Does the Diabetes Alliance Program Improve Longer-term Health Outcomes of Patients with Type 2 Diabetes Attending Primary Care Practices? A Target Trial Protocol for Emulating a Cluster Trial Using Linked General practice and Tertiary Health Data
Dizon, J. A. T.; Barker, D.; Hure, A. J.; Oldmeadow, C.; Skippen, P.; Acharya, S.
Show abstract
BackgroundEffective management of type 2 diabetes is an increasing challenge for health services globally. Integrated care, targeted at increasing capacity in primary care for earlier intervention in type 2 diabetes, may reduce adverse health outcomes, with benefits accrued over time. This protocol aims to describe a causal approach for the evaluation of a specialist-led integrated model of care delivered in Australian general practices, using linked administrative health data. MethodsThis protocol outlines an observational cohort study using the Lumos data asset (New South Wales Health), linking general practice and hospital data. It follows the target trial framework, emulating a parallel cluster-randomised trial, and applies the estimands framework proposed by the International Council for Harmonisation of Technical Requirements for Pharmaceuticals for Human Use. It describes the data structure and statistical analysis plan required for causal inference. The primary causal estimand is the effect of the Diabetes Alliance Program Plus, an integrated care intervention, on all-cause hospitalisation rates for adults actively attending general practice with current or newly diagnosed type 2 diabetes over a 5-year follow-up period. DiscussionThis protocol applies the target trial framework to emulate a parallel cluster-randomized trial of the Diabetes Alliance Program Plus using linked administrative data. This approach addresses confounding and selection bias inherent in observational evaluations of practice-level interventions and will generate robust real-world evidence to inform policy regarding type 2 diabetes management in primary care settings. Trial registrationACTRN12622001438741; 10th November 2022, retrospectively registered: https://www.anzctr.org.au/ACTRN12622001438741.aspx.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The iDiabetes Platform: Enhanced Phenotyping of Patients with Diabetes for Precision Diagnosis, Prognosis and Treatment- study protocol for a cluster-randomised controlled study 97%
- ‘Self-Management Intervention through Lifestyle Education for Kidney health’ (the SMILE-K study): protocol for a single-blind longitudinal randomised control trial with nested pilot study 94%
- Determining the feasibility of calculating pancreatic cancer risk scores for people with new-onset diabetes in primary care (DEFEND PRIME): study protocol 94%
Similar papers in this journal
- Characterisation of type 2 diabetes subgroups and their association with ethnicity and clinical outcomes: a UK real-world data study using the East London Database 93%
- Targeted encouragement of GP consultations for possible cancer symptoms: randomised controlled trial 92%
- Colchicine for COVID-19 in adults in the community (PRINCIPLE): a randomised, controlled, adaptive platform trial 91%
Similar papers in this journal
- Time-restricted eating and exercise training before and during pregnancy for people with increased risk of gestational diabetes: the BEFORE THE BEGINNING randomised controlled trial 92%
- Emulating the GRADE Trial Using Real-World Data 91%
- Clinical Decision Support in Cardiovascular Medicine: Effectiveness, Implementation Barriers, and Regulation 90%
Similar papers in this journal
- The MultimorbiditY COllaborative Medication Review And DEcision Making (MyComrade) study: A protocol for a cross-border pilot cluster randomised controlled trial 92%
- Improving cardiovascular health in patients with an abdominal aortic aneurysm: Development of the Cardiovascular risk reduction in patients with aneurysms (CRISP) behaviour change intervention 91%
- Evaluating Diuretics in Normal Care (EVIDENCE): A feasibility report of a pilot cluster randomised trial of prescribing policy in primary care to compare the effectiveness of thiazide-type diuretics in hypertension 91%
Similar papers in this journal
- Home monitoring of HbA1c in diabetes mellitus: A protocol for systematic review and narrative synthesis on reliability, accuracy, and patient acceptability 94%
- Patient characteristics associated with clinically coded long COVID: an OpenSAFELY study using electronic health records 92%
- A mixed-methods evaluation of patients’ views on primary care multi-disciplinary teams in Scotland 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.