29  Final Screening Models

29.1 English Screener

Figure 29.1: Receiver-operating Characteristic Curves (Left Panels) and Precision-Recall Curves (Right Panels) for the English Prediction Models

Table 29.1: English-to-English Prediction Models Evaluated for the Entire Sample.

	All
Grade	n	Acc.	B.Acc.	Sens.	Spec.	Prev.	P.Prev.
K	877	0.728	0.749	0.781	0.716	0.186	0.376
G1	791	0.798	0.832	0.889	0.774	0.213	0.368
G2	807	0.893	0.901	0.913	0.888	0.182	0.258

Table 29.2: English-to-English Prediction Models Evaluated for the Students Classified as English Learners Only.

	All
Grade	n	Acc.	B.Acc.	Sens.	Spec.	Prev.	P.Prev.
K	376	0.661	0.723	0.854	0.592	0.266	0.527
G1	325	0.780	0.800	0.899	0.702	0.399	0.538
G2	244	0.838	0.864	0.938	0.790	0.324	0.445

Table 29.3: English-to-English Prediction Models Evaluated for English-only Students Only

	All
Grade	n	Acc.	B.Acc.	Sens.	Spec.	Prev.	P.Prev.
K	387	0.780	0.732	0.667	0.798	0.132	0.264
G1	388	0.794	0.805	0.818	0.791	0.085	0.260
G2	445	0.912	0.922	0.935	0.909	0.139	0.209

29.2 Spanish Screener

Figure 29.2: Receiver-operating Characteristic Curves (Left Panels) and Precision-Recall Curves (Right Panels) for the Spanish Prediction Models

Table 29.4: Spanish-to-Spanish Prediction Models.

	All
Grade	n	Acc.	B.Acc.	Sens.	Spec.	Prev.	P.Prev.
K	392	0.564	0.625	0.725	0.525	0.198	0.525
G1	297	0.875	0.839	0.770	0.908	0.236	0.252
G2	239	0.867	0.879	0.903	0.855	0.257	0.340