| Literature DB >> 32595936 |
Vincenzo Parrinello1, Elena Grasso1, Giuseppe Saglimbeni1, Gabriella Patanè1, Alma Scalia1, Giuseppe Murolo2, Peter Lachman3.
Abstract
Background: The Institute for Healthcare Improvement (IHI) has proposed a new method, the Global Trigger Tool (IHI GTT), to detect and monitor adverse events (AEs) and provide information to implement improvement. In 2015, the Sicilian Health System adopted IHI GTT to assess the number, types and severity levels of AEs. The GTT was implemented in 44 of 73 Sicilian public hospitals and 18,008 clinical records (CRs) were examined. Here we present the standardized application of the GTT and the preliminary results of 14,706 reviews of CRs.Entities:
Keywords: Global Trigger Tool; adverse events detections; harm; medical errors; patient safety; quality of care
Mesh:
Year: 2019 PMID: 32595936 PMCID: PMC7308947 DOI: 10.12688/f1000research.18025.3
Source DB: PubMed Journal: F1000Res ISSN: 2046-1402
Distribution of CRs per clinical area.
| Medicine | Surgery | Obstetric | ICU | Total | |
|---|---|---|---|---|---|
| CRs examined, n (%) | 4571 (31.1) | 4826 (32.8) | 3336 (22.7) | 1973 (13.4) | 14706 (100) |
| CRs with triggers per CRs examined, n (%) | 1571 (34.3) | 1709 (35.4) | 676 (20.2) | 1672 (84.7) | 5574 (37.9) |
| CRs with isolated trigger CRs examined, n (%) | 930 (20.3) | 1085 (22.5) | 491 (14.7) | 272 (13.7) | 2778 (18.9) |
| CRs with AEs, n (%) | 191 (19.5) | 128 (14.2) | 57 (5.8) | 599 (61.5) | 975 (100) |
| AEs, n (%) | 210 (13.5) | 138 (9.0) | 61 (3.9) | 1133 (73.5) | 1542 (100) |
| CRs with AEs/CRs examined, (%) | 4.2 | 2.7 | 1.7 | 30.4 | 6.6 |
| CRs with AEs/CRs with triggers, (%) | 11.1 | 8.4 | 8.4 | 35.9 | 17.5 |
CRs, clinical records; ICU, intensive care unit; AES, adverse events
Distribution of general care triggers and AEs.
| Trigger | Description | Number
| Number
| Trigger | Description | Number
| Number
|
|---|---|---|---|---|---|---|---|
|
| Blood products use | 2002 (26.7) | 958 (15.7) |
| Return to surgery | 64 (20) | 47 (31.8) |
|
| Emergency and
| 719 (9.6) | 617 (10.1) |
| Change in procedure: surgery | 57 (18) | 8 (5.4) |
|
| Acute dialysis | 279 (3.7) | 438 (7.2) |
| Change in procedure: anesthesia | 6 (1.8) | 0 (0) |
|
| Positive blood culture | 291 (3.9) | 485 (7.9) |
| Admission to ICU | 31 (9.6) | 13 (8.8) |
|
| X-ray or Doppler
| 435 (5.8) | 112 (1.8) |
| Intubation/reintubation/BiPap in
| 10 (3.1) | 7 (4.7) |
|
| Decrease of Hb or Ht
| 1433 (19.1) | 896 (14.7) |
| X-ray intraoperative or in PACU | 4 (1.2) | 0 (0) |
|
| Patient fall | 29 (0.4) | 20 (0.3) |
| Intraoperative or postoperative
| 9 (2.8) | 2 (1.4) |
|
| Pressure ulcers | 254 (3.4) | 449 (7.4) |
| Mechanical ventilation
| 18 (5.6) | 9 (6.1) |
|
