Table 4.
Multivariable modeling of land use and bedrock risk factors as related to detection probabilities and concentrations of coliforms and nitrate in private wells.
| Sampling period | Contaminant and outcome measurementa (n)b | Risk factor | Univariable model -value | Multivariable model | |||
|---|---|---|---|---|---|---|---|
| Risk factor medianc | Risk factor rangec | Coefficient or trendd,e | -valuef | ||||
| Groundwater recharge | Coliforms detection (315) | Bedrock depth | 0.0090 | 7.6 | 0–56.4 | Negative | 0.0001 |
| NMP field distanceg | 0.036 | 42 | 0–723 | 0.20 | |||
| Manure storage distance | 0.14 | 899 | 46–3,728 | 0.63 | |||
| Agricultural field area within | 0.072 | 12.7 | 0–16.4 | 0.77 | |||
| detection (318) | NMP field area within | 0.0013 | 7.1 | 0–15.9 | 0.1 | 0.024 | |
| NMP field distance | 0.14 | 42 | 0–724 | 0.002 | 0.38 | ||
| Manure storage distance | 0.082 | 928 | 46–3,728 | 0.49 | |||
| Bedrock depth | 0.0028 | 7.6 | 0–56.4 | Negative | 0.082 | ||
| concentration (200) | NMP field area within | 0.071 | 141.7 | 10.2–235.7 | Positive | 0.29 | |
| Bedrock depth | 0.0063 | 5.0 | 0–56.4 | Negative | 0.0065 | ||
| No groundwater recharge | Coliforms detection (395) | Manure storage distance | 0.0014 | 878 | 48–7,054 | 0.0062 | |
| Agricultural field distance, dichotomous | 0.15 | NA | NA | 0.3 | 0.24 | ||
| Agricultural field distance, continuous | 0.081 | 24 | 0–805 | 0.34 | |||
| NMP field area within | 0.059 | 7.4 | 0–15.6 | 0.008 | 0.75 | ||
| Bedrock depth | 0.12 | 12.2 | 0–61 | 0.42 | |||
| Coliforms concentration (76) | NMP field distance | 0.0026 | 36 | 0–554 | Negative | 0.0050 | |
| detection (399) | Bedrock depth | 12.2 | 0–61 | Negative | 0.021 | ||
| NMP field area within | 0.014 | 33.3 | 0–62.4 | 0.008 | 0.48 | ||
| NMP field distance | 0.082 | 40 | 0–836 | 0.66 | |||
Note: NA, Not applicable; NMP, nutrient management plan. Univariable model p-values used for selecting risk factors are included for reference; complete univariable statistics are provided in Tables S8 and S9. Risk factor eligibility for inclusion in multivariable models is described in statistical methods.
Univariable analyses for: a) coliform concentration, groundwater recharge; and b) nitrate concentration, no recharge, showed no eligible variables for multivariable modeling; therefore, these models are missing from the table.
in multivariable model.
Units for distance and depth are meters; area is hectares.
In lieu of reporting multiple coefficients for spline-represented variables, we report the overall trend (positive or negative).
Interpretation of coefficient linear terms: change in ln(detection probability) or change in ln(concentration) for a unit change in the risk factor.
The composite p-value is reported for spline-represented variables.
Fields with NMPs likely receive manure and inorganic fertilizer inputs.