| Literature DB >> 24454699 |
Nienke Seiger1, Mirjam van Veen1, Helena Almeida2, Ewout W Steyerberg3, Alfred H J van Meurs4, Rita Carneiro2, Claudio F Alves2, Ian Maconochie5, Johan van der Lei6, Henriëtte A Moll1.
Abstract
OBJECTIVES: This multicenter study examines the performance of the Manchester Triage System (MTS) after changing discriminators, and with the addition use of abnormal vital sign in patients presenting to pediatric emergency departments (EDs).Entities:
Mesh:
Year: 2014 PMID: 24454699 PMCID: PMC3893080 DOI: 10.1371/journal.pone.0083267
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Discriminator modifications for patients with high percentage of misclassification (MTS version 1).
| Discriminator original MTS | Original MTS triage category | MTS version 1 discriminators | MTS version 1 triage categories | Cut-off level |
| Hot child | Very urgent | Hot child <3 months | Very urgent | - |
| Hot child >3 months | Urgent | 86% | ||
| Febrile child | Very urgent | - | ||
| Persistent vomiting | Urgent | Persistent vomiting <3 months | Urgent | - |
| Persistent vomiting >3 months | Standard | 70% | ||
| Not feeding | Urgent | Not feeding <1 year | Urgent | - |
| Not feeding >1 year | Standard | 76% | ||
| Prolonged or uninterrupted crying | Urgent | Prolonged or uninterrupted crying <1 year | Urgent | - |
| Prolonged or uninterrupted crying >1 year | Standard | 100% | ||
| Scalp hematoma | Standard | Scalp hematoma <1 year | Standard | - |
| Scalp hematoma >1 year | Non-urgent | 66% | ||
| Unable to talk in sentences | Very urgent | Unable to talk in sentences | Urgent | 75% |
| Wheeze | Standard | Wheeze | Urgent | 53% |
This discriminator is present in the neurological flowcharts: fits, irritable child, headache, crying baby, neck pain or behaving strangely.
Proportion of children that were allocated to a lower urgency triage category according to the independent reference standard.
Proportion of children that were allocated to a higher urgency triage category according to the independent reference standard.
Patients' characteristics per hospital.
| Sophia Children's Hospital | Juliana Children's Hospital | St. Mary's Hospital | Fernando Fonseca Hospital | Total population | ||||||
| Ntotal = 14,507 (%) | Ntotal = 5,299 (%) | Ntotal = 29,524 (%) | Ntotal = 11,405 (%) | Ntotal = 60,735 (%) | ||||||
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| Median (IQR) | 4.0 | (1.3 to 9.2) | 2.7 | (0.9 to 6.7) | 3.8 | (1.5 to 8.5) | 4.5 | (1.7 to 9.0) | 3.8 | (1.4 to 8.6) |
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| Trauma | 2,856 | (20) | 873 | (17) | 6,171 | (32) | 983 | (9) | 10,883 | (18) |
| Dyspnea | 1,428 | (10) | 1,033 | (20) | 3,520 | (12) | 2,484 | (22) | 8,465 | (14) |
| Gastro-intestinal | 2,042 | (14) | 819 | (16) | 5,075 | (17) | 1,665 | (15) | 9,601 | (16) |
| Ear, nose, throat | 362 | (3) | 215 | (4) | 1,805 | (6) | 1,830 | (16) | 4,212 | (7) |
| Wounds | 1,111 | (8) | 349 | (7) | 1,405 | (5) | 242 | (2) | 3,107 | (5) |
| Neurological | 1,115 | (8) | 208 | (4) | 1,448 | (5) | 409 | (4) | 3,180 | (5) |
| Fever without source | 845 | (6) | 493 | (9) | 928 | (3) | 54 | (1) | 2,320 | (4) |
| Rash | 358 | (3) | 164 | (3) | 2,671 | (9) | 579 | (5) | 3,772 | (6) |
| Urinary tract problems | 335 | (2) | 102 | (2) | 292 | (1) | 247 | (2) | 976 | (2) |
| Local infection/abscess | 232 | (2) | 91 | (2) | 186 | (1) | 183 | (2) | 692 | (1) |
| Other problems | 3,823 | (26) | 952 | (18) | 6,023 | (20) | 2,729 | (24) | 13,527 | (22) |
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| Immediate | 329 | (2) | 102 | (2) | 297 | (1) | 51 | (0) | 779 | (1) |
| Very urgent | 2,855 | (20) | 942 | (18) | 3,537 | (12) | 2,288 | (20) | 9,622 | (16) |
| Urgent | 6,253 | (43) | 1,283 | (24) | 4,338 | (15) | 2,277 | (20) | 14,151 | (23) |
| Standard/non-urgent | 5,070 | (35) | 2,972 | (56) | 21,352 | (72) | 6,789 | (60) | 36,183 | (60) |
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| No follow-up | 5,572 | (38) | 3,104 | (59) | 15,383 | (52) | 6,573 | (58) | 30,632 | (50) |
| Outpatient clinic/GP | 5,055 | (35) | 1,192 | (22) | 8,387 | (28) | 3,999 | (35) | 18,633 | (31) |
| Hospital admission | 2,720 | (19) | 755 | (14) | 2,866 | (10) | 554 | (5) | 6,895 | (11) |
| Other follow-up | 1,160 | (8) | 248 | (5) | 2,888 | (10) | 279 | (2) | 4,575 | (8) |
Performance of the original MTS, MTS version 1, and MTS version 2.
