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1.
Indoor Air ; 21(2): 121-31, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21029182

ABSTRACT

UNLABELLED: This study focuses on the relationship between classroom ventilation rates and academic achievement. One hundred elementary schools of two school districts in the southwest United States were included in the study. Ventilation rates were estimated from fifth-grade classrooms (one per school) using CO(2) concentrations measured during occupied school days. In addition, standardized test scores and background data related to students in the classrooms studied were obtained from the districts. Of 100 classrooms, 87 had ventilation rates below recommended guidelines based on ASHRAE Standard 62 as of 2004. There is a linear association between classroom ventilation rates and students' academic achievement within the range of 0.9-7.1 l/s per person. For every unit (1 l/s per person) increase in the ventilation rate within that range, the proportion of students passing standardized test (i.e., scoring satisfactory or above) is expected to increase by 2.9% (95%CI 0.9-4.8%) for math and 2.7% (0.5-4.9%) for reading. The linear relationship observed may level off or change direction with higher ventilation rates, but given the limited number of observations, we were unable to test this hypothesis. A larger sample size is needed for estimating the effect of classroom ventilation rates higher than 7.1 l/s per person on academic achievement. PRACTICAL IMPLICATIONS: The results of this study suggest that increasing the ventilation rates toward recommended guideline ventilation rates in classrooms should translate into improved academic achievement of students. More studies are needed to fully understand the relationships between ventilation rate, other indoor environmental quality parameters, and their effects on students' health and achievement. Achieving the recommended guidelines and pursuing better understanding of the underlying relationships would ultimately support both sustainable and productive school environments for students and personnel.


Subject(s)
Air Pollution, Indoor/analysis , Schools , Ventilation , Carbon Dioxide/analysis , Educational Measurement , Educational Status , Humans , Linear Models , Mathematics , Reading , Southwestern United States , Students
2.
Indoor Air ; 13(4): 332-43, 2003 Dec.
Article in English | MEDLINE | ID: mdl-14636227

ABSTRACT

The lack of an effective indoor air quality (IAQ) metric causes communication concerns among building tenants (the public), building managers (decision-makers), and IAQ investigators (engineers). The Indoor Air Pollution Index (IAPI) is developed for office buildings to bridge this communication discord. The index, simple and easily understood, employs the range of pollutant concentrations and concentrations in the subject building to estimate a unitless single number, the IAPI, between 0 (lowest pollution level and best IAQ) and ten (highest pollution level and worst IAQ). The index provides a relative measure of indoor air pollution for office buildings and ranks office indoor air pollution relative to the index distribution of the US office building population. Furthermore, the index associates well with occupant symptoms, percentage of occupants with persistent symptoms. A tree-structured method is utilized in conjunction with the arithmetic mean as the aggregation function. The hierarchical structure of the method renders not only one index value, but also several sub-index values that are critical in the study of an office air environment. The use of the IAPI for IAQ management is illustrated with an example. The decomposition of the index leads to the ranking of sampled pollutants by their relative contribution to the index and the identification of dominant pollutant(s). This information can be applied to design an effective strategy for reducing in-office air pollution.


Subject(s)
Air Pollution, Indoor/adverse effects , Air Pollution, Indoor/analysis , Occupational Exposure , Sick Building Syndrome/etiology , Air Pollution, Indoor/prevention & control , Communication , Humans , Reference Values , Risk Assessment
3.
J Expo Anal Environ Epidemiol ; 12(4): 233-43, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12087429

