Submitted:
30 January 2026
Posted:
03 February 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. EEG Recording and Classification
2.2. Outcome Assessment
2.3. Statistical Analysis
2.4. Standard Protocol Approvals, Registrations, and Patient Consent
3. Results

4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ACNS | American Clinical Neurophysiology Society |
| ASM | Antiseizure Medication |
| CT | Computed Tomograpgy |
| ED | emergency department |
| EEG | Electroencephalography |
| emEEG | emergency EEG |
| ES | Epileptic Status |
| ICU | intensive care unit |
| IQR | Interquartile Range |
| NCSE | non-convulsive Epileptic Status |
| TIA | transient ischaemic attack |
| TLC | transient loss of consciousness |
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| Characteristics | |
|---|---|
| Age year, median (IQR) | 70 (IQR 29) |
| Male gender, n (%) | 1004 (50.0%) |
| Previous Epileptic Seizures | 566 (28.1%) |
| Unknown aetiology | 213 (10.6%) |
| Structural aetiology | 353 (17.6%) |
| Antiseizures medications | 510 (25.4%) |
| Under-dosed antiseizures medications | 122 (6.1%) |
| Fever | 262 (13.1%) |
| Sepsis | 314 (15.6%) |
| Metabolic disturbance | 129 (6.4%) |
| Electrolyte disturbance | 235 (11.7%) |
| Drug abuse | 95 (4.7%) |
| Previous Neurological history | 691 (34.4%) |
| Stroke | 159 (7.8%) |
| Neurosurgery | 238 (11.9%) |
| Cardiac disorders | 462 (23.0%) |
| Diabetes | 327 (16.3%) |
| Dyslipidemia | 540 (26.9%) |
| Thyroid disease | 218 (10.9%) |
| Brain CT | 1844 (91.8%) |
| Recent CT Lesions | 297 (14.7%) |
| Home discharge | 1331 (66.3%) |
| Hospitalization | 628 (31.3%) |
| Hospitalization Refused | 49 (2.4%) |
| Normal | Epileptiform | Triphasic sharp waves |
Frequency reduced |
No Reactivity | Asymmetry | Theta | Delta | |
|---|---|---|---|---|---|---|---|---|
| Cramer’s V ED ADMISSION DIAGNOSIS |
0.280 |
0.421 | 0.158 | 0.170 | 0.255 | 0.173 | 0.203 | 0.179 |
| Seizure (n=520) | 96 (18.5) | 217 (41.7) | 7 (1.3) | 197 (37.9) | 218 (41.9) | 111 (21.3) | 246 (47.3) | 270 (51.9) |
| Suspected Seizures (n=263) | 84 (31.9) | 64 (48.7) | 7 (2.6) | 99 (37.6) | 74 (28.1) | 50 (19.0) | 105 (39.9) | 17 (6.4) |
| Epileptic Status (n=61) | 3 (4.9%) | 41 (67.2) | 0 (0.0) | 34 (55.7) | 42 (68.8) | 30 (49.2) | 32 (52.5) | 50 (81.9) |
| Altered Mental Status (n=158) | 20 (18.4) | 24 (27.3) | 21 (13.2) | 109 (68.9) | 123 (77.8) | 28 (17.07) | 35 (22.1) | 80 (50.6) |
| TLC (n=227) | 144 (63.4) | 9 (4.0) | 1 (0.4) | 41 (18.0) | 19 (8.3) | 8 (3.6) | 32 (14.1) | 28 (12.3) |
| TIA (n=118) | 62 (52.5) | 0 (0.0) | 2 (1.7) | 26 (22.0) | 9 (7.9) | 4 (3.4) | 27 (22.9) | 22 (18.6) |
| Stroke (n=124) | 34 (27.4) | 11 (8.8) | 8 (6.4) | 57 (45.9) | 48 (35.8) | 24 (19.3) | 35 (28.2) | 56 (45.1) |
| Vascular disease vs seizures (n=111) | 24 (21.6) | 25 (22.5) | 0 (0.0) | 49 (44.1) | 36 (32.4) | 30 (27.0.) | 56 (50.5) | 53 (47.7) |
| Falls Of Unknow Dynamics (n=41) | 17 (41.5) | 1 (2.4) | 2 (4.9) | 19 (46.3) | 12 (29.3) | 2 (4.9) | 7 (17.1) | 12 (29.2) |
| Global Amnesia (n=55) | 42 (76.4) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 2 (3.6) | 0 (0.0) | 8 (14.5) | 6 (10.9) |
| Mild head Trauma (n=45) | 25 (55.6) | 0 (0.0) | 0 (0.0) | 10 (22.2) | 8 (17.8) | 4 (8.9) | 11 (24.4) | 8 (17.7) |
| Migraine with aura (n=15) | 12 (80.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 2 (13.3) | 1 (6.7) |
| No Diagnosis/Other (n=250) | 90 (36.0) | 28 (11.5) | 7 (2.9) | 99 (39.6) | 69 (27.6) | 40 (16.4) | 68 (27.2) | 82 (32.8) |
| Total (n=2008) | 653 (32.5) | 420 (20.9) | 55 (2.7) | 740 (36.8) | 660 (32.8) | 331 (16.4) | 664 (33.1) | 414 (20.6) |