| Data | MTS edition | Positive likelihood | Negative likelihood | Diagnostic odds ratio | c-statistic | R2 |
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| Fever (N = 6,836) | ||||||
| Original MTS | 1.1 (1.1 to 1.2) | 0.80 (0.73 to 0.87) | 1.4 (1.2 to 1.6) | 0.56 (0.55 to 0.58) | 0.05 | |
| MTS version 1 | 2.6 (2.4 to 2.9) | 0.71 (0.68 to 0.74) | 3.7 (3.3 to 4.3) | 0.66 (0.64 to 0.67) | 0.10 | |
| Total population (N = 60,735) | ||||||
| Original MTS | 3.2 (3.0 to 3.3) | 0.66 (0.64 to 0.67) | 4.8 (4.6 to 5.1) | 0.74 (0.73 to 0.74) | 0.17 | |
| MTS version 1 | 4.3 (4.1 to 4.4) | 0.69 (0.67 to 0.70) | 6.2 (5.9 to 6.6) | 0.74 (0.74 to 0.75) | 0.18 | |
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| Heart rate (N = 60,735) | ||||||
| Original MTS | 3.2 (3.0 to 3.3) | 0.66 (0.64 to 0.67) | 4.8 (4.6 to 5.1) | 0.74 (0.73 to 0.74) | 0.17 | |
| MTS version 2 | 2.2 (2.1 to 2.2) | 0.74 (0.74 to 0.75) | 3.6 (3.4 to 3.8) | 0.71 (0.71 to 0.72) | 0.16 | |
| Respiratory rate (N = 49,330) | ||||||
| Original MTS | 3.5 (3.3 to 3.6) | 0.65 (0.64 to 0.66) | 5.3 (5.0 to 5.7) | 0.74 (0.74 to 0.75) | 0.19 | |
| MTS version 2 | 2.4 (2.3 to 2.5) | 0.60 (0.58 to 0.61) | 4.0 (3.8 to 4.2) | 0.73 (0.72 to 0.73) | 0.16 | |
| Oxygen saturation (N = 60,735) | ||||||
| Original MTS | 3.2 (3.0 to 3.3) | 0.66 (0.64 to 0.67) | 4.8 (4.6 to 5.1) | 0.74 (0.73 to 0.74) | 0.17 | |
| MTS version 2 | 3.2 (3.1 to 3.3) | 0.65 (0.64 to 0.66) | 4.9 (4.6 to 5.1) | 0.74 (0.74 to 0.75) | 0.18 | |
Respiratory rates were measured in the Sophia Children's Hospital, Juliana Children's Hospital and St. Mary's Hospital.
Diagnostic odds ratio = DOR = (sensitivity/1-sensitivity)/(1-specificity/specificity).
Reclassification table: The original MTS compared with MTS version 1.
| MTS version 1 | ||||||
| Original MTS | Immediate | Very urgent | Urgent | Standard | Non urgent | Total |
| Immediate | 779 | 0 | 0 | 0 | 0 | 779 |
| Hospitalization (%) | 552 (67.0) | 552 (67.0) | ||||
| Very urgent | 0 | 6,562 | 3,061 | 0 | 0 | 9,623 |
| Hospitalization (%) | 2,068 (31.5) | 402 (13.1) | 2,470 (25.7) | |||
| Urgent | 0 | 13,221 | 930 | 0 | 14,151 | |
| Hospitalization (%) | 2,211 (16.7) | 147 (15.8) | 2,358 (16.7) | |||
| Standard | 0 | 0 | 535 | 35,254 | 119 | 35,908 |
| Hospitalization (%) | 89 (16.6) | 1,449 (4.1) | 1 (0.8) | 1,539 (4.3) | ||
| Non urgent | 0 | 0 | 0 | 0 | 274 | 274 |
| Hospitalization (%) | 6 (2.2) | 6 (2.2) | ||||
| Total | 779 | 6,562 | 16,817 | 36,184 | 393 | 60,735 |
| Hospitalization (%) | 552 (67.0) | 2,068 (31.5) | 2,702 (16.0) | 1,596 (4.4) | 7 (1.8) | 6,895 (11.4) |
Figure 1Percentages of hospitalization per urgency level in Sophia Children's Hospital (SCH), Juliana's Children's Hospital (JCH), St Mary Hospital, and in Fernando Fonseca Hospital (FF).