ABSTRACT

This paper identifies and ranks food items by estimating their contribution to the dietary exposure of the US population and 19 subpopulation groups. Contributions to dietary exposures to arsenic, cadmium, chromium, lead, nickel, benzene, chlorpyrifos, and diazinon are estimated using either the Dietary Exposure Potential Model (DEPM) approach, the National Human Exposure Assessment Survey Arizona (NHEXAS-AZ) approach or the combination of the two. The DEPM is a computer model that uses several national databases of food consumption and residue concentrations for estimating dietary. The DEPM approach ranks the contribution of food items to the total dietary exposure using two methods, the direct method that ranks contributions by population exposure magnitude and the weighted method that ranks by subpopulation exposure magnitude. The DEPM approach identifies highly exposed subpopulations and a relatively small number of food items contributing the most to dietary exposure. The NHEXAS-AZ approach uses the NHEXAS-AZ database containing food consumption data for each subject and chemical residues of a composite of food items consumed by each subject in 1 day during the sampling week. These data are then modeled to obtain estimates of dietary exposure to chemical residues. The third approach uses the NHEXAS-AZ consumption data with residue values from the national residue database. This approach also estimates percent contributions to exposure of each ranked food item for the Arizona population. Dietary exposures estimated using the three approaches are compared. The DEPM results indicate groups with highest dietary exposures include Nonnursing Infants, Children 1-6, Hispanic, Non-Hispanic White, Western, Northeast and Poverty 0-130%. The use of the Combined National Residue Database (CNRD) identifies 43 food items as primary contributors to total dietary exposure; they contribute a minimum of 68% of the total dietary exposure to each of the eight chemical residues. The percent contribution of ranked food items estimated using the NHEXAS samples is smaller than those obtained from the western US population via the DEPM. This indicates differences in consumption characteristics of the two groups with respect to the ranked food items. Six of 15 food items consumed by the NHEXAS-AZ subjects per day are ranked food items contributing between 56% and 70% of the estimated NHEXAS-AZ dietary exposure to each of the eight chemical residues. The difference between total dietary exposure estimates from the DEPM and NHEXAS-AZ approaches varies by chemical residue and is attributable to differences in sampling and analytical methods, and geographic areas represented by the data. Most metal exposures estimated using the NHEXAS consumption data with the CNRD have lower values than those estimated via the other approaches, possibly because the NHEXAS-AZ residue values are higher than the CNRD values. In addition, exposure estimates are seemingly affected by the difference in demographic characteristics and factors that affect types and amounts of food consumed. Efficient control strategies for reducing dietary exposure to chemical residues may be designed by focusing on the relatively small number of food items having similar ingredients that contribute substantively to the total ingestion exposure.


Subject(s)
Diet , Environmental Exposure , Food Contamination , Metals, Heavy/analysis , Models, Theoretical , Pesticide Residues/analysis , Humans , Reference Values , Risk Assessment
4.
AIHA J (Fairfax, Va) ; 63(1): 47-54, 2002.
Article in English | MEDLINE | ID: mdl-11843426

ABSTRACT

This article reports on a survey of customer and staff perceptions of indoor air quality at two restaurants, a billiard hall, and a casino. The survey was conducted at each environment for 8 days: 2 weekend days on 2 consecutive weekends and 4 weekdays. Before and during the survey, each hospitality environment satisfied ventilation requirements set in ASHRAE Standard 62-1999, Ventilation for Acceptable Indoor Air. An objective of this study was to test the hypothesis: If a hospitality environment satisfies ASHRAE ventilation requirements, then the indoor air is acceptable, that is, fewer than 20% of the exposed occupants perceive the environment as unacceptable. A second objective was to develop a multiple regression model that predicts the dependent variable, the environment is acceptable, as a function of a number of independent perception variables. Occupant perception of environmental, comfort, and physical variables was measured using a questionnaire. This instrument was designed to be efficient and unobtrusive; subjects could complete it within 3 min. Significant differences of occupant environment perception were identified among customers and staff. The dependent variable, the environment is acceptable, is affected by temperature, occupant density, and occupant smoking status, odor perception, health conditions, sensitivity to chemicals, and enjoyment of activities. Depending on the hospitality environment, variation of independent variables explains as much as 77% of the variation of the dependent variable.


Subject(s)
Consumer Behavior/statistics & numerical data , Environment, Controlled , Perception , Public Facilities , Public Opinion , Restaurants , Air Pollution, Indoor/statistics & numerical data , Health Status , Humans , Illinois , Regression Analysis , Tobacco Smoke Pollution/statistics & numerical data , Ventilation/standards , Workplace/statistics & numerical data
5.
J Expo Anal Environ Epidemiol ; 11(1): 56-65, 2001.
Article in English | MEDLINE | ID: mdl-11246803

