Gestational diabetes mellitus (GDM) affects approximately 1 in 7 pregnancies globally and is associated with significant short and long-term health consequences for both mothers and infants. While lifestyle interventions during pregnancy can effectively reduce GDM risk and its complications, there is limited guidance on how to translate this evidence into routine antenatal and postpartum care. This project looks to address this gap by exploring the effectiveness of the B2B\&Me+ programme within regular maternity services across four European countries and how best to implement it. Women identified as being at higher risk of developing GDM using a GDM screening tool will receive access to the smartphone application that connects them with their health coach, who will provide personalised support about healthy eating, physical activity, mental wellbeing, and infant care from early pregnancy until 9 months after birth. The participants will be randomised initially to a specific referral pathway for the intervention.
While lifestyle interventions during pregnancy can effectively reduce GDM risk and its complications, there is limited guidance on how to translate this evidence into routine antenatal and postpartum care. Building on the successful Horizon2020-funded Bump2Baby and Me trial, this implementation project seeks to address this gap by testing the real-world effectiveness of the B2B\&Me+ programme within regular maternity services across four European countries. This is a hybrid type 3 implementation-effectiveness study using a non-randomised, ABA intervention design nested within a longitudinal cohort. As a type 3 hybrid, focus is primarily on implementation outcomes while also collecting effectiveness outcomes as they relate to uptake or fidelity of the intervention. The study will compare the delivery of the Monash machine learning GDM screening tool (MMLGDST)12 and mHealth coaching referral during a 3-month intervention block (B) with two 3-month blocks of usual care, before and after the intervention (A blocks). Block A (Usual care phases): The research staff will briefly explain the data collection aspect of the study and provide an information leaflet. Women will be informed that the study involves collecting anonymised data from their medical records for research purposes, with no additional procedures or interventions beyond their standard care. Within the intervention block (B), different referral methods will be tested every 2 weeks: 1. Point-of-care (POC) active referral only 2. POC with follow-up phone call 3. Leaflet provided at time of consent with follow-up phone call 4. Leaflet referral only This real-world implementation design will allow us to evaluate not only the clinical effectiveness of the intervention but also the implementation processes, contextual factors, and sustainability of the programme within routine care. The intervention (B2B\&Me+ programme) involved is a lifestyle intervention comprised of the following components: I. A Bluetooth-enabled weighing scale that syncs with the app to facilitate self-monitoring of weight. II. Synchronous coaching sessions conducted on a 1:1 basis between the mHealth coach and participants at enrolment and 6-8 weeks postpartum. III. Asynchronous mHealth coaching that uses a combination of text and video messaging exchanges between the mHealth coach and participant. IV. Automated push notifications are sent out to participants. V. Participants will receive personalised educational content from their mHealth coach during the asynchronous coaching sessions. VI. Participants will receive automated push notifications referring to additional content available in the B2B\&Me+ app. VII. Participants will also have access to a virtual social network, through the mHealth coaching app, with other women participating in the study.
Study Type
INTERVENTIONAL
Allocation
RANDOMIZED
Purpose
PREVENTION
Masking
NONE
Enrollment
3,600
The intervention consists of seven related components: I. A Bluetooth-enabled weighing scale that syncs with the app to facilitate self-monitoring of weight. II. Synchronous coaching sessions conducted on a 1:1 basis between the mHealth coach and participants. There will be 2 synchronous sessions, the first at enrolment and the second between 6-8 weeks postpartum. These sessions typically last 45-50 minutes in length with a follow-up summary video message of the goals discussed and, at the beginning of the mother's journey, the establishing of a change agreement. This is mediated through the live-video feature in the B2B\&Me+ mHealth coaching app, but the length and thus number of these sessions is determined by the woman. If the woman is diagnosed with GDM, there will be an opportunity for a third 15-minute synchronous coaching session to review and adjust any lifestyle goals to align with the individual's diabetes management plan. III. Asynchronous mHealth coaching that uses a combi
Penetration and participation rates in early pregnancy GDM screening and intervention
The primary analysis will compare penetration across the different blocks (A vs B), participation rates and different referral methods within Block B. This will be analysed using chi-square tests for categorical data and t-tests or ANOVA for continuous data.
Time frame: Immediately following intervention.
Maternal Weight and BMI at baby's birth
Maternal weight (kg) and Body Mass Index (gestational weight gain)
Time frame: At birth of baby.
GDM incidence at baby's birth.
GDM incidence rate.
Time frame: At birth of baby
Adverse Birth Outcomes
Rates of adverse birth outcomes (pre-eclampsia, preterm birth, birth weight ≥4000g, birth trauma, neonatal respiratory distress, phototherapy, stillbirth/neonatal death, NICU admission or shoulder dystocia, caesarean section/interventions)
Time frame: Until birth of last baby included.
Breastfeeding Initiation.
Breastfeeding initiation rates and on discharge
Time frame: At discharge following birth of baby.
Healthcare Utilisation.
Healthcare utilisation and costs (hospital stays, specialist consultations)
Time frame: At birth of baby.
Maternal weight and BMI at 9 months postpartum
Maternal weight (kg) and Body Mass Index.
Time frame: At 9 months postpartum.
Breastfeeding Duration
Duration of breastfeeding.
Time frame: Up to 9 months postpartum.
Diet quality
Quality of diet.
Time frame: At 9 months postpartum.
Physical Activity
Measure of physical activity.
Time frame: At 9 months postpartum.
Implementation Outcomes Evaluated
Evaluation of implementation outcomes per the RE-AIM frame work (Reach, Effectiveness, Adoption, Implementation, Maintenance)
Time frame: At 9 months postpartum.
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