Table 3:
Model A3: PM2.5† | Model A3: NO2‡ | Model A3: NOx‡ | Model A3: nicotine‡ | |||
---|---|---|---|---|---|---|
Variables/groups | Est. | Est. | Est. | Est. | ||
(Intercept) | 2.52*** | 1.34** | 2.28*** | −5.49*** | ||
City§ | (compared to “Ann Arbor” city) | Baltimore | 0.06 | 0.03 | 0.59** | 1.4*** |
San Francisco | −0.01 | 0.21** | −0.22 | 0.67** | ||
Los Angeles | −0.48 | −1.6E-03 | −0.13 | 0.71 | ||
New York | 0.75** | 0.03 | −0.15 | 0.13 | ||
Salt Lake City | −0.10 | −0.17 | 0.60** | 0.74 | ||
Winston -Salem | −0.02 | 0.32* | 0.18 | 2.53*** | ||
Meteorological measurements§ | Outdoor temperature in C° (2-week av.) | −3.10E-04 | −0.01*** | |||
Outdoor RH (2-week av.) | −0.01* | 0.02 | ||||
Proxy for infiltration estimation§ | PM2.5 μg/m3 predicted infiltration | 0.32 | ||||
NO2 outdoor (ppb) | 0.49*** | |||||
NOx outdoor (ppb) | 0.32*** | |||||
Socio-economic factors (based on Census data)§ | % adults with education less than High School | 0.02** | ||||
Median value ($) for specified owner-occupied housing units | 6.7E-07 | |||||
Median family income | −3.14E-06 *** | |||||
% occupied housing units that are owner-occupied | −0.01*** | −3.4E-03 | ||||
Median household income | 3.9E-06 ** | |||||
Other pollutants measurements | PM2.5 outdoor (μg/m3) | 0.03** | 0.05** | |||
Smoking habits questions | N. cigarettes per day were smoked in the past year by any smoker in the house? (compared to “none” group) | Up to 20 cig. | 1.07*** | |||
20 and more cig. | 0.53** | |||||
Your approach to tobacco smoking in your home? (compared to “Never allow smoking in home” group)¶ | Allow smoking only in certain rooms | −0.36 | 0.51 | |||
Allow smoking In all rooms | 1.28*** | 1.16** | ||||
Do you smoke cigarettes (as of one month ago)? (Y/N)¶ | Yes | 0.99*** | 1.06*** | |||
N. of cigarettes per day by each smoker. Is it more than 20 cigarettes? (Y/N) | Yes | 0.45** | 1.82*** | |||
For how many years the allowing smoking at house approach?¶ | (in years) | 4.9E-03 | ||||
Traveled by car with someone else who was smoking (during last week)? (Y/N)¶ | Yes | 0.95** | ||||
Building related questions | Age of building | (in years) | −2.64E-03 | −8.5E-05 | −9.7E-04 | −0.01 |
What floor do you live on? (compared to basement and ground floor) | 2nd floor and higher | −1.19*** | ||||
What type of building do you live in? (compared to “single family” type) | Rowhouse/townhouse/duplex/triplex | −0.33 | ||||
Apartment/condo | −0.57* | |||||
Manufact./mobile | −0.63 | |||||
What the garage is used for? (compared to “no garage”) | Parking 1 car | −0.21 | 0.28** | 0.23 | ||
Parking 2 cars | −0.17 | 0.03 | 0.15 | |||
Parking more than 2 cars | 1.32*** | 0.10 | 0.39** | |||
Storage | −0.32 | −0.07 | −0.15 | |||
Cleaner appliances questions | Is an air cleaner/filter used? (Y/N) | Yes | −0.57** | |||
Type of air cleaner/filter (Y/N) | Electrostatic precipitator (Yes) | −0.41** | ||||
How often is the air cleaner/filter used? | More than half of the days and less | −0.17 | ||||
Almost daily or daily | 0.08 | |||||
Windows use questions | How often did you open the window (in summer)? | A few days a month | −0.19** | −0.26* | −1.10*** | |
More than half of the days and less than daily | 0.11 | −0.10 | −0.29 | |||
Almost daily or daily | 0.08 | −0.11 | −0.42 | |||
Double pane windows (Y/N) | Yes | 0.13 | ||||
Heating sources questions | What are the heating sources used in your residence? (Y/N) | Fireplace wood (Yes) | 3.68*** | |||
temperature: Fireplace gas | −0.19*** | |||||
Fireplace gas (Yes) | −0.64* | |||||
Forced Air (vents)(Yes) | −0.15** | −0.24** | ||||
Radiators (Yes) | 1.21** | |||||
Cooking habits questions | What type of oven is used? (compared to “electric” group) | Gas oven | 0.24** | 0.37** | ||
How often does someone cook (on stove) in residence? (compared to “not cooking” group) | Less than daily | −0.41 | 0.40** | 0.41** | ||
Almost daily or daily | 0.26 | 0.40*** | 0.42** | |||
Pilots lights questions | The presence of a pilot lights on: (Y/N) | Oven (Yes) | 0.15 | |||
Water Heater (Yes) | −0.39*** | |||||
Clothes Dryer (Yes) | 0.32*** | 0.52*** | ||||
Observations | 195 | 223 | 230 | 192 | ||
R2/Adj. R2 | 0.60/0.54 | 0.63/0.57 | 0.58/0.53 | 0.61/0.56 | ||
AIC | 569.64 | 282.47 | 468.72 | 647.55 | ||
Cross Validation R2(RMSE) | 0.45 (1.06) | 0.48 (0.47) | 0.43 (0.69) | 0.45 (1.37) |
Notes:
– Model A3 is based on PM2.5 squared root function
- Model A3 is based on logarithmic function
- These variables are mandatory and were included in each model regardless of the choice of stepwise regression.
– The questions that were obtained from Respiratory Diseases and Smoke Exposure questionnaire. Other questions related to house characteristics were obtained from Home Information Questionnaire.
- p-value <=0.001;
- p-value <0.05;
- p-value <0.1