{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,31]],"date-time":"2026-08-31T13:33:36Z","timestamp":1788183216007,"version":"build-2803163510"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2018,9,5]],"date-time":"2018-09-05T00:00:00Z","timestamp":1536105600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Expo Sci Environ Epidemiol"],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1038\/s41370-018-0067-4","type":"journal-article","created":{"date-parts":[[2018,9,5]],"date-time":"2018-09-05T09:13:10Z","timestamp":1536138790000},"page":"568-577","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Development and validation of models to predict personal ventilation rate for air pollution research"],"prefix":"10.1038","volume":"29","author":[{"given":"N.","family":"Good","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"T.","family":"Carpenter","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"G. B.","family":"Anderson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"A.","family":"Wilson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J. L.","family":"Peel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"R. C.","family":"Browning","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J.","family":"Volckens","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,9,5]]},"reference":[{"key":"67_CR1","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1016\/S0140-6736(00)02653-2","volume":"356","author":"N K\u00fcnzli","year":"2000","unstructured":"K\u00fcnzli N, Kaiser R, Medina S, Studnicka M, Chanel O, Filliger P, et al. Public-health impact of outdoor and traffic-related air pollution: a European assessment. Lancet. 2000;356:795\u2013801.","journal-title":"Lancet"},{"key":"67_CR2","doi-asserted-by":"publisher","first-page":"1233","DOI":"10.1016\/S0140-6736(02)11274-8","volume":"360","author":"B Brunekreef","year":"2002","unstructured":"Brunekreef B, Holgate ST. Air pollution and health. Lancet. 2002;360:1233\u201342.","journal-title":"Lancet"},{"key":"67_CR3","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1161\/01.CIR.0000108927.80044.7F","volume":"109","author":"CA Pope 3rd","year":"2004","unstructured":"Pope CA 3rd, Burnett RT, Thurston GD, Thun MJ, Calle EE, Krewski D, et al. Cardiovascular mortality and long-term exposure to particulate air pollution: epidemiological evidence of general pathophysiological pathways of disease. Circulation. 2004;109:71\u20137.","journal-title":"Circulation"},{"key":"67_CR4","unstructured":"U.S. EPA. Integrated science assessment (ISA) for oxides of nitrogen \u2013 health criteria (final report, 2016), EPA\/600\/R-15\/068. Washington, DC: US Environmental Protection Agency; 2016."},{"key":"67_CR5","unstructured":"U.S. EPA. Integrated science assessment (ISA) of ozone and related photochemical oxidants (final report, 2013), EPA\/600\/R-10\/076F. Washington, DC: US Environmental Protection Agency; 2013."},{"key":"67_CR6","unstructured":"U.S. EPA. Integrated science assessment for particulate matter, EPA\/600\/R-08\/139F. Washington, DC: US Environmental Protection Agency; 2009."},{"key":"67_CR7","doi-asserted-by":"publisher","first-page":"938","DOI":"10.1021\/es00077a001","volume":"24","author":"PJ Lioy","year":"1990","unstructured":"Lioy PJ. Assessing total human exposure to contaminants - a multidisciplinary approach. Environ Sci Technol. 1990;24:938\u201345.","journal-title":"Environ Sci Technol"},{"key":"67_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S1352-2310(00)00330-7","volume":"35","author":"C Monn","year":"2001","unstructured":"Monn C. Exposure assessment of air pollutants: a review on spatial heterogeneity and indoor\/outdoor\/personal exposure to suspended particulate matter, nitrogen dioxide and ozone. Atmos Environ. 2001;35:1\u201332.","journal-title":"Atmos Environ"},{"key":"67_CR9","volume-title":"Comprehensive definitions of exposure and dose to environmental pollution, SIMS technical report no. 159","author":"N Duan","year":"1990","unstructured":"Duan N, Dobbs A, Ott W. Comprehensive definitions of exposure and dose to environmental pollution, SIMS technical report no. 159. Stanford, CA: Department of Statistics, Stanford University; 1990."},{"key":"67_CR10","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1100\/tsw.2002.119","volume":"2","author":"JJ Zhang","year":"2002","unstructured":"Zhang JJ, Lioy PJ. Human exposure assessment in air pollution systems. ScientificWorldJournal. 