Table 9 Structured-unstructured feature pairs A-B with low interaction heterogeneity (IH) values.

From: Predictive structured–unstructured interactions in EHR models: A case study of suicide prediction

Structured feature (A)

Unstructured feature (B)

Joint suicide risk

IH

Opioid type dependence, continuous use

Hearing voices

2.03

0.05

Opioid type dependence, continuous use

Suicidality

1.98

0.05

Methadone tab 40 mg

Junk (heroin)

1.73

0.05

Barbiturate and similarly acting sedative or hypnotic abuse, unspecified use

Mugged (assault)

1.96

0.04

Unspecified neurotic disorder

VH (visual hallucinations)

1.89

0.04

Other, mixed, or unspecified drug abuse, unspecified use

Judgment impaired

2.12

0.03

Barbiturate and similarly acting sedative or hypnotic abuse, unspecified use

Prison

2.04

0.03

Opioid type dependence, continuous use

Junk (heroin)

1.83

0.02

Cocaine abuse, unspecified use

Blackouts

1.88

0.02

Methadone tab 40 mg

Junk (heroin)

1.83

0.02

Opioid type dependence, continuous use

Thioridazine

1.99

0.02

Barbiturate and similarly acting sedative or hypnotic abuse, unspecified use

Junk (heroin)

2.11

0.01

Acute alcoholic intoxication in alcoholism, continuous drinking behavior

Hallucinosis

1.99

0.01

Suicidal ideation

Crack

2.02

0.01

Methadone tab 40 mg

Stolen

1.73

0.01

Unspecified neurotic disorder

Sexual assaults

1.81

0.01

Depressive Neuroses (MS v24)

Sober

1.96

0.00

Depressive Neuroses (MS v24)

Prison

2.01

0.00

Unspecified neurotic disorder

VH

1.85

0.00

Cocaine abuse, continuous use

VH

1.95

0.00

  1. The joint suicide attempt risk of features A and B is defined as the log of the ratio of the expected joint occurrences of AB in the case vs. non case cohorts.