Cross-Source Themes

AI-identified patterns connecting 136,304 items across 20 accountability data sources.

16 categories 274 themes
LGO/SPSO Decisions: 40,396 Committee Recs: 21,877 IMB Recs: 6,768 PFD Reports: 6,327 PHSO Decisions: 3,240 CQC Actions: 3,042 Inquiry Recs: 2,638 NAO Recs: 1,822 PPO Recs: 1,165 IMB Reports: 735 IOPC Recs: 605 HMICFRS Recs: 576 Detention Investigations: 331 ICIBI Recs: 254 Article 2 Learning Points: 209 NHS Investigations: 69 Patient Safety Alerts: 39 Scottish FAIs: 26 PHSO Recs: 22 Victims' Comm Recs: 19
How this page works: Themes are recurring issues we've detected by feeding the full text of recommendations, coroner reports, inspection findings and audit conclusions to an AI model. Items are tagged to a theme when the model judges the content to be genuinely relevant — not keyword-matched. When you search, results are ranked by a hybrid of keyword matching and semantic meaning, so you find the most relevant items whether or not your exact words appear. Both themes and individual items are returned, across every source we hold. Learn more about our methodology.
Inquiry Recs PFD Reports Committee Recs

Systemic issues affecting the delivery and accessibility of healthcare services, including primary care and commissioning.

Delayed Recognition of Deterioration
13 sources 1,566
Poor health and social care integration
15 sources 1,185
Inadequate Pre-Operative Risk Assessment
10 sources 570
Poor prevention and early intervention
11 sources 492
GP Continuity of Care Breakdown
8 sources 491
Unsafe medication management
11 sources 454
Disease outbreak surveillance
12 sources 440
Income-Driven Food Insecurity
7 sources 405
Elective Surgery Waiting List Disparities
7 sources 391
Fragmented NHS record access and information sharing
13 sources 380
Payment disincentives for vulnerable patients
8 sources 363
Incomplete GP Patient Data Transfer
11 sources 262
Medication Contamination/Misadministration
9 sources 245
Missed and inaccurate patient observations
5 sources 218
MAR chart errors
12 sources 201
GP oversight of specialist care
7 sources 200
AMR and health inequalities data
5 sources 197
Pharmacist missed drug contraindications
8 sources 189
Inadequate hospital care for learning disabled
8 sources 173
NHS dental workforce data gaps
8 sources 169
Inadequate Recognition of Treatment Harm
7 sources 166
Palliative care data gaps
10 sources 165
Primary care funding disparities by deprivation
5 sources 159
Delayed patient infection risk notification
9 sources 151
Cancelled appointment follow-up
9 sources 144
Unsuitable NHS Dental Contract
5 sources 141
Poor drug demand reduction
8 sources 116
Medical Product Allergen Labelling
8 sources 97
Centralised dental initiative implementation
7 sources 96
High-risk medication monitoring
7 sources 91
Custodial medication interaction warnings
7 sources 89
Underinvestment in Primary Prevention
6 sources 87
Medical device display errors
8 sources 85
Limited drug harm reduction
7 sources 81
Poor medicines audit response
6 sources 76
Poor prescription security
7 sources 63
No evidence-based drug policy
7 sources 59
Poor medication withdrawal support
6 sources 50
NEWS score over-reliance
4 sources 26