ABSTRACT

This paper formulates regression models and examines their ability to associate exposures to chlorpyrifos and diazinon in residences with information obtained from questionnaires and environmental sampling of the National Human Exposure Assessment Survey Arizona (NHEXAS-AZ) database. A knowledge-based list of 29 potential exposure determinants was assembled from information obtained from six questionnaires administered in the course of the study. This list was used to select the independent variables of each model statistically and electronically. Depending on the data type of dependent and independent variables, four classes of regression models were developed to determine desired associations. Route-specific exposures were estimated using the indirect method of exposure estimation and measurements from the NHEXAS-AZ field study. The stepwise procedure was used to construct regression models. Significance level at P=0.10 was used for entry and retention of independent variables in a model. Twelve significant regression models were formulated to quantify associations among exposures and other variables in the NHEXAS-AZ database. Route-specific exposures to pesticides associate significantly with questionnaire-based variables such as preparation of pesticides, use of pesticide inside the house, and income level; and with concentration variables in three media: dermal wipe, sill wipe, and indoor air. Models formulated in this study may be used to estimate exposures to each of the pesticides. Yet, the use of these models must incorporate clear statements of the assumptions made in the formulation as well as the coefficient of determination and the confidence and prediction intervals of the dependent variable.


Subject(s)
Air Pollution, Indoor/analysis , Chlorpyrifos/analysis , Diazinon/analysis , Environmental Exposure , Housing , Insecticides/analysis , Activities of Daily Living , Adult , Aged , Databases, Factual , Female , Forecasting , Humans , Income , Male , Middle Aged , Models, Theoretical , Regression Analysis , Surveys and Questionnaires
6.
J Expo Anal Environ Epidemiol ; 9(5): 456-70, 1999.
Article in English | MEDLINE | ID: mdl-10554148

ABSTRACT

A major objective of the National Human Exposure Assessment Survey (NHEXAS) performed in Arizona was to conduct residential environmental and biomarker measurements of selected pesticides (chlorpyrifos, diazinon), volatile organic compounds (VOCs; benzene, toluene, trichloroethene, formaldehyde, 1,3-butadiene), and metals for total human exposure assessments. Both personal (e.g., blood, urine, dermal wipes, 24 h duplicate diet) and microenvironmental (e.g., indoor and outdoor air, house dust, foundation soil) samples were collected in each home in order to describe individual exposure via ingestion, inhalation, and dermal pathways, and to extrapolate trends to larger populations. This paper is a preliminary report of only the microenvironmental and dermal wipe data obtained for the target pesticides and VOCs, and provides comparisons with results from similar studies. Evaluations of total exposure from all sources and pathways will be addressed in future papers. The pesticides and VOCs all showed log-normal distributions of concentrations in the Arizona population sampled, and in most cases were detected with sufficient frequency to allow unequivocal description of the concentration by media at the 90th, 75th, and 50th (median) percentiles. Those combinations of pollutant and media, in which a large fraction of the measurements were below the detection limit of the analysis method used, included trichloroethene, 1,3-butadiene, and formaldehyde in outdoor air; chlorpyrifos and diazinon in outdoor air; and diazinon in dermal and window sill wipes. In general, indoor air concentrations were higher than outdoor air concentrations for all VOCs and pesticides investigated, and VOC levels were in good agreement with levels reported in other studies. In addition, the agreement obtained between co-located VOC samplers indicated that the low-cost diffusional badges used to measure concentrations are probably adequate for use in future monitoring studies. For the pesticides, the median levels found in indoor samples agreed well with other studies, although the levels corresponding to the upper 0.1-1% of the population were considerably higher than levels reported elsewhere, with indoor air levels as high as 3.3 and 20.5 microg/m3 for chlorpyrifos and diazinon, respectively. These data showed excellent correlation (Pearson and Spearman correlation coefficients of 0.998 and 0.998, respectively) between chlorpyrifos in indoor air and in the corresponding dermal wipes, and relatively poor correlation between chlorpyrifos in dust (microg/g or microg/ml) and dermal wipes (Pearson=0.055 microg/g and 0.015 microg/m2; Spearman=0.644 microg/g and 0.578 microg/m2). These data suggest the importance of dermal penetration of semi-volatiles as a route of residential human exposure.


