Table 5.

Top 10 Features that explain the model prediction in Label Learning^∗

Type of variable	Code	Time window (days)	Code description	Percent gain	Cumulative gain
icd9	78097	730	Altered Mental Status	7.2	7.2
cpt4	70551	730	Magnetic Resonance (e.g., Proton) Imaging, Brain (including Brain Stem); Without Contrast Material	6.4	13.6
etg	319900	60	Neurological Diseases Signs & Symptoms	4.4	18.0
cpt4	70450	730	Computed Tomography, Head Or Brain; Without Contrast Material	4.2	22.3
cpt4	70551	60	Magnetic Resonance (e.g., Proton) Imaging, Brain (including Brain Stem); Without Contrast Material	4.0	26.3
cpt4	96118	730	Neuropsychological Testing (e.g., Halstead-reitan Neuropsychological Battery, Wechsler Memory Scales And Wisconsin Card Sorting Test), Per Hour Of The Psychologist's Or Physician's Time, Both Face-to-face Time Administering Tests To The Patient And Time Interpreting These Test Results And Preparing The Report	3.4	29.7
etg	319900	730	Neurological Diseases Signs & Symptoms	2.4	32.1
cpt4	96116	730	Neurobehavioral Status Exam (clinical Assessment Of Thinking, Reasoning And Judgment, e.g., Acquired Knowledge, Attention, Language, Memory, Planning And Problem Solving, And Visual Spatial Abilities), Per Hour Of The Psychologist's Or Physician's Time, Both Face-to-face Time With The Patient And Time Interpreting Test Results And Preparing The Report	2.4	34.5
etg	239300	730	Psychotic & Schizophrenic Disorders	2.3	36.8
cpt4	96118	60	Neuropsychological Testing (e.g., Halstead-Reitan Neuropsychological Battery, Wechsler Memory Scales And Wisconsin Card Sorting Test), Per Hour Of The Psychologist's Or Physician's Time, Both Face-to-face Time Administering Tests To The Patient And Time Interpreting These Test Results And Preparing The Report	2.3	39.1

^∗Additional features reported in Supplementary Material D.