Clinical response thresholds (acuity) in acutely unwell patients: onset-outcome
    
    
 
        
        
    
    
    
        
     
         
     
    
    
    
    
        
        Hospital patient acuity scores (2004 onwards). Granular condition, ethnicity, multi-morbidity.  Serial physiology, blood biomarkers, treatments, interventions, ITU spells, outcome, pre/post admission healthcare use. Deeply phenotyped, longitudinal. Clinical response thresholds (acuity) in acutely unwell patients: onset-outcome
Early warning systems (EWS) are bedside tools used to assess basic physiological parameters to identify patients with potential or established critical illness. Evidence suggests that they may predict risk of intensive care admission, death and length of hospital stay.  In 2017, the Royal College of Physicians (RCP) published an updated National Early Warning Score, referred to as NEWS2, based upon six physiological parameters. It is associated with specific clinical response recommendations in which a step change occurs at a threshold NEWS2 score ?5, requiring an urgent clinical response no matter what the presenting complaint or condition.
PIONEER geography
The West Midlands (WM) has a population of 5.9 million & includes a diverse ethnic & socio-economic mix. There is a higher than average percentage of minority ethnic groups. WM has a large number of elderly residents but is the youngest population in the UK.  Birmingham has the highest birth rate in England.  It also has the highest infant mortality rate. WM life expectancy is 1.8 years less than in London. There are particularly high rates of physical inactivity, obesity, smoking & diabetes.  Each day >100,000 people are treated in hospital, see their GP or are cared for by the NHS.
EHR. University Hospitals Birmingham NHS Foundation Trust (UHB) is one of the largest NHS Trusts in England, providing direct acute services & specialist care across four hospital sites, with 2.2 million patient episodes per year, 2750 beds & 100 ITU beds. UHB runs a fully electronic healthcare record (EHR) (PICS; Birmingham Systems), a shared primary & secondary care record (Your Care Connected) & a patient portal “My Health”. 
Scope: All hospitalised patients to UHB from 2000 – current day.  Updated monthly.  Longitudinal & individually linked, so that the preceding & subsequent health journey can be mapped & healthcare utilisation prior to & after acute admission interrogated.
The dataset includes all admission ICD-10 & SNOMED-CT codes including medical, surgical, paediatrics.  Serial, structured data pertaining to process of care (timings, staff grades, specialty review, wards), presenting complaint, all physiology readings (pulse, blood pressure, respiratory rate, oxygen saturations), all blood results, microbiology, all prescribed & administered treatments (fluids, antibiotics, inotropes, vasopressors, organ support), all outcomes.  Linked images available (radiographs, CT, MRI, ultrasound). Includes but not limited to COVID-19 wave 1 and wave 2 data.
Available supplementary data:
Matched ‘elective’ controls; ambulance, 111, 999 data, synthetic data.
Available supplementary support: Analytics, Model build, validation & refinement; A.I.; Data partner support for ETL (extract, transform & load) process, Clinical expertise, Patient & end-user access, Purchaser access, Regulatory requirements, Data-driven trials, “fast screen
        
        
            
    
        
    
    
        
            
            
                
                    
                        
