Table 1 Selected features and description

From: Clinical decision support for vestibular diagnosis: large-scale machine learning with lived experience coaching

N

Feature

Description

Algorithm Selection

1

F_Hx_head_move

First attack: Aggravated by head movement

2

F_Hx_MD_excesive_exercise

First attack: Aggravated by physical overexertion

3

F_Hx_MD_no_sleep_yesterday

First attack: Aggravated by poor sleep quality

4

F_Relieving_good_mood

First attack: Relief by good mood

5

F_Relieving_good_sleep

First attack: Relief by good sleep

6

F_Relieving_head_body_relax

First attack: Relief by fixing head/body

7

F_Relieving_watching_liked_drama

First attack: Relief by relaxing activity

8

Hx_recurrent_headache

History of recurring headaches

9

Hx_recurrent_headache_aggraviation_FHx

Family history of headache

10

Hx_recurrent_headache_aggraviation_GI_aura

Headache with gastrointestinal aura

11

Hx_recurrent_headache_aggraviation_HZ_Dz

Headache with dizziness

12

Hx_recurrent_headache_aggraviation_sensory_aura

Headache with sensory aura

13

Hx_recurrent_headache_aggraviation_visual_aura

Headache with visual aura

14

Hx_recurrent_headache_location

Location of headaches

15

Hx_recurrent_headache_nausea_diet

Nausea during headaches

16

Hx_recurrent_headache_nausea_smell

Headache triggered by smells

17

L_AS_Earfullness_agravation_now

Latest attack: Concomitant ear fullness

18

L_Hx_MD_excesive_exercise

Latest attack: Aggravated by physical overexertion

19

L_Hx_MD_no_sleep_yesterday

Latest attack: Aggravated by poor sleep quality

20

L_Hx_MD_stress

Latest attack: Aggravated by mental stress

21

L_Relieving_good_mood

Latest attack: Relief by good mood

22

L_Relieving_good_sleep

Latest attack: Relief by good sleep

23

L_Relieving_head_body_relax

Latest attack: Relief by fixing head/body

24

L_Relieving_watching_liked_drama

Latest attack: Relief by relaxing activity

25

Nature_Vertigo

Characteristics of vertigo episodes

26

PhysExam_Saccade

Presence of catch up saccades

27

PhysExam_Saccade_severity

Obviousness of catch up saccades

28

Recent_stressful_event_claustrophofia

Recent claustrophobia

29

Recent_stressful_event_depression

Recent depressive disorder

30

Recent_stressful_event_fear

Recent anxiety disorder

Clinical Selection

31

Desc_DurationFirstAttack

First attack: Duration of vertigo/dizziness

32

Desc_DurationHeadache

Duration of headache

33

Desc_DurationLastAttack

Latest attack: Duration of vertigo/dizziness

34

Desc_FrequencyHeadache

Frequency of headaches

35

Desc_LocationHeadache

Specific location of headache

36

Desc_PercentageHeadache

Percentage of dizziness accompanied by headaches

37

F_AS_Earfullness

First attack: Concomitant ear fullness

38

F_AS_headache

First attack: Concomitant headache

39

F_Hx_lay_down

First attack: Aggravated by lying down

40

F_Hx_turn_laying

First attack: Aggravated by rolling over

41

Hx_recurrent_headache_aggraviation_physical_activity

Headache aggravated by physical activity

42

Hx_recurrent_headache_intensity

Intensity of recurring headaches

43

Hx_recurrent_headache_motion_sickness

History of motion sickness

44

Hx_recurrent_headache_nature_pulsatting

Pulsating nature of headaches

45

Hx_recurrent_headache_phonophobia

Sound sensitivity during headaches

46

Hx_recurrent_headache_photophobia

Light sensitivity during headaches

47

L_AS_hearing_fluctuaction_agravation_now

Latest attack: Concomitant hearing fluctuation

48

L_AS_tinnitus_agravation_now

Latest attack: Concomitant tinnitus

49

L_AS_visual_aura

Latest attack: Concomitant visual aura

50

Nature_Presyncope

Characteristics of near-fainting episodes