Evaluation of bias and gender/racial concordance based on sentiment analysis of narrative evaluations of clinical clerkships using natural language processing

Table 4 Multinomial log-linear model of overall clerkship grades

Variable	Honors			Near Honors
Variable	Adjusted OR	95% CI	p-value	Adjusted OR	95% CI	p-value
(Intercept)	0.035	(0.02, 0.08)	< 0.001 *******	0.04	(0.02, 1.00)	< 0.001 *******
Numerical Evaluation Average	1.53	(1.34, 1.75)	< 0.001 *******	1.43	(1.24, 1.66)	< 0.001 *******
Gender Concordance	1.32	(1.00, 1.74)	0.053 *	1.20	(0.89, 1.63)	0.24
Race Concordance	1.12	(0.84, 1.50)	0.426	1.15	(0.84, 1.6)	0.001***
Term/Academic Year	2.86	(2.15, 3.80)	0.001***	2.38	(1.74, 3.24)	0.001***
Sentiment Score of Free-Text Narrative Comments	1.61	(0.75, 3.45)	0.23	2.06	(0.90, 4.72)	0.09

ISSN: 1472-6920