Performance of the original MTS, MTS version 1, and MTS version 2 per hospital.
| Data | MTS edition | Positive likelihood | Negative likelihood | DOR | c-statistic | R2 |
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| Original MTS | 2.7 (2.5–2.8) | 0.67 (0.64–0.69) | 4.0 (3.7–4.4) | 0.71 (0.70–0.72) | 0.17 | |
| MTS version 1 | 4.1 (3.8–4.4) | 0.68 (0.66–0.70) | 6.1 (5.5–6.7) | 0.72 (0.71–0.73) | 0.19 | |
| MTS version 2 (heart rate) | 2.0 (1.9–2.2) | 0.60 (0.55–0.65) | 3.4 (2.9–4.0) | 0.70 (0.69–0.71) | 0.15 | |
| MTS version 2 (respiratory rate) | 1.9 (1.8–2.0) | 0.63 (0.60–0.66) | 3.0 (2.8–3.3) | 0.69 (0.67–0.71) | 0.14 | |
| MTS version 2 (oxygen saturation) | 2.7 (2.5–2.8) | 0.66 (0.64–0.68) | 4.0 (3.7–4.4) | 0.71 (0.70–0.72) | 0.17 | |
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| Original MTS | 2.9 (2.6–3.2) | 0.65 (0.61–0.70) | 4.4 (3.8–5.2) | 0.71 (0.69–0.73) | 0.14 | |
| MTS version 1 | 3.6 (3.2–4.0) | 0.68 (0.64–0.72) | 5.2 (4.4–6.2) | 0.72 (0.70–0.74) | 0.15 | |
| MTS version 2 (heart rate) | 2.9 (2.6–3.2) | 0.65 (0.61–0.70) | 4.4 (3.8–5.2) | 0.69 (0.67–0.71) | 0.11 | |
| MTS version 2 (respiratory rate) | 2.1 (2.0–2.2) | 0.57 (0.52–0.62) | 3.7 (3.2–4.4) | 0.70 (0.69–0.73) | 0.12 | |
| MTS version 2 (oxygen saturation) | 3.0 (2.7–3.3) | 0.64 (0.60–0.68) | 4.6 (3.9–5.5) | 0.72 (0.70–0.74) | 0.15 | |
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| Original MTS | 4.1 (3.9–4.4) | 0.65 (0.63–0.67) | 6.3 (5.8–6.9) | 0.74 (0.73–0.75) | 0.18 | |
| MTS version 1 | 6.5 (6.0–7.0) | 0.69 (0.67–0.71) | 9.4 (8.6–10.3) | 0.74 (0.73–0.75) | 0.20 | |
| MTS version 2 (heart rate) | 4.3 (4.0–4.7) | 0.78 (0.77–0.78) | 4.3 (4.0–4.7) | 0.72 (0.71–0.73) | 0.15 | |
| MTS version 2 (respiratory rate) | 2.7 (2.6–2.9) | 0.61 (0.59–0.63) | 4.5 (4.2–4.9) | 0.72 (0.71–0.73) | 0.15 | |
| MTS version 2 (oxygen saturation) | 4.1 (4.0–4.3) | 0.65 (0.63–0.67) | 6.4 (5.9–6.9) | 0.74 (0.73–0.75) | 0.18 | |
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| Original MTS | 2.5 (2.2–2.7) | 0.65 (0.60–0.71) | 3.8 (3.2–4.5) | 0.72 (0.69–0.74) | 0.10 | |
| MTS version 1 | 2.9 (2.7–3.2) | 0.64 (0.59–0.69) | 4.6 (3.9–5.5) | 0.71 (0.69–0.74) | 0.10 | |
| MTS version 2 (heart rate) | 1.8 (1.6–1.9) | 0.64 (0.58–0.70) | 2.8 (2.3–3.3) | 0.68 (0.65–0.70) | 0.08 | |
| MTS version 2 (oxygen saturation) | 2.5 (2.2–2.7) | 0.65 (0.60–0.70) | 3.8 (3.2–4.5) | 0.71 (0.69–0.74) | 0.11 | |