<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JEP</journal-id><journal-title-group><journal-title>Journal of Environmental Protection</journal-title></journal-title-group><issn pub-type="epub">2152-2197</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jep.2016.72015</article-id><article-id pub-id-type="publisher-id">JEP-63445</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Earth&amp;Environmental Sciences</subject></subj-group></article-categories><title-group><article-title>
 
 
  Silica Particulate Pollution in Central India
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>hageshwar</surname><given-names>Singh Patel</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sapana</surname><given-names>Gupta</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Shobhana</surname><given-names>Ramteke</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Keshaw</surname><given-names>Prakash Rajhans</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>S.</surname><given-names>Nava</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>F.</surname><given-names>Lucarelli</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>Department of Physics, University of Florence and INFN, via Sansone, Florence, Italy</addr-line></aff><aff id="aff1"><addr-line>School of Studies in Chemistry/Environmental Science, Pt. Ravishankar Shukla University, Raipur, India</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>patelks_55@hotmail.com(HSP)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>04</day><month>02</month><year>2016</year></pub-date><volume>07</volume><issue>02</issue><fpage>170</fpage><lpage>175</lpage><history><date date-type="received"><day>11</day>	<month>November</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>13</month>	<year>February</year>	</date><date date-type="accepted"><day>16</day>	<month>February</month>	<year>2016</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  Asbestos exposure is known to cause asbestosis 
  <em>i.e.</em> lung cancer (mesothelioma) with increased risk of diseases 
  <em>i.e.</em> gastrointestinal, colorectal, throat, kidney, esophageal, and gallbladder cancer. Therefore, in the present work, the concentration of SiO
  <sub>2</sub> associated to the coarse and fine particulates in the ambient air of most industrialized area of central India 
  <em>i.e.</em> Raipur city (capital of Chhattisgarh state) is described. The concentration of SiO
  <sub>2</sub> in ambient air associated to the PM
  <sub>10</sub> and PM
  <sub>2.5</sub> was ranged from 6.6 to 102 and 0.2 to 15 μg/m
  <sup>3</sup> with mean value of 30.0 &#177; 6.0 and 4.3 &#177; 0.8 μg/m
  <sup>3</sup>, respectively. The seasonal, spatial and temporal variations of SiO2 in the air are described.
 
</p></abstract><kwd-group><kwd>Ambient Air</kwd><kwd> Particulate Matter</kwd><kwd> Silica</kwd><kwd> Trace Elements</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Silica is air toxics when inhaled or ingested during product use, demolition work, building or home maintenance, repair, remodeling, etc. [<xref ref-type="bibr" rid="scirp.63445-ref1">1</xref>] . Exposure to silica containing respirable particulates (&lt;0.5 to 5.0 &#181;m in diameter) over long time causes silicosis, lung cancer and airways diseases [<xref ref-type="bibr" rid="scirp.63445-ref1">1</xref>] -[<xref ref-type="bibr" rid="scirp.63445-ref4">4</xref>] . Some investigations of silica exposures were reported [<xref ref-type="bibr" rid="scirp.63445-ref5">5</xref>] -[<xref ref-type="bibr" rid="scirp.63445-ref20">20</xref>] . In the present work, the ambient exposure of silica associated to coarse and fine particulates in the most industrialized area of the central India (Raipur city, capital, Chhattisgarh state) is described.</p></sec><sec id="s2"><title>2. Methods and Materials</title><sec id="s2_1"><title>2.1. Study Area</title><p>The Raipur city (latitude: 21˚24'N and longitude: 81˚63'E), capital of Chhattisgarh state, India, was selected for the present study due to running of several industries in this region. The population of city including suburb area is &#187;2 million, and being an important regional commercial and industrial destination for the coal, power, steel and aluminum industries. Several steel and ferro-alloys industries are running in this city.