| Literature DB >> 29703852 |
Abi Beane1,2,3, Ambepitiyawaduge Pubudu De Silva1,4,5, Nirodha De Silva6, Jayasingha A Sujeewa6, R M Dhanapala Rathnayake6, P Chathurani Sigera1,4, Priyantha Lakmini Athapattu4,7, Palitha G Mahipala8, Aasiyah Rashan1, Sithum Bandara Munasinghe1, Kosala Saroj Amarasiri Jayasinghe9, Arjen M Dondorp2, Rashan Haniffa1,2,4.
Abstract
OBJECTIVE: This study describes the availability of core parameters for Early Warning Scores (EWS), evaluates the ability of selected EWS to identify patients at risk of death or other adverse outcome and describes the burden of triggering that front-line staff would experience if implemented.Entities:
Keywords: aggregate weighted track and trigger systems; early warning scores; low-income and middle-income country; single parameter track and trigger systems
Mesh:
Year: 2018 PMID: 29703852 PMCID: PMC5922475 DOI: 10.1136/bmjopen-2017-019387
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Summary of study population
| Patient characteristics (n=16 386) | |
| Gender, n (%) | |
| Male | 6640 (40.52) |
| Female | 9710 (59.26) |
| Not recorded | 36 (0.22) |
| Mean age in years (SD) | |
| Male | 48.40 (17.52) |
| Female | 38.88 (16.42) |
| Mean age | 42.70 (17.50) |
| Number of events, n (%) | |
| Patients with one or more event | 502 (3.06) |
| Death | 149 (0.91) |
| Cardiac arrest | 102 (0.62) |
| Intensive care unit admission | 83 (0.51) |
| Transfers | 253 (1.54) |
Figure 1Availability of observations during the 8-month study period. AVPU, alert, response to voice, pain or unresponsive; SBP, systolic blood pressure.
Availability of observation reporting at admission and at 24 hours before event
| Observation | Availability % (95% CI) on admission | Mean (SD) on admission | Availability % (95% CI) 24 hours prior to event | Mean (SD) 24 hours prior to event |
| Systolic BP | 86.80% (86.27% to 87.31%) | 122.07 (23.35) | 45.17% (44.36% to 45.98%)* | 121.91 (22.73) |
| Heart rate | 90.97% (90.52% to 91.40%) | 80.69 (11.38) | 66.98% (66.21% to 67.74%)* | 78.92 (9.58) |
| Respiratory rate | 65.24% (64.51% to 65.97%) | 19.85 (2.56) | 61.63% (60.84% to 62.42%)* | 19.49 (2.33) |
| Temperature | 63.60% (62.85% to 64.33%) | 98.58 (0.71) | 67.61% (66.85% to 68.37%)* | 98.45 (0.30) |
| Saturation | 23.94% (23.29% to 24.60%) | 97.49 (3.83) | 16.67% (16.07% to 17.28%)* | 97.70 (3.75) |
| AVPU | 32.89% (32.17% to 33.61%) | 5371 (99.67) score of A (%)† | 28.67% (27.93% to 29.41%)* | 4184 (99.88) score of A (%) |
| Age | 99.38% (99.24% to 99.49%) | 42.70 (17.50) | 99.38% (99.24% to 99.49%) | 42.70 (17.50) |
*Significant difference (P<0.05) between availability at admission and 24 hours before the event.
†Reports the number and percentage of patients who were recorded as being ’Alert' at the time.
AVPU, alert, response to voice, pain or unresponsive; BP, blood pressure.
