PS4-39
DEVELOPMENT OF NEW HARM-BASED WEIGHTING APPROACH TO COMPOSITE INDICATORS: THE AGENCY FOR HEALTHCARE RESEARCH AND QUALITY PATIENT SAFETY FOR SELECTED INDICATORS (AHRQ PSI-90)
Methods: We developed a composite of 11 AHRQ PSIs combining the volume of each (e.g. post-operative iatrogenic pneumothorax, pressure ulcer), the excess risk of harms associated with each (e.g., mortality, readmission, debridement procedure), and a disutility for each harm. Data sources include the 2012 HCUP SID for volume, and linked data from the 2012-2013 CMS inpatient and outpatient files for risk-adjusted modeling of excess harms with propensity weights. We multiply excess harms by a utility weight assigned to each harm. When not available in the literature, utility values for harms, were estimated in two steps: 1) elicit relative rankings of all 37 harms from clinicians, 2) fit these rankings to established literature-based utilities reflecting patient preferences.
Results: The table shows final weights, harm weights (excess harm and disutility) and volume weights. Post-operative sepsis has higher mortality rates, and consequently a higher harm weight. The final weight of an indicator is reduced if the volume of that PSI is low (e.g., PSI-08).
Component |
Harm Weight |
Volume Weight |
Final Weight |
Pressure Ulcer (PSI-03) |
0.0382 |
0.0294 |
0.0142 |
Iatrogenic Pneumothorax (PSI-06) |
0.1388 |
0.0669 |
0.1175 |
Central Venous Catheter Related Blood Stream Infection (PSI-07) |
0.0627 |
0.0336 |
0.0267 |
Postoperative Hip Fracture (PSI-08) |
0.1214 |
0.0016 |
0.0025 |
Perioperative Hemorrhage or Hematoma (PSI-09) |
0.0821 |
0.2868 |
0.2978 |
Postoperative Physiologic/Metabolic Derangement (PSI-10) |
0.0836 |
0.0201 |
0.0213 |
Postoperative Respiratory Failure (PSI-11) |
0.0479 |
0.2379 |
0.1441 |
Perioperative Pulmonary Embolism/Deep Vein Thrombosis (PSI-12) |
0.0670 |
0.2479 |
0.2100 |
Postoperative Sepsis (PSI-13) |
0.2323 |
0.0511 |
0.1501 |
Postoperative Wound Dehiscence (PSI-14) |
0.0234 |
0.0162 |
0.0048 |
Accidental Puncture/Laceration (PSI-15) |
0.1025 |
0.0085 |
0.011 |
Conclusions: Weighting PSIs in a composite by their associated relative burden or quality of life summarizes total iatrogenic patient-experienced harm, and will compare hospitals accordingly. This method is consistent with a view that decision-making by providers, consumers, and other stakeholders should be driven by an objective of reducing net harm and increasing utility.
See more of: 37th Annual Meeting of the Society for Medical Decision Making