</p></sec><sec id="s2_2"><title>2.2. Particulate Collection</title><p>The Partisol Model 2300 Sequential speciation air sampler (Thermo Scientific, USA) was used for collection of the PM<sub>10</sub> and PM<sub>2.5</sub> samples during period, June 2005 - May 2014. The PM<sub>10</sub> and PM<sub>2.5</sub> samples were collected simultaneously on 47-mm teflon quoted PTVC filter (Whatmann) housed in molded filter cassettes. One sample blank was used for collection of PM<sub>10</sub> and PM<sub>2.5</sub>. The sampler was installed at the roof of the building, 3-m above from the ground level at residential site: Dagania (no. 2), Raipur, <xref ref-type="fig" rid="fig1">Figure 1</xref>. Similarly, PM collection was carried out in the commercial (Jaistambh, no. 3) and industrial area (Siltara, no. 1). The filter was prior heated up to 50˚C to reduce their blank value, and placed in clean polyethylene petri dish. The weighted filters were housed in the sampler and run for 24-hrs from 6.00 am - 6.00 am. The loaded filters were dismounted, brought to laboratory, transferred into the desicator, and finally weighted to record the particulate contents.</p></sec><sec id="s2_3"><title>2.3. Analysis</title><p>The elemental analysis of the collected aerosol samples has been carried out by PIXE (Particle Induced X-ray</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> Sampling locations in Raipur city, CG, India</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x7.png"/></fig><p>Emission) technique, using the external beam set-up of the 3 MV Tandetron accelerator of the LABEC laboratory (INFN) in Florence, Italy.</p></sec></sec><sec id="s3"><title>3. Results and Discussion</title><sec id="s3_1"><title>3.1. Particulate Concentration</title><p>The annual (June 2005 - May 2006) mass concentrations of PM<sub>10</sub> and PM<sub>2.5</sub> (n = 44) are in the range 37 - 501 &#181;g/m<sup>3</sup> and 19 - 259 &#181;g/m<sup>3 </sup>with arithmetic mean value of 209 &#177; 38 &#181;g/m<sup>3</sup> and 95 &#177; 18 &#181;g/m<sup>3</sup>, respectively, <xref ref-type="fig" rid="fig2">Figure 2</xref>. The annual mean ratio of [PM<sub>2.5</sub>]/[PM<sub>10</sub>] was found to be 0.46. The highest concentration of the PM<sub>10</sub> and PM<sub>2.5</sub> was observed in the winter season (December - January), may be due to temperature inversion and lowest air mass speed. The lowest seasonal average concentration of PM<sub>10</sub> and PM<sub>2.5</sub> observed was 50 and 20 &#181;g/m<sup>3</sup>, respectively, could be considered as background levels in Raipur city.</p></sec><sec id="s3_2"><title>3.2. Elemental Concentration</title><p>The elements i.e. Na, K, Cl, Al, Si, S, Ca and Fe are main constituents of the PM. The annual mean concentration of Na, K, Cl, Al, Si, S, Ca and Fe in the ambient air associated to the PM<sub>10</sub> was 1.0 &#177; 0.1, 3.4 &#177; 0.6, 1.9 &#177; 0.5, 6.6 &#177; 1.1, 15.9 &#177; 2.8, 3.4 &#177; 0.3, 9.8 &#177; 1.9 and 12.7 &#177; 2.5 &#181;g/m<sup>3</sup>, respectively, <xref ref-type="fig" rid="fig3">Figure 3</xref>. The concentration of Na, K, Cl, Al, Si, S, Ca and Fe in the air associated to the PM<sub>2.5</sub> was 0.5 &#177; 0.1, 1.5 &#177; 0.3, 0.8 &#177; 0.4, 1.0 &#177; 0.2, 2.0 &#177; 0.4, 3.1 &#177; 0.4, 0.9 &#177; 0.2 and 1.6 &#177; 0.4 &#181;g/m<sup>3</sup>, respectively. Silicon and sulfur showed the highest concentration in the PM<sub>10</sub> and PM<sub>2.5</sub> mode, respectively, <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> Distribution of PM<sub>10</sub> and PM<sub>2.5</sub> in the ambient air of Raipur city at residential area during year, June 2005 - May 2006</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x8.png"/></fig><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> Annual mean concentration of major elements in ambient air associated to the PM<sub>10</sub> and PM<sub>2.5</sub></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x9.png"/></fig></sec><sec id="s3_3"><title>3.3. Silica Concentration</title><p>The existence of silicon in the particulates is assumed as silica, SiO<sub>2</sub>, and a factor of 2.14 was used to compute SiO<sub>2</sub> concentration. The SiO<sub>2</sub> concentration associated to the PM<sub>10</sub> and PM<sub>2.5</sub> was ranged from 6.6 - 102 and 0.3 - 15.1 &#181;g/m<sup>3</sup> with mean value of 40 &#177; 6 and 4.5 &#177; 1.0 &#181;g/m<sup>3</sup>, respectively.