2002;2:497\u2013513.","journal-title":"ScientificWorldJournal"},{"key":"67_CR11","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/s11869-011-0140-9","volume":"5","author":"L Sheppard","year":"2012","unstructured":"Sheppard L, Burnett RT, Szpiro AA, Kim SY, Jerrett M, Pope CA 3rd, et al. Confounding and exposure measurement error in air pollution epidemiology. Air Qual Atmos Health. 2012;5:203\u201316.","journal-title":"Air Qual Atmos Health"},{"key":"67_CR12","doi-asserted-by":"publisher","first-page":"419","DOI":"10.1289\/ehp.00108419","volume":"108","author":"SL Zeger","year":"2000","unstructured":"Zeger SL, Thomas D, Dominici F, Samet JM, Schwartz J, Dockery D, et al. Exposure measurement error in time-series studies of air pollution: concepts and consequences. Environ Health Perspect. 2000;108:419\u201326.","journal-title":"Environ Health Perspect"},{"key":"67_CR13","unstructured":"Samet JM, Lambert WE, James DS, Mermier CM, Chick TW Assessment of heart rate as a predictor of ventilation. 1993."},{"key":"67_CR14","unstructured":"U.S. Environmental Protection Agency. EPA methods for derivation of inhalation reference concentrations and application of inhalation dosimetry, EPA\/600\/8-90\/066F. Washington, DC: Office of Research and Development, Office of Health and Environmental Assessment; 1994. ."},{"key":"67_CR15","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1016\/j.atmosenv.2012.06.041","volume":"61","author":"T Cole-Hunter","year":"2012","unstructured":"Cole-Hunter T, Morawska L, Stewart I, Jayaratne R, Solomon C. Inhaled particle counts on bicycle commute routes of low and high proximity to motorised traffic. Atmos Environ. 2012;61:197\u2013203.","journal-title":"Atmos Environ"},{"key":"67_CR16","doi-asserted-by":"publisher","first-page":"e0147578","DOI":"10.1371\/journal.pone.0147578","volume":"11","author":"R Greenwald","year":"2016","unstructured":"Greenwald R, Hayat MJ, Barton J, Lopukhin A. A novel method for quantifying the inhaled dose of air pollutants based on heart rate, breathing rate and forced vital capacity. PLoS ONE. 2016;11:e0147578.","journal-title":"PLoS ONE"},{"key":"67_CR17","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1016\/j.scitotenv.2015.04.120","volume":"527-528","author":"CA Ramos","year":"2015","unstructured":"Ramos CA, Reis JF, Almeida T, Alves F, Wolterbeek HT, Almeida SM. Estimating the inhaled dose of pollutants during indoor physical activity. Sci Total Environ. 2015;527-528:111\u20138.","journal-title":"Sci Total Environ"},{"key":"67_CR18","doi-asserted-by":"publisher","DOI":"10.1186\/1476-069X-8-48","volume":"8","author":"M Zuurbier","year":"2009","unstructured":"Zuurbier M, Hoek G, van den Hazel P, Brunekreef B. Minute ventilation of cyclists, car and bus passengers: an experimental study. Environ Health. 2009;8:48.","journal-title":"Environ Health"},{"key":"67_CR19","doi-asserted-by":"publisher","first-page":"e1001953","DOI":"10.1371\/journal.pmed.1001953","volume":"13","author":"L Piwek","year":"2016","unstructured":"Piwek L, Ellis DA, Andrews S, Joinson A. The rise of consumer health wearables: promises and barriers. PLoS Med. 2016;13:e1001953.","journal-title":"PLoS Med"},{"issue":"8 Pt 1","key":"67_CR20","doi-asserted-by":"publisher","first-page":"1913","DOI":"10.1111\/j.1540-8159.1997.tb03596.x","volume":"20","author":"LP Soucie","year":"1997","unstructured":"Soucie LP, Carey C, Woodend AK, Tang AS. Correlation of the heart rate-minute ventilation relationship with clinical data: relevance to rate-adaptive pacing. Pacing Clin Electrophysiol. 1997;20(8 Pt 1):1913\u20138.","journal-title":"Pacing Clin Electrophysiol"},{"key":"67_CR21","doi-asserted-by":"publisher","first-page":"1894","DOI":"10.1152\/jappl.1986.60.6.1894","volume":"60","author":"ML Aitken","year":"1986","unstructured":"Aitken ML, Franklin JL, Pierson DJ, Schoene RB. Influence of body size and gender on control of ventilation. J Appl Physiol (1985). 1986;60:1894\u20139.","journal-title":"J Appl Physiol (1985)"},{"key":"67_CR22","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1007\/s00421-003-0853-z","volume":"89","author":"E Kilbride","year":"2003","unstructured":"Kilbride E, McLoughlin P, Gallagher CG, Harty HR. Do gender differences exist in the ventilatory response to progressive exercise in males and females of average fitness? Eur J Appl Physiol. 