Discrimination of the selected AWTTS for deaths and events
| AWTTS | Death | Events | ||
| AUROC (95% CI) admission | AUROC (95% CI) 24 hours | AUROC (95% CI) admission | AUROC (95% CI) 24 hours | |
| MEWS score | 0.706 (0.64 to 0.78) [4232] | 0.623 (0.50 to 0.75) [2160] | 0.609 (0.57 to 0.65) | 0.564 (0.49 to 0.64) |
| MEWS score with missing values imputed | 0.667 (0.62 to 0.72) | 0.490* (0.42 to 0.56) | 0.617 (0.59 to 0.64) | 0.386* (0.36 to 0.42) |
| NEWS score | 0.792 (0.68 to 0.90) [1857] | 0.657 (0.49 to 0.83) [1293] | 0.616 (0.54 to 0.69) | 0.555 (0.45 to 0.66) |
| NEWS score with missing values imputed | 0.677 (0.62 to 0.73) | 0.583 (0.53 to 0.64) | 0.602 (0.57 to 0.63) | 0.475* (0.45 to 0.50) |
| SEWS score | 0.793 (0.70 to 0.88) [1862] | 0.676 (0.50 to 0.85) [1294] | 0.621 (0.55 to 0.69) | 0.562 (0.46 to 0.66) |
| SEWS score missing values imputed | 0.702 (0.66 to 0.75) | 0.599* (0.55 to 0.65) | 0.609 (0.58 to 0.63) | 0.510* (0.49 to 0.53) |
| CART score | 0.764 (0.72 to 0.81) [9737] | 0.787 (0.71 to 0.87) [5735] | 0.604 (0.57 to 0.64) | 0.665 (0.61 to 0.72) |
| CART score missing values imputed | 0.781 (0.744 to 0.818) | 0.744 (0.70 to 0.74) | 0.636 (0.61 to 0.63) | 0.569* (0.54 to 0.60) |
| ViEWS score | 0.778 (0.67 to 0.89) [1862] | 0.679 (0.52 to 0.84) [1299] | 0.602 (0.53 to 0.68) | 0.565 (0.46 to 0.67) |
| ViEWS score missing values imputed | 0.677 (0.62 to 0.73) | 0.585 (0.53 to 0.64) | 0.601 (0.57 to 0.63) | 0.476* (0.45 to 0.50) |
Sample size of non-imputed scores is given in brackets ‘ []’.
*Significant difference between discrimination at admission and discrimination at 24 hours before for imputed scores.
AUROC, area under the receiver operating characteristic; AWTTS, aggregate weighted track and trigger systems.
Figure 2Performance of EWS at clinical cut-offs. CART, Cardiac Arrest Risk Triage Score; MEWS, Modified Early Warning Score; NEWS, National Early Warning Score; SEWS, Standardised Early Warning Score; ViEWS, VitalPAC Early Warning Score;.
Performance of the best performing of the AWTTS (CART) and of the SPTTS (Kenward et al)27 to discriminate survivors from non-survivors when applied on admission for each diagnosis.
| ICD-10 chapter | N | CART score | CART score | Deaths (N) | Kenward | |
| (Availability for CCA) | AUROC [95% CI] | AUROC [95% CI] | Sensitivity | Specificity | ||
| (i) Pregnancy, childbirth and the puerperium | 3316 (802) | 0 | ||||
| (ii) Factors influencing health status and contact with health services* | 1745 (874) | 0 | ||||
| (iii) Other | 1641 (1123) | 0.798 [0.719 to 0.879] | 0.767 [0.657 to 0.877] | 13 | 61.538 | 66.461 |
| (iv) Diseases of the genitourinary system | 1608 (1077) | 0.666 [0.543 to 0.790] | 0.630 [0.486 to 0.774] | 20 | 60 | 63.979 |
| (v) Injury, poisoning and certain other consequences of external causes | 1598 (950) | 0.959 [− to 1] | 0.939 [− to 1] | 1 | 100 | 71.884 |
| (vi) Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified | 1592 (1108) | 0.655 [0.485 to 0.826] | 0.792 [0.504 to 1] | 14 | 35.714 | 67.680 |
| (vii) Diseases of the circulatory system | 1245 (1076) | 0.766 [0.698 to 0.836] | 0.807 [0.733 to 0.881] | 41 | 73.170 | 59.136 |
| (viii) Diseases of the respiratory system | 977 (846) | 0.715 [0.625 to 0.805] | 0.786 [0.696 to 0.876] | 24 | 62.5 | 45.435 |
| (ix) Certain infectious and parasitic diseases | 898 (822) | 0.708 [0.572 to 0.845] | 0.757 [0.574 to 0.940] | 15 | 53.33 | 49.037 |
| (x) Diseases of the digestive system | 667 (440) | 0.528 [0.381 to 0.676] | 0.499 [0.324 to 0.674] | 12 | 41.667 | 68.54 |
| (xi) Endocrine, nutritional and metabolic diseases | 484 (397) | 0.542 [− to 1] | 0.485 [− to 1] | 1 | 0 | 0 |
Missing values imputed as normal. CCA is in square brackets ‘[]’.
*ICD-10 chapter is described in online supplementary information.
AUROC, area under the receiver operating characteristic; AWTTS, aggregate weighted track and trigger systems; CCA, complete case analysis; NI, normal imputation; SPTTS, single-parameter track and trigger systems.