Table 1 Disease or outcome definitions in this study

From: TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records

Task

Disease or Outcome (ICD-10CM code)

Prediction of single disease or outcome

New onset pancreatic cancer (C25)

Intentional self-harm among patients with PTSD

Disease/outcome agnostic prediction - common

Chronic post-traumatic stress disorder (F43.12)

Type 2 diabetes (E11.9)

Hyperlipidemia (E78.5)

Loin pain (R10.3)

Low back pain (M54.50)

Obstructive sleep apnea (G47.33)

Depression (F33.9)

Obstructive airway disease (J44.9)

Gastroesophageal reflux disease (K21.9)

Arteriosclerosis (I25.10)

Disease/outcome agnostic prediction - uncommon

Benign neoplasm of connective tissue of eyelid (D21.0)

Refractory anemia (D46.4)

Melanocytic nevi of upper limb (D22.6)

Benign neoplasm of skin of upper eyelid (D23.10)

Cutaneous abscess of axilla (L02.41)

Ankle and foot subacute osteomyelitis (M86.27)

Cortical hemisphere nontraumatic hemorrhage intracerebral (I61.1)

Malignant neoplasm of head of pancreas (C25.0)

Other complication of kidney transplant (T86.19)

Nonexudative age-related macular degeneration (H35.31)

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