</p></sec><sec id="s3_4"><title>3.4. Seasonal, Spatial and Temporal Variations</title><p>The highest concentration of SiO<sub>2</sub> in the particulate phase was observed during month of February, 2006 mainly due to lowest wind speed (&lt;2 km/hr) and higher temperature inversion, <xref ref-type="fig" rid="fig4">Figure 4</xref>. In turn, the lowest concentration of SiO<sub>2</sub> in the air was marked in the month of July due to the highest wind speed (&gt;10 km/hr) and heavy rain fall (&gt;50 cm/month). The SiO<sub>2</sub> concentration in the commercial area (CA) and industrial area (IA) was increased enormously, <xref ref-type="fig" rid="fig5">Figure 5</xref>. The temporal variation of SiO<sub>2</sub> was found to increase during year 2006 to 2009 due to vast industrialization, increase in vehicle numbers and unpaved nature of the road, <xref ref-type="fig" rid="fig6">Figure 6</xref>. Thereafter, the SiO<sub>2</sub> concentration was found to decrease may be due to use of control devices for industrial effluents and improving the road quality.</p></sec><sec id="s3_5"><title>3.5. Silica Exposure</title><p>Exposure of silica beyond the threshold limit value (TLV) of 25 &#181;g/m<sup>3</sup> in air causes respiratory diseases [<xref ref-type="bibr" rid="scirp.63445-ref6">6</xref>] . The annual mean value of silica exposed was 40 &#177; 6 &#181;g/m<sup>3</sup>, higher than the TLV value of 25 &#181;g/m<sup>3</sup>. The whole population is exposed with silica at elevated levels during period, October to April of a year.</p><fig id="fig4"  position="float"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> Seasonal variation of oxide of Al, Si and Ca</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x10.png"/></fig><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Spatial variation of SiO<sub>2</sub> in residential (RA), commercial (CA) and industrial area (IA) of Raipur city during February, 2006</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x11.png"/></fig><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Temporal variation of SiO<sub>2</sub> in month of February at residential site of Raipur city</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-6702866x12.png"/></fig></sec></sec><sec id="s4"><title>4. Conclusion</title><p>The respirable aerosol concentration in the urban environment of India is found several folds higher than permissible limits during period, October - April of a year. They are associated with elevated levels of elements i.e. Si, Fe, Ca and Al. The concentration of silica in the ambient environment of Raipur city, central India was found to be higher than the permissible limit during period, October - April of a year. The mean silica concentration in the PM<sub>10</sub> was observed to be 17.5% &#177; 1.7%.</p></sec><sec id="s5"><title>Acknowledgements</title><p>We are thankful to the DST, New Delhi for granting project grant for aerosol studies in central India.</p></sec><sec id="s6"><title>Cite this paper</title><p>Khageshwar SinghPatel,SapanaGupta,ShobhanaRamteke,Keshaw PrakashRajhans,S.Nava,F.Lucarelli, (2016) Silica Particulate Pollution in Central India. Journal of Environmental Protection,07,170-175. doi: 10.4236/jep.2016.72015</p></sec><sec id="s7"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.63445-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Yu, M.H. (2001) Environmental Toxicology: Impacts of Environmental Toxicants on Living Systems. CRC Press, Boca Raton, 114-115. 