2003;89:595\u2013602.","journal-title":"Eur J Appl Physiol"},{"key":"67_CR23","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1007\/s00421-009-1326-9","volume":"109","author":"H Rosdahl","year":"2010","unstructured":"Rosdahl H, Gullstrand L, Salier-Eriksson J, Johansson P, Schantz P. Evaluation of the oxycon mobile metabolic system against the Douglas bag method. Eur J Appl Physiol. 2010;109:159\u201371.","journal-title":"Eur J Appl Physiol"},{"key":"67_CR24","first-page":"532","volume":"7","author":"V Diaz","year":"2008","unstructured":"Diaz V, Benito PJ, Peinado AB, Alvarez M, Martin C, Salvo VD, et al. Validation of a new portable metabolic system during an incremental running test. J Sports Sci & Med. 2008;7:532\u20136.","journal-title":"J Sports Sci & Med"},{"key":"67_CR25","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1007\/s00421-001-0572-2","volume":"86","author":"J Carter","year":"2002","unstructured":"Carter J, Jeukendrup AE. Validity and reliability of three commercially available breath-by-breath respiratory systems. Eur J Appl Physiol. 2002;86:435\u201341.","journal-title":"Eur J Appl Physiol"},{"key":"67_CR26","volume-title":"ACSM\u2019s guidelines for exercise testing and prescription","author":"American College of Sports Medicine.","year":"2014","unstructured":"American College of Sports Medicine. ACSM\u2019s guidelines for exercise testing and prescription. 9th ed. Baltimore, MD: Williams & Wilkins; 2014.","edition":"9th ed"},{"issue":"1","key":"67_CR27","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1113\/expphysiol.1933.sp000588","volume":"23","author":"J. A. MacWilliam","year":"1933","unstructured":"MacWilliam JA. Postural effects on heart-rate and blood pressure. Quart J Exp Physiol. 1933;23:1\u201333.","journal-title":"Quarterly Journal of Experimental Physiology"},{"key":"67_CR28","first-page":"429","volume":"43","author":"P Royston","year":"1994","unstructured":"Royston P, Altman DG. Regression using fractional polynomials of continuous covariates - parsimonious parametric modeling. Appl Stat J R Stat Soc Ser C. 1994;43:429\u201367.","journal-title":"Appl Stat J R Stat Soc Ser C"},{"key":"67_CR29","doi-asserted-by":"crossref","unstructured":"Royston P, Sauerbrei W. Multivariable model-building. Chichester, UK: John Wiley & Sons Ltd; 2008.","DOI":"10.1002\/9780470770771"},{"key":"67_CR30","unstructured":"Benner A. Multivariable fractional polynomials. 2015. \n                    https:\/\/cran.r-project.org\/web\/packages\/mfp\/vignettes\/mfp_vignette.pdf\n                    \n                  ."},{"key":"67_CR31","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1111\/1467-985X.00122","volume":"162","author":"W Sauerbrei","year":"1999","unstructured":"Sauerbrei W, Royston P. Building multivariable prognostic and diagnostic models: transformation of the predictors by using fractional polynomials. J R Stat Soc Ser A Stat Soc. 1999;162:71\u201394.","journal-title":"J R Stat Soc Ser A Stat Soc"},{"key":"67_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v034.i12","volume":"34","author":"V Calcagno","year":"2010","unstructured":"Calcagno V, de Mazancourt C. glmulti: an R package for easy automated model selection with (generalized) linear models. J Stat Softw. 2010;34:1\u201329.","journal-title":"J Stat Softw"},{"key":"67_CR33","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1080\/01621459.1997.10473615","volume":"92","author":"AE Raftery","year":"1997","unstructured":"Raftery AE, Madigan D, Hoeting JA. Bayesian model averaging for linear regression models. J Am Stat Assoc. 1997;92:179\u201391.","journal-title":"J Am Stat Assoc"},{"key":"67_CR34","doi-asserted-by":"publisher","first-page":"1535","DOI":"10.1080\/01621459.1994.10476894","volume":"89","author":"D Madigan","year":"1994","unstructured":"Madigan D, Raftery AE. Model selection and accounting for model uncertainty in graphical models using Occams Window. J Am Stat Assoc. 1994;89:1535\u201346.","journal-title":"J Am Stat Assoc"},{"key":"67_CR35","unstructured":"Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of International Joint Conference on Artificial Intelligence. 1995:1\u20137."},{"key":"67_CR36","unstructured":"McCool D, Samet J, editors. Noninvasive methods for measuring ventilation in mobile subjects. Researc Report No. 59. Health Effects Institute. Capital City Press, VT, USA 1993."