Patient Healthcare Systems

Systemic patient neglect remains a persistent challenge across global healthcare systems, manifesting

in recurring failures to meet patients’ medical and non-medical needs. This case study provides a

comprehensive analysis of the scope of neglect, highlighting key metrics and complaint analytics, and

mapping root causes to observed evidence. Drawing upon structured complaint taxonomies and

representative datasets, the study identifies actionable interventions and operational strategies. Special

attention is given to the role of technology, including AI-enabled platforms such as Desha.ai, in closing

feedback loops and driving improvement. The report concludes with considerations for global

deployment scenarios and an annex of artifact links for further reference.

Scope and Key Metrics

Systemic patient neglect encompasses a spectrum of failures, from inadequate clinical care to a lack of

compassion and responsiveness. The scope includes procedural errors, communication breakdowns,

and systemic barriers impeding access or quality. Key metrics for assessment include:

• Rate of patient complaints per 1,000 encounters

• Incidence of adverse events linked to neglect (e.g., missed diagnoses, medication errors)

• Patient-reported experience scores (PREMs)

• Staffing ratios and workload indicators

• Timeliness of complaint resolution

• Repeat complaint rates

Evidence sources for these metrics include national patient safety databases, regulatory reports,

hospital complaint logs, and independent inquiry findings.