https://www.google.co.in/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=3&amp;cad=rja&amp;uact=8&amp;ved=0CCwQFjACahUKEwjhv4br_PjIAhUCI5QKHSmlCbM&amp;url=http%3A%2F%2F117.3.71.125%3A8080%2Fdspace%2Fbitstream%2FDHKTDN%2F6131%2F1%2F6473%2520Environmental%2520toxicology%2520Impacts%2520of%2520environmental%2520toxicants%2520on%2520living%2520systems..pdf&amp;usg=AFQjCNGqZB8YG8Id3SFmoQq1uzVarCJpVw</mixed-citation></ref><ref id="scirp.63445-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Dahmann, D., Taeger, D., Kappler, M., Büchte, S., Morfeld, P., Brüning, T. and Pesch, B. (2008) Assessment of Exposure in Epidemiological Studies: The Example of Silica Dust. Journal of Exposure Science and Environmental Epidemiology, 18, 452-461. http://dx.doi.org/10.1038/sj.jes.7500636</mixed-citation></ref><ref id="scirp.63445-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">NIOSH, Hazard Review (2002) Health Effects of Occupational Exposure to Respirable Crystalline Silica. DHHS Publication No. 2002-129. National Institute for Occupational Safety and Health, Cincinnati.http://www.cdc.gov/niosh/docs/2002-129/pdfs/2002-129.pdf</mixed-citation></ref><ref id="scirp.63445-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Lynge, E., Kurppa, K., Kristofersen, L., Malker, H. and Sauli, H. (1986) Silica Dust and Lung Cancer: Results from the Nordic Occupational Mortality and Cancer Incidence Registers. Journal of the National Cancer Institute, 77, 883-889.</mixed-citation></ref><ref id="scirp.63445-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Yassin, A., Yebesi, F. and Tingle, R. (2005) Occupational Exposure to Crystalline Silica Dust in the United States, 1988-2003. Environmental Health Perspectives, 113, 255-260. http://dx.doi.org/10.1289/ehp.7384</mixed-citation></ref><ref id="scirp.63445-ref6"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">Flanagan, M.E., Seixas, N., Majar, M., Camp, J. and Morgan, M. (2003) Silica Dust Exposures during Selected Construction Activities. AIHA Journal: A Journal for the Science of Occupation and Environmental Health and Safety, 64, 319-328. http://dx.doi.org/10.1080/15428110308984823</mixed-citation></ref><ref id="scirp.63445-ref7"><label>7</label><mixed-citation publication-type="other" xlink:type="simple">Flynn, M.R. and Susi, P. (2003) Engineering Controls for Selected Silica and Dust Exposures in the Construction Industry—A Review. Applied Occupational and Environmental Hygiene, 18, 268-277. http://dx.doi.org/10.1080/10473220301406</mixed-citation></ref><ref id="scirp.63445-ref8"><label>8</label><mixed-citation publication-type="other" xlink:type="simple">Akbar-Khanzadeh, F. and Brillhart, R.L. (2002) Respirable Crystalline Silica Dust Exposure during Concrete Finishing (Grinding) Using Hand-Held Grinders in the Construction Industry. The Annals of Occupational Hygiene, 46, 341-346. http://dx.doi.org/10.1093/annhyg/mef043</mixed-citation></ref><ref id="scirp.63445-ref9"><label>9</label><mixed-citation publication-type="other" xlink:type="simple">Calzolai, G., Chiari, M., Garcia-Orellana, I., Lucarelli, F., Migliori, A., Nava, S. and Taccetti, F. (2006) The New External Beam Facility for Environmental Studies at the Tandetron Accelerator of LABEC. Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 249, 928-931. http://dx.doi.org/10.1016/j.nimb.2006.03.193</mixed-citation></ref><ref id="scirp.63445-ref10"><label>10</label><mixed-citation publication-type="other" xlink:type="simple">Mouli, P.C., Mohan, S.V., Balaram, V., Kumar, M.P. and Reddy, S.J. (2006) A Study on Trace Elemental Composition of Atmospheric Aerosols at a Semi-Arid Urban Site using ICP-MS Technique. Atmospheric Environment, 40, 136-146.http://dx.doi.org/10.1016/j.atmosenv.2005.09.028</mixed-citation></ref><ref id="scirp.63445-ref11"><label>11</label><mixed-citation