| Readmission within
| 294 (3.9) | 115 (1.9) |
| Intraoperative epinephrine,
| 7 (2.2) | 2 (1.4) |
|
| Restraint use | 260 (3.5) | 38 (0.6) |
| Postoperative troponin level
| 19 (5.9) | 3 (2.0) |
|
| Health care–
| 504 (6.7) | 894 (14.6) |
| Injury, repair, or removal of organ | 13 (4.0) | 9 (6.1) |
|
| In-hospital stroke | 35 (0.5) | 78 (1.3) |
| Any operative complication | 60 (19) | 41 (27.7) |
|
| Transfer to higher
| 678 (9.0) | 595 (9.7) |
| Duration of surgery > 6h | 25 (7.7) | 7 (4.7) |
|
| Any procedure
| 284 (3.8) | 408 (6.7) |
|
|
| |
|
|
|
|
| 3rd- or 4th-degree lacerations | 13 (2.6) | 7(10.9) | |
|
| Clostridium difficile–
| 28 (1.0) | 21 (1.4) |
| Platelet count less than 50,000 | 2 (0.4) | 0 (0) |
|
| PTT >100 seconds | 99 (3.4) | 122 (8.0) |
| Estimated blood loss >500 mL
| 27 (5.5) | 13 (20.3) |
|
| INR > 6 | 48 (1.7) | 33 (2.2) |
| Specialty consult | 96 (19.5) | 11 (17.2) |
|
| Glucose < 50 mg/dl | 225 (7.8) | 238 (15.6) |
| Administrate prostaglandins
| 97 (19.7) | 8 (12.5) |
|
| Rising BUN or serum
| 1194 (41.5) | 718 (47.1) |
| Instrumented delivery | 101 (20.5) | 7 (10.9) |
|
| Vitamin K
| 231 (8.0) | 155 (10.2) |
| General anesthesia | 75 (15.2) | 10 (15.6) |
|
| Anti-allergic use | 145 (5.0) | 49 (3.2) |
| Hospital stay> more than 5 days | 81 (16.5) | 8(12.5) |
|
| Flumazenil use | 37 (1.3) | 24 (1.6) |
|
|
| |
|
| Naloxone use | 7 (0.2) | 6 (0.4) |
| Pneumonia onset | 193 (10.6) | 380 (19.8) |
|
| Anti-emetic use | 843 (29.3) | 133 (8.7) |
| Readmission ICU | 59 (3.2) | 125 (6.5) |
|
| Over-sedation | 21 (0.7) | 26 (1.7) |
| In-unit procedure | 761 (41.9) | 679 (35.3) |
|
|
|
|
| Intubation/reintubation | 804 (44.2) | 740 (38.5) | |
|
|
|
| |||||
AEs, adverse events; ICU, Intensive Care Unit; PACU, Post Anesthesia Care; Hb, Hemoglobin; Ht, hematocrit; DVT, deep venous thrombosis; PTT, Partial Thromboplastin Time; INR, International Normalized Ratio; BUN, Blood Urea Nitrogen.
Figure 1. ROC analysis of two random triggers.
ROC curve shows that the presence of two triggers in clinical records indicates an adverse event with a high probability.
Distribution of triggers and AEs.
| Trigger | Triggers
| AEs with
| |
|---|---|---|---|
| C11 | Health care–associated
| 504 | 894 |
| C04 | Positive blood culture | 291 | 485 |
| C14 | Any procedure
| 284 | 408 |
| C03 | Acute dialysis | 279 | 438 |
| C08 | Pressure ulcers | 254 | 449 |
| M04 | Glucose < 50 mg/dl | 225 | 238 |
| I01 | Pneumonia onset | 193 | 380 |
| M02 | PTT >100 seconds | 99 | 122 |
| I02 | Readmission ICU | 59 | 125 |
| C12 | In-hospital stroke | 35 | 78 |
| M11 | Over-sedation | 21 | 26 |
AEs, adverse events; ICU, Intensive Care Unit; PTT, Partial Thromboplastin Time.
Distribution of isolated triggers and AEs.
