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Table 1 An overview of watchers with their description, specialty, frequency, and complexity currently deployed by the CogStack team at KCH

From: Enhancing clinical data retrieval with Smart Watchers: a NiFi-based ETL pipeline for Elasticsearch queries

Watcher name

Description

Complexity

Specialty

Watcher type

Frequency

ADAMTS13 tracker

Returns all ADAMTS13 test results and mentions in any EPR document for patients aged 16 to 50 years old

Low

Haematology

Audit

Weekly

Barrett’s oesophagus watcher

Returns all inpatients who had an OGD endoscopy report in the last week with mentions of Barrett’s oesophagus or gastric intestinal metaplasia from 2 specific wards

Low

Gastroenterology

Audit

Weekly

Cardiac MRI/Scleroderma watcher

Returns all cardiac MRI scan reports of patients who are known cases of scleroderma

Low

Cardiology

Audit

Weekly

COVID watcher

Returns all patients with a positive COVID PCR test result

Low

Respiratory

Audit

Daily

Diabetes Insipidus watcher

Returns all adult inpatients with mentions of diabetes insipidus in clinical note entries in the last 3 days and any desmopressin prescriptions. This cohort is filtered to only return those who have a high blood sodium level

Medium

Endocrinology

Research pilot

Daily

Inhaler technique auditor

Returns all inpatient inhaler orders across KCH

Low

Respiratory

Audit

Daily

IV Heparin infusion order tracker

Returns all inpatient IV heparin orders from several specified wards

Low

Haematology

Service improvement

Daily

Monkeypox watcher

Returns all patients with a positive monkeypox PCR test or mention in their EPR documents

Low

Virology

Audit

Daily

MRI enterogram tracker

Returns all MRI enterogram reports in the last week, along with patient demographics

Low

Gastroenterology

Audit

Weekly

Myocarditis admission/death tracker

Identifies all current myocarditis clinic attendees and from that cohort, returns those who have been discharged in the last week. It also identifies newly-published death certificates with mentions of myocarditis as the cause in the last week

Medium

Cardiology

Service improvement

Weekly

NICOR heart failure, myocardial infarction and myocarditis watcher

Retrieves demographics, admission data, clinical notes, comorbidities, imaging reports and specialist referrals, along with drug orders, blood test results and observations on admission and discharge for heart failure, myocardial infarction and myocarditis watcher

High

Cardiology

Research

Weekly

Out-of-hospital cardiac arrest tracker

Identifies all patients with a mention of out-of-hospital cardiac arrest in the last week

Medium

Cardiology

Research pilot

Weekly

Penicillin delabeller

Identifies current inpatients who are allergic to penicillin or other antibiotics, retrieves their admission data and identifiers and merges it into one spreadsheet. The pharmacist uses this list to visit the patient in-person and discuss potential of penicillin allergy delabelling

High

Microbiology

Research pilot

Daily

Pre-renal transplant checker

Returns all pre-renal transplant assessments in the last week, along with patient demographics

Low

Nephrology

Audit

Weekly

Rheumatology-MTX tracker

Identifies current Rheumatology clinic attendees and from that cohort, returns those who have passed away in the last 24 h or have abnormal liver enzymes and are currently on Methotrexate

High

Rheumatology

Service improvement

Daily

Sickle cell crisis watcher

Identifies all adult sickle cell inpatients who had a crisis mention (and crisis type) in the last week

Medium

Haematology

Service improvement

Weekly

VTE risk assessment in ED post take watcher

Identifies all emergency patients who had a VTE assessment containing the “High risk of VTE, low risk of bleeding” result

Low

Haematology

Service improvement

Daily

Warfarin order tracker

Returns all inpatient warfarin orders across KCH

Low

Haematology

Service improvement

Daily