                            Hospital patient acuity scores (2004 onwards). Granular condition, ethnicity, multi-morbidity.  Serial physiology, blood biomarkers, treatments, interventions, ITU spells, outcome, pre/post admission healthcare use. Deeply phenotyped, longitudinal. Clinical response thresholds (acuity) in acutely unwell patients: onset-outcome
Early warning systems (EWS) are bedside tools used to assess basic physiological parameters to identify patients with potential or established critical illness. Evidence suggests that they may predict risk of intensive care admission, death and length of hospital stay.  In 2017, the Royal College of Physicians (RCP) published an updated National Early Warning Score, referred to as NEWS2, based upon six physiological parameters. It is associated with specific clinical response recommendations in which a step change occurs at a threshold NEWS2 score ?5, requiring an urgent clinical response no matter what the presenting complaint or condition.
PIONEER geography
The West Midlands (WM) has a population of 5.9 million & includes a diverse ethnic & socio-economic mix. There is a higher than average percentage of minority ethnic groups. WM has a large number of elderly residents but is the youngest population in the UK.  Birmingham has the highest birth rate in England.  It also has the highest infant mortality rate. WM life expectancy is 1.8 years less than in London. There are particularly high rates of physical inactivity, obesity, smoking & diabetes.  Each day >100,000 people are treated in hospital, see their GP or are cared for by the NHS.
EHR. University Hospitals Birmingham NHS Foundation Trust (UHB) is one of the largest NHS Trusts in England, providing direct acute services & specialist care across four hospital sites, with 2.2 million patient episodes per year, 2750 beds & 100 ITU beds. UHB runs a fully electronic healthcare record (EHR) (PICS; Birmingham Systems), a shared primary & secondary care record (Your Care Connected) & a patient portal “My Health”. 
Scope: All hospitalised patients to UHB from 2000 – current day.  Updated monthly.  Longitudinal & individually linked, so that the preceding & subsequent health journey can be mapped & healthcare utilisation prior to & after acute admission interrogated.
The dataset includes all admission ICD-10 & SNOMED-CT codes including medical, surgical, paediatrics.  Serial, structured data pertaining to process of care (timings, staff grades, specialty review, wards), presenting complaint, all physiology readings (pulse, blood pressure, respiratory rate, oxygen saturations), all blood results, microbiology, all prescribed & administered treatments (fluids, antibiotics, inotropes, vasopressors, organ support), all outcomes.  Linked images available (radiographs, CT, MRI, ultrasound). Includes but not limited to COVID-19 wave 1 and wave 2 data.
Available supplementary data:
Matched ‘elective’ controls; ambulance, 111, 999 data, synthetic data.
Available supplementary support: Analytics, Model build, validation & refinement; A.I.; Data partner support for ETL (extract, transform & load) process, Clinical expertise, Patient & end-user access, Purchaser access, Regulatory requirements, Data-driven trials, “fast screen
                            
                            
                        
                        
                            metasource: HDR UK
                            
                            version: extracted_at: 2022-09-05T08:28:24.125862
                            
                            
                        
                    
                    
                
             
            
         
     
 
        
    
    
    
        
Webpage:
        https://www.healthdatagateway.org/dataset/391ab58c-3412-4fa0-96f6-fdd5ae380b86
        
            
    
        
    
    
        
            
            
                
                    
                        
                            https://www.healthdatagateway.org/dataset/391ab58c-3412-4fa0-96f6-fdd5ae380b86
                            
                            
                        
                        
                            metasource: HDR UK
                            
                            version: extracted_at: 2022-09-05T08:28:24.125862
                            
                            
                        
                    
                    
                
             
            
         
     
 
        
    
    
    
    
        
Licence:
        
        Name: HDR UK Innovation Gateway Access
        
            
    
        
    
    
        
            
            
                
                    
                        
                            HDR UK Innovation Gateway Access
                            
                            
                        
                        
                            metasource: HDR UK
                            
                            version: extracted_at: 2022-09-05T08:28:24.125862
                            
                            
                        
                    
                    
                
             
            
         
     
 
        
        
        
        
        URL: https://www.hdruk.ac.uk/infrastructure/gateway/terms-and-conditions/
        
            
    
        
    
    
        
            
            
                
                    
                        
                            https://www.hdruk.ac.uk/infrastructure/gateway/terms-and-conditions/
                            
                            
                        
                        
                            metasource: HDR UK
                            
                            version: extracted_at: 2022-09-05T08:28:24.125862
                            
                            
                        
                    
                    
                
             
            
         
     
 
        
        
        
    
    
    
    
    
        
Tags:
            
            
                
    
        
    
            
            
        
        
        
            acuity
        
            nhs
        
            acute
        
            news2
        
            threshold
        
            deterioration
        
            alert
        
            sews
        
            inpatient
        
            ethnicity
        
            multi-morbidity
        
            treatments
        
            therapies
        
            longitudinal
        
            vital-signs
        
            standards
        
            national early warning score
        
            patient
        
            acute hospitals
        
            blood
        
            biomarkers
        
            physiology
        
            demographics
        
            interventions
        
            outcomes
        
            death
        
        
    
    
    
    
        
        
            
                
                
              
                
              
                
              
                
                    
                        
                            
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