Variable | Odds Ratio | Std. Err. | z | P > |z| | 95 % Conf. Interval | n | Pseudo r2 | |
---|---|---|---|---|---|---|---|---|
Demographics | ||||||||
Age | 1.00 | 0.01 | −0.36 | 0.72 | 0.97 | 1.02 | 139 | 0.00 |
Gender | 1.02 | 0.40 | 0.06 | 0.96 | 0.48 | 2.18 | 140 | 0.00 |
Education | 0.76 | 0.11 | −1.85 | 0.064 | 0.57 | 1.02 | 132 | 0.02 |
Comorbidities | 1.24 | 0.43 | 0.62 | 0.54 | 0.63 | 2.46 | 85 | 0.00 |
Daily Occupation (e.g., employed, student, homemaker) | 0.94 | 0.37 | −0.17 | 0.87 | 0.43 | 2.02 | 141 | 0.00 |
Having No Work Incentive | 3.38 | 1.64 | 2.51 | 0.012 | 1.31 | 8.73 | 96 | 0.05 |
Narcotic Usage | 1.29 | 0.59 | 0.55 | 0.58 | 0.53 | 3.14 | 91 | 0.00 |
Smoking | 1.59 | 0.41 | 1.78 | 0.075 | 0.96 | 2.63 | 137 | 0.02 |
Patient-Reported | ||||||||
VAS Back Change | 1.01 | 0.01 | 1.87 | 0.062 | 1.00 | 1.03 | 107 | 0.03 |
VAS Leg Change | 1.04 | 0.01 | 4.34 | 0.0001 | 1.02 | 1.06 | 106 | 0.21 |
MCS Change | 0.94 | 0.02 | −3.14 | 0.0020 | 0.91 | 0.98 | 113 | 0.08 |
PCS Change | 0.92 | 0.03 | −3.1 | 0.0020 | 0.87 | 0.97 | 113 | 0.08 |
ODI Change | 1.10 | 0.03 | 3.51 | 0.0001 | 1.04 | 1.16 | 92 | 0.13 |
Clinical Chart Notes | ||||||||
Activities Daily Living | 0.68 | 0.24 | −1.09 | 0.28 | 0.33 | 1.37 | 171 | 0.01 |
All Physical Activity | 1.34 | 0.49 | 0.79 | 0.43 | 0.65 | 2.75 | 171 | 0.00 |
Assistive Devices | AssistiveDevicesBin ! = 0 predicts failure perfectly | |||||||
Positive Emphasis | 0.14 | 0.06 | −4.81 | 0.0001 | 0.062 | 0.31 | 171 | 0.14 |
Negative Emphasis | 1.30 | 0.81 | 0.42 | 0.68 | 0.38 | 4.38 | 171 | 0.00 |
Much Emphasis | 2.14 | 0.92 | 1.77 | 0.077 | 0.92 | 4.99 | 171 | 0.02 |
Semphasis | 0.53 | 0.28 | −1.21 | 0.23 | 0.19 | 1.48 | 171 | 0.01 |
All Emphasis | 0.19 | 0.08 | −4.18 | 0.0001 | 0.088 | 0.41 | 171 | 0.09 |
All Juxtaposition | 2.06 | 0.76 | 1.98 | 0.048 | 1.01 | 4.23 | 171 | 0.02 |
All Physical Therapy | 1.66 | 0.67 | 1.24 | 0.22 | 0.74 | 3.68 | 171 | 0.01 |
All Analgesics | 3.14 | 1.74 | 2.07 | 0.038 | 1.06 | 9.28 | 171 | 0.02 |
Work | 1.00 | 0.51 | 0 | 1.00 | 0.37 | 2.70 | 171 | 0.00 |
Pain | 1.21 | 0.52 | 0.44 | 0.66 | 0.52 | 2.80 | 171 | 0.00 |
Numbness | 0.48 | 0.27 | −1.29 | 0.20 | 0.16 | 1.47 | 171 | 0.01 |
Discomfort | 4.94 | 2.68 | 2.95 | 0.0030 | 1.71 | 14.29 | 171 | 0.05 |
Short Follow-up | 1.21 | 0.44 | 0.53 | 0.60 | 0.59 | 2.46 | 171 | 0.00 |
Quantified | 1.18 | 0.50 | 0.38 | 0.70 | 0.51 | 2.69 | 171 | 0.00 |
Prognosis | 5.67 | 2.52 | 3.91 | 0.0001 | 2.38 | 13.54 | 171 | 0.08 |
Follow-up as necessary | 0.10 | 0.10 | −2.22 | 0.026 | 0.013 | 0.76 | 171 | 0.05 |
Incision | 1.12 | 0.40 | 0.32 | 0.75 | 0.56 | 2.27 | 171 | 0.00 |
ImproveStemmed | 2.02 | 0.75 | 1.91 | 0.056 | 0.98 | 4.17 | 171 | 0.02 |
Happy | 0.20 | 0.13 | −2.57 | 0.01 | 0.058 | 0.68 | 171 | 0.05 |
Encouraged | 1.47 | 0.61 | 0.92 | 0.36 | 0.65 | 3.31 | 171 | 0.00 |
DenyStemmed | 1.20 | 0.85 | 0.26 | 0.79 | 0.30 | 4.77 | 171 | 0.00 |
Danger Words | DangerWordsBi n omitted because of collinearity | |||||||
Causal | 1.06 | 0.89 | 0.07 | 0.95 | 0.21 | 5.47 | 171 | 0.00 |
Medium Follow-up | 0.91 | 0.43 | −0.2 | 0.84 | 0.36 | 2.30 | 171 | 0.00 |
No further follow-up | 5.05 | 4.71 | 1.74 | 0.082 | 0.81 | 31.35 | 171 | 0.02 |
Moving goal post | 3.28 | 3.34 | 1.17 | 0.24 | 0.45 | 24.07 | 171 | 0.01 |
Patient Non Pronoun | PatientNonPronounFinalBin ! = 1 predicts failure perfectly | |||||||
Action Plan | 1.62 | 0.64 | 1.21 | 0.23 | 0.74 | 3.52 | 171 | 0.01 |