Subject(s)
Environmental Monitoring/methods , Insecticides/analysis , Organic Chemicals/analysis , Residence Characteristics , Air Pollutants/analysis , Air Pollution, Indoor/analysis , Arizona , Benzene/analysis , Butadienes/analysis , Chlorpyrifos/analysis , Diazinon/analysis , Dust/analysis , Formaldehyde/analysis , Humans , Pilot Projects , Regression Analysis , Seasons , Skin Absorption , Soil/analysis , Toluene/analysis , Trichloroethylene/analysis
7.
J Expo Anal Environ Epidemiol ; 5(3): 297-325, 1995.
Article in English | MEDLINE | ID: mdl-8814774

ABSTRACT

The objective of this proposed Phase I field study is to determine the distributions of total human exposures to multimedia pollutants in the classes of metals, pesticides, and volatile organic compounds (VOCs). This will be achieved by studying a proportion-based sample of the total population in Arizona with a nested design for the different stages of sampling. Specific objectives are: (1) to document the occurrence, distribution, and determinants of total exposures in the general population; (2) to characterize the 90th percentiles of total exposures to each pollutant; (3) to monitor geographic and temporal trends of the multimedia exposures; (4) to evaluate the different media, personal, time-activity, and geographical factors that contribute to current total exposure; (5) to evaluate biomarkers in blood and urine for the target pollutants; (6) to perform evaluations of relationships between exposure reports, environmental measurements, and biomarkers of the target pollutants; (7) to predict total exposures; and (8) to assess total exposures in minority and disadvantaged subsets of the population. The latter is particularly feasible in Arizona due to the large proportions of such population subgroups. The proportionate-based population sampling of households within blocks will occur in Stage 1; the target is 1,200 such households. They will be interviewed utilizing National Human Exposure Assessment Survey (NHEXAS) questionnaires. In Stage 2, additional questionnaires will be completed; environmental sampling will take place in 450-900 households representatively selected from the respondents. Environmental sampling will include: metals in dust, soil, outside air, and some tap water; pesticides in dust, soil, and some tap water; total VOCs in air. In Stage 3, a subset of representative households will be reevaluated for metals, pesticides, and VOCs using methods with greater resolution and reliability; subjects in these households will be asked to complete questionnaires and provide biological samples. Follow-up temporal evaluations will be performed in a randomly selected subset of homes evaluated during this stage.


Subject(s)
Environmental Exposure , Environmental Monitoring/methods , Environmental Pollutants/analysis , Arizona , Environmental Monitoring/statistics & numerical data , Health Plan Implementation , Humans , Hydrocarbons/analysis , Metals/analysis , Pesticides/analysis , Pilot Projects , Population Surveillance/methods , Sampling Studies
8.
J Expo Anal Environ Epidemiol ; 1(3): 357-67, 1991 Jul.
Article in English | MEDLINE | ID: mdl-1824324

ABSTRACT

In their endeavor to measure time that individuals spend indoors, outdoors, and in transit, human activity pattern experts would be greatly assisted by a personal electronic sensor. This article reports on the design and pilot testing of an electronic device that measures activity patterns. The electronic sensor is small, unobstrusive, weighs about one pound, and records for 24 hr. The sensor identifies the microenvironment and the time spent in that microenvironment. Four types of experiments were performed during the pilot testing of the prototype: (1) quality control experiments; (2) other-directed experiments; (3) sensor vs. diary experiments; and (4) sensor vs. recall experiments. The prototype testing involved a total of 40 subjects. Quality control experiments were designed to test the accuracy of the sensor. Other-directed experiments were designed to test the veracity of test subjects. The subjects were told that the sensor was a pollutant-measuring device and were asked to record their activity patterns on a diary attached to the sensor. In the sensor vs. diary experiments the subjects were told the purpose of the sensor and were given a diary to record their activity patterns. In the sensor vs. recall experiments the subjects knew the objective of the electronic sensor, but they were not forewarned that they would be required to recall their activity patterns. The daily activity pattern difference across all microenvironments was the parameter used to quantify the discrepancy of information obtained from sensor and diary data. This activity pattern difference was more than three hours for the other-directed experiments, approximately two hr for both the sensor vs. diary and the sensor vs. recall experiments, and 18 min for the quality control experiments. The sensor provides an accurate description of activity patterns, and can be used to measure population activity patterns and/or evaluate the reliability of such information obtained by other methods.


Subject(s)
Environmental Monitoring/methods , Environmental Pollutants/analysis , Electronics, Medical/instrumentation , Environmental Monitoring/instrumentation , Humans , Pilot Projects , Quality Control , Time Factors
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