/thejns.org\/view\/journals\/j-neurosurg-spine\/35\/6\/article-p796.xml"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12]]},"references-count":28,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.3171\/2021.2.spine202181","relation":{},"ISSN":["1547-5654"],"issn-type":[{"value":"1547-5654","type":"print"}],"subject":[],"published":{"date-parts":[[2021,12]]}}}