| Trigger | Description | number
| number of times
| Trigger | Description | number
| number of times
|
|---|---|---|---|---|---|---|---|
|
| Blood products use | 483 (33.7) | 2 (2.5) |
| Return to surgery | 12 (15.0) | 5 (41.7) |
|
| Emergency and rescue | 91 (6.4) | 4 (5.0) |
| Change in procedure: surgery | 32 (40.0) | 1 (8.3) |
|
| Acute dialysis | 6 (0.4) | 4 (5.0) |
| Change in procedure: anesthesia | 3 (3.8) | 0 (0) |
|
| Positive blood culture | 26 (1.8) | 11 (13.8) |
| Admission to ICU | 5 (6.3) | 0 (0) |
|
| X-ray or Doppler studies for
| 186 (13.0) | 0 (0) |
| Intubation/reintubation/BiPap in PACU | 1 (1.3) | 0 (0) |
|
| Decrease of Hb or Ht >25% | 190 (13.3) | 0 (0) |
| X-ray intraoperative or in PACU | 2 (2.5) | 0 (0) |
|
| Patient fall | 9 (0.6) | 4 (5.0) |
| Intraoperative or postoperative death | 1 (1.3) | 0 (0) |
|
| Pressure ulcers | 23 (1.6) | 15 (18.8) |
| Mechanical ventilation
| 1 (1.3) | 0 (0) |
|
| Readmission within 30 days | 114 (8.0) | 9 (11.3) |
| Intraoperative epinephrine,
| 0 (0) | 0 (0) |
|
| Restraint use | 115 (8.0) | 2 (2.5) |
| Postoperative troponin level >1.5 ng/mL | 2 (2.5) | 0 (0) |
|
| Health care–associated infection | 32 (2.2) | 17 (21.3) |
| Injury, repair, or removal of organ | 4 (5.0) | 1 (0) |
|
| In-hospital stroke | 3 (0.2) | 0 (0) |
| Any operative complication | 16 (20.0) | 5 (41.7) |
|
| Transfer to higher level of care | 97 (6.8) | 1 (1.3) |
| Duration of surgery > 6h | 1 (1.3) | 0 (0) |
|
| Any procedure complication | 58 (4) | 11 (13.8) |
|
|
| |
|
|
|
|
| 3rd- or 4th-degree lacerations | 9 (3.3) | 4 (36.4) | |
|
| Clostridium difficile–positive stool | 7 (0.7) | 1 (5.6) |
| Platelet count less than 50,000 | 1 (0.4) | 0 (0) |
|
| PTT >100 seconds | 13 (1.4) | 0 (0) |
| Estimated blood loss >500 mL (vaginal)
| 5 (1.9) | 3 (27.3) |
|
| INR >6 | 5 (0.5) | 0 (0) |
| Specialty consult | 52 (19.3) | 0 (0) |
|
| Glucose < 50 mg/dl | 53 (5.6) | 4 (22.2) |
| Administrate prostaglandins postpartum | 48 (17.8) | 0 (0) |
|
| Rising BUN or serum creatinine
| 263 (27.7) | 0 (0) |
| Instrumented delivery | 77 (28.6) | 2 (18.2) |
|
| Vitamin K administration | 31 (3.3) | 2 (11.1) |
| General anesthesia | 35 (13.0) | 2 (18.2) |
|
| Anti-allergic use | 60 (6.3) | 7 (38.9) |
| Hospital stay > 5 days after delivery | 42 (15.6) | 0 (0) |
|
| Flumazenil use | 10 (1.1) | 0 (0) |
|
|
| |
|
| Naloxone use | 1 (0.1) | 0 (0) |
| Pneumonia onset | 8 (17.4) | 0 (0) |
|
| Anti-emetic use | 504 (53.1) | 4 (22.2) |
| Readmission ICU | 1 (2.2) | 0 (0) |
|
| Over-sedation | 3 (0.3) | 0 (0) |
| In-unit procedure | 15 (32.6) | 0 (0) |
|
|
|
|
| Intubation/reintubation | 22 (47.8) | 1 (100) | |
|
|
|
| |||||
AEs, adverse events; ICU, Intensive Care Unit; PACU, Post Anesthesia Care; Hb, Hemoglobin; Ht, hematocrit; DVT, deep venous thrombosis; PTT, Partial Thromboplastin Time; INR, International Normalized Ratio; BUN, Blood Urea Nitrogen.
Categorization of adverse events.
| International Classification for Patient Safety
| Clinical classification | ||
|---|---|---|---|
| INCIDENT TYPE | AEs, N (%) | INCIDENT TYPE | AEs, N (%) |
| Healthcare Associated
| 742 (48.1) | Healthcare Associated
| 742 (48.1) |
| Clinical Process/Procedure | 697 (45.2) | Surgical complications | 175 (11.3) |
| Medication/IV Fluids | 89 (5.7) | Pressure ulcers | 172 (11.2) |
| Patient Accidents | 12 (0.1) | Acute kidney injury | 133 (8.6) |
| Blood/Blood Products | 2 (0.1) | Procedure complications
| 109 (7.1) |
| TOTAL | 1542 (100) | Hypoglycemia | 62 (4.0) |
| Delivery complications | 47 (3.0) | ||
| In-hospital Stroke | 18 (1.2) | ||
| Anesthetic complications | 17 (1.1) | ||
| Hemorrhage | 5 (0.3) | ||
| Various | 62 (4.0) | ||
| TOTAL | 1542 (100) | ||
AEs, adverse events.
* Endoscopic procedures, central catheterization, urinary catheterization, orotracheal intubation.