},{"key":"67_CR37","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1088\/0967-3334\/33\/1\/79","volume":"33","author":"S Liu","year":"2012","unstructured":"Liu S, Gao R, He Q, Staudenmayer J, Freedson P. Improved regression models for ventilation estimation based on chest and abdomen movements. Physiol Meas. 2012;33:79\u201393.","journal-title":"Physiol Meas"},{"key":"67_CR38","doi-asserted-by":"publisher","first-page":"H426","DOI":"10.1152\/ajpheart.00038.2014","volume":"307","author":"O Sayadi","year":"2014","unstructured":"Sayadi O, Weiss EH, Merchant FM, Puppala D, Armoundas AA. An optimized method for estimating the tidal volume from intracardiac or body surface electrocardiographic signals: implications for estimating minute ventilation. Am J Physiol Heart Circ Physiol. 2014;307:H426\u201336.","journal-title":"Am J Physiol Heart Circ Physiol"},{"key":"67_CR39","unstructured":"Hastie T, Tibshirani R, Friedman J. The elements of statistical learning. 2nd ed. New York, NY, USA: Springer 2017."},{"key":"67_CR40","doi-asserted-by":"publisher","first-page":"887","DOI":"10.1152\/jappl.1992.73.3.887","volume":"73","author":"D Paek","year":"1992","unstructured":"Paek D, McCool FD. Breathing patterns during varied activities. J Appl Physiol (1985). 1992;73:887\u201393.","journal-title":"J Appl Physiol (1985)"},{"key":"67_CR41","doi-asserted-by":"publisher","first-page":"974","DOI":"10.1289\/ehp.96104974","volume":"104","author":"JA Beals","year":"1996","unstructured":"Beals JA, Funk LM, Fountain R, Sedman R. Quantifying the distribution of inhalation exposure in human populations: distribution of minute volumes in adults and children. Environ Health Perspect. 1996;104:974\u20139.","journal-title":"Environ Health Perspect"},{"key":"67_CR42","doi-asserted-by":"publisher","first-page":"1139","DOI":"10.1002\/sim.4780080914","volume":"8","author":"TD Tosteson","year":"1989","unstructured":"Tosteson TD, Stefanski LA, Schafer DW. A measurement-error model for binary and ordinal regression. Stat Med. 1989;8:1139\u201347. discussion 49","journal-title":"Stat Med"},{"key":"67_CR43","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1038\/sj.jea.7500332","volume":"14","author":"IM Heid","year":"2004","unstructured":"Heid IM, Kuchenhoff H, Miles J, Kreienbrock L, Wichmann HE. Two dimensions of measurement error: classical and Berkson error in residential radon exposure assessment. J Expo Anal Environ Epidemiol. 2004;14:365\u201377.","journal-title":"J Expo Anal Environ Epidemiol"},{"key":"67_CR44","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1007\/BF00626351","volume":"67","author":"JH Wijnen van","year":"1995","unstructured":"van Wijnen JH, Verhoeff AP, Jans HW, van Bruggen M. The exposure of cyclists, car drivers and pedestrians to traffic-related air pollutants. Int Arch Occup Environ Health. 1995;67:187\u201393.","journal-title":"Int Arch Occup Environ Health"},{"issue":"1 Suppl 1","key":"67_CR45","doi-asserted-by":"publisher","first-page":"S1","DOI":"10.1249\/MSS.0b013e3182399b7e","volume":"44","author":"P Freedson","year":"2012","unstructured":"Freedson P, Bowles HR, Troiano R, Haskell W. Assessment of physical activity using wearable monitors: recommendations for monitor calibration and use in the field. Med Sci Sports Exerc. 2012;44(1 Suppl 1):S1\u20134.","journal-title":"Med Sci Sports Exerc"}],"container-title":["Journal of Exposure Science &amp; Environmental Epidemiology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/www.nature.com\/articles\/s41370-018-0067-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/www.nature.com\/articles\/s41370-018-0067-4","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/www.nature.com\/articles\/s41370-018-0067-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,20]],"date-time":"2023-05-20T21:21:05Z","timestamp":1684617665000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s41370-018-0067-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9,5]]},"references-count":45,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2019,7]]}},"alternative-id":["67"],"URL":"https:\/\/doi.org\/10.1038\/s41370-018-0067-4","relation":{},"ISSN":["1559-0631","1559-064X"],"issn-type":[{"value":"1559-0631","type":"print"},{"value":"1559-064X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,9,5]]},"assertion":[{"value":"16 November 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 June 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 July 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 September 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}