publication-type="other" xlink:type="simple">Balachandran, S., Meena, B.R. and Khillare, P.S. (2000) Particle Size Distribution and Its Elemental Composition in the Ambient Air of Delhi. Environment International, 26, 49-54. http://dx.doi.org/10.1016/S0160-4120(00)00077-5</mixed-citation></ref><ref id="scirp.63445-ref12"><label>12</label><mixed-citation publication-type="other" xlink:type="simple">Sharma, M. and Maloo, S. (2005) Assessment of Ambient Air PM10 and PM2.5 and Characterization of PM10 in the City of Kanpur, India. Atmospheric Environment, 39, 6015-6026. http://dx.doi.org/10.1016/j.atmosenv.2005.04.041</mixed-citation></ref><ref id="scirp.63445-ref13"><label>13</label><mixed-citation publication-type="other" xlink:type="simple">Mukhopadhyay, K., Ramalingam, A., Ramani, R., Dasu, V., Sadasivam, A., Kumar, P., Prasad, S.N., Sambandam, S. and Balakrishnan, K. (2011) Exposure to Respirable Particulates and Silica in and around the Stone Crushing Units in Central India. Industrial Health, 49, 221-227. http://dx.doi.org/10.2486/indhealth.MS1207</mixed-citation></ref><ref id="scirp.63445-ref14"><label>14</label><mixed-citation publication-type="other" xlink:type="simple">Semple, S., Green, D.A., McAlpine, G., Cowie, H. and Seaton, A. (2008) Exposure to Particulate Matter on an Indian Stone-Crushing Site. Occupational and Environmental Medicine, 65, 300-305. http://dx.doi.org/10.1136/oem.2007.032805</mixed-citation></ref><ref id="scirp.63445-ref15"><label>15</label><mixed-citation publication-type="other" xlink:type="simple">Bujak-Pietrek, S., Mikolajczyk, U., Szadkowska-Stańczyk, I. and Stroszejn-Mrowca, G. (2008) Occupational Exposure to Silica Dust by Selected Sectors of National Economy in Poland Based on Electronic Database. Medycyna Pracy, 59, 203-213.</mixed-citation></ref><ref id="scirp.63445-ref16"><label>16</label><mixed-citation publication-type="other" xlink:type="simple">Akbar-Khanzadeh, F., Ames, A., Bisesi, M., Milz, S., Czajkowski, K. and Kumar, A. (2012) Particulate Matter (PM) Exposure Assessment—Horizontal and Vertical PM Profiles in Relation to Agricultural Activities and Environmental Factors in Farm Fields. Journal of Occupational and Environmental Hygiene, 9, 502-516. http://dx.doi.org/10.1080/15459624.2012.695216</mixed-citation></ref><ref id="scirp.63445-ref17"><label>17</label><mixed-citation publication-type="other" xlink:type="simple">Kurmi, O.P., Semple, S., Steiner, M., Henderson, G.D. and Ayres, J.G. (2008) Particulate Matter Exposure during Domestic Work in Nepal. The Annals Occupational Hygiene, 52, 509-517. http://dx.doi.org/10.1093/annhyg/men026</mixed-citation></ref><ref id="scirp.63445-ref18"><label>18</label><mixed-citation publication-type="other" xlink:type="simple">Cavariani, F., Bedini, L., De Rossi, M., Papandrea, F., Carai, A. and Cacchioli, G. (2006) Exposure to Crystalline Silica in the Air during Renovation of Residential Buildings. Giornale Italiano Medicina del Lavoro ed Ergonomia, 28, 209-210.</mixed-citation></ref><ref id="scirp.63445-ref19"><label>19</label><mixed-citation publication-type="other" xlink:type="simple">Hicks, J. and Yager, J. (2006) Airborne Crystalline Silica Concentrations at Coal-Fired Power Plants Associated with Coal Fly Ash. Journal of Occupational and Environmental Hygiene, 3, 448-455. http://dx.doi.org/10.1080/15459620600802747</mixed-citation></ref><ref id="scirp.63445-ref20"><label>20</label><mixed-citation publication-type="other" xlink:type="simple">Beaudry, C., Lavoué, J., Sauvé, J.F., Bégin, D., Senhaji Rhazi, M., Perrault, G., Dion, C. and Gérin, M. (2013) Occupational Exposure to Silica in Construction Workers: A Literature-Based Exposure Database. Journal of Occupational and Environmental Hygiene, 10, 71-77. http://dx.doi.org/10.1080/15459624.2012.747399</mixed-citation></ref></ref-list></back></article>