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Table 1 Words important for algorithmic protocol assignment

From: Development and web deployment of an automated neuroradiology MRI protocoling tool with natural language processing

Position

Spine MRI

Routine

(importance score)

Spine MRI

Contrast

(importance score)

Head MRI

Routine

(importance score)

Head MRI

Contrast

(importance score)

Head MRI

Other

(importance score)

1

Stenosis

(1.0000)

Mass

(1.0000)

Stroke

(0.9183)

Brain

(0.9308)

Aneurysm

(MRA: 0.9360)

2

Scoliosis

(1.0000)

Resection

(1.0000)

Non

(0.9166)

Meningioma

(0.8875)

Seizure

(Epilepsy: 0.8911)

3

Disc

(1.0000)

Infection

(0.9992)

Severe

(0.9050)

magnetic_resonance_angiography

(0.5394)

negex_pituitary_gland

(Sella: 0.7545)

4

Fall

(1.0000)

Metastases

(0.9989)

Memory

(0.9005)

negex_brain

(0.3836)

Hearing

(IAC: 0.6439)

5

Herniation

(1.0000)

Abscess

(0.9983)

magenetic_resonance_imaging

(0.8837)

Mass

(0.3678)

negex_aneurysm

(MRA: 0.4070)

6

Female

(0.9999)

ependeymal_tumor

(0.9976)

Cognitive

(0.8821)

Evaluate

(0.3122)

internal_auditory_canal

(IAC: 0.3482)

7

myelomalacia

(0.9999)

breast_cancer

(0.9958)

Stability

(0.8809)

pituitary_gland

(0.3064)

Seizures

(Epilepsy: 0.2725)

8

intervetebral_disc_degeneration

(0.9998)

prostate_cancer

(0.9948)

hx

(0.8774)

Fluorine

(0.3054)

galactorrhea

(Sella: 0.2409)

9

Cervicalgia

(0.9998)

Radiation

(0.9943)

Weakness

(0.8764)

Mets

(0.2862)

pituitary_gland

(Sella: 0.2367)

10

angiosarcoma

(0.9997)

Myelitis

(0.9934)

Months

(0.8739)

Metastatic

(0.2741)

Neuralgia

(Face: 0.1571)