| Normal | Epileptiform | Triphasic sharp waves |
Frequency reduced |
No Reactivity |
Asymmetry | Theta | Delta | |
|---|---|---|---|---|---|---|---|---|
|
Neurological Signs/Symptoms on admission |
n (%) | n (%) | n (%) | n (%) | n (%) | n (%) | n (%) | n (%) |
| TLC (n=687) | 265 (38.6) | 142 (20.7) | 6 (0.9) | 232 (33.7) | 30 (4.4) | 85 (12.4) | 243 (35.4) | 232 (33.7) |
| Language Disorder (n=512) | 126 (24.6) | 92 (18.0) | 13 (2.5) | 238 (46.4) | 195 (38.1) | 114 (22.2) | 192 (37.5) | 235 (45.8) |
| Confusion (n=477) | 134 (28.1) | 81 (17.0) | 22 (4.6) | 230 (48.2) | 198 (41.5) | 74 (15.5) | 153 (32.1) | 197 (41.2) |
| Motor Manifestation (n=715) | 159 (22.2) | 264 (36.9) | 15 (2.1) | 212 (29.7) | 234 (32.7) | 97 (13.6) | 302 (42.2) | 365 (51.0) |
| Altered Mental Status (n=267) | 24 (9.0) | 72 (27.0) | 29 (10.8) | 206 (77.1) | 209 (78.2) | 60 (22.5) | 88 (33.0) | 159 (59.5) |
| Absence (n=124) | 34 (27.4) | 33 (26.6.) | 5 (4.0) | 50 (40.4) | 34 (33.0) | 23 (18.2) | 51 (41.1) | 53 (41.7) |
| Behavioural impairment (n=195) | 46 (23.5) | 41 (21.0) | 12 (6.1) | 116 (59.4) | 100 (51.2.) | 35 (17.9) | 73 (37.4.) | 94 (48.2) |
| Sensory symptoms (n=140) | 72 (51.4) | 25 (17.9) | 2 (1.4) | 17 (19.2) | 26 (18.6) | 20 (14.3) | 38 (27.1) | 38 (27.1) |
| Hypostenia (n=282) | 70 (24.8) | 62 (22.0) | 5 (1.7) | 104 (36.8) | 119 (42.1) | 77 (27.3) | 113 (40.1) | 134 (47.5) |
| Headache (n=148) | 77 (52.0) | 23 (15.5) | 1 (0.6) | 21 (14.1) | 33 (22.3) | 20 (13.5) | 46 (31.1) | 37 (25.0) |
| Asthenia (n=53) | 24 (45.3) | 4 (7.5) | 2 (3.7) | 13 (24.5) | 18 (33.9) | 8 (15.0) | 17 (32.1) | 17 (32.1) |
| Amnesia (n=197) | 107 (54.3) | 23 (11.7) | 1 (0.5) | 28 (14.2) | 30 (15.2) | 11 (5.5) | 57 (28.9) | 37 (18.7) |
| Hallucinations (n=22) | 7 (31.8) | 1 (4.5) | 1 (4.5) | 9 (40.9) | 7 (31.8) | 7 (31.8) | 5 (22.7) | 8 (36.3) |
| Catatonic state (n= 18) | 4 (22.2) | 3 (16.7) | 1 (5.5) | 9 (50.0) | 8 (44.4) | 2 (11.1) | 9 (50.0) | 6 (33.3) |
| Visual disturbance (n=66) | 18 (27.1) | 16 (24.6) | 0 (0.0) | 18 (27.2) | 29 (44.6) | 18 (27.2) | 23 (35.4) | 28 (42.4) |
| Morsus (n= 139) | 40 (28.8) | 46 (33.1) | 1 (0.7) | 36 (25.8) | 41 (29.5) | 13 (9.3) | 59 (42.4) | 59 (42.4) |
| Postural instability (n=39) | 17 (43.6) | 4 (10.3) | 0 (0.0) | 17 (43.6) | 13 (33.3) | 4 (10.3) | 10 (25.6) | 8 (20.6) |
| Discharge Diagnosis | ||||
|---|---|---|---|---|
| Diagnosi at patient admission (n) | Confirmed Diagnosis |
Seizures/ Suspected seizure |
Encephalopatic disease | Others Diagnosis |
| TLC (227) | ||||
| Normal/non-specific emEEG (N=217) | 178 | 6 | 5 | 26 |
| Epileptic emEEG (n=9) | 7 | 2 | 0 | 0 |
| Triphasic emEEG (n=1) | 0 | 0 | 1 | 0 |
| TIA (118) | ||||
| Normal/non-specific emEEG (n=116) | 41 | 6 | 2 | 67 |
| Epileptic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Triphasic emEEG (n=2) | 0 | 0 | 2 | 0 |
| Falls Of Unknow Dynamics(41) | ||||
| Normal/non-specific emEEG (n=38) | 18 | 0 | 3 | 17 |
| Epileptic emEEG (n=1) | 0 | 1 | 0 | 0 |
| Triphasic emEEG (n=2) | 0 | 0 | 2 | 0 |
| Global Amnesia (55) | ||||
| Normal/non-specific emEEG (n=55) | 50 | 0 | 0 | 5 |
| Epileptic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Triphasic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Head Trauma (45) | ||||
| Normal/non-specific emEEG (n=45) | 37 | 0 | 0 | 8 |
| Epileptic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Triphasic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Migraine with aura(15) | ||||
| Normal/non-specific emEEG (n=15) | 14 | 0 | 0 | 1 |
| Epileptic emEEG (n=0) | 0 | 0 | 0 | 0 |
| Triphasic emEEG (n=0) | 0 | 0 | 0 | 0 |
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