Submitted:
27 November 2025
Posted:
27 November 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study design
2.2. Program Overview
2.3. Medication Titration Schedule
2.4. Program Cost
2.5. Endpoints
2.6. Statistical Analysis
3. Results
3.1. Descriptive data
3.2. Weight-Loss Covariates
3.3. Program Adherence Covariates
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| DWLS | Digital Weight-Loss Service |
| GLP-1 RAs | Glucagon-Like Peptide-1 Receptor Agonists |
| GIP | Glucose-dependent insulinotropic polypeptide |
| MDT | Multidisciplinary team |
Appendix A
| Predictor Variable | Estimate (β) | Std. Error | t value | p value |
| (Intercept) | 15.01 | 1.32 | 11.33 | <0.001*** |
| Age | -0.10 | 0.01 | -12.90 | <0.001*** |
| Sex at birth | -3.54 | 0.30 | -11.68 | <0.001*** |
| Ethnicity binary (white) | 0.62 | 0.24 | 2.47 | 0.01* |
| BMI <30 kg/m2 (ref = 30-34.99) | -4.16 | 0.23 | -17.82 | <0.001*** |
| BMI 35-39.99 kg/m2 (ref = 30-34.99) | 2.34 | 0.22 | 10.85 | <0.001*** |
| BMI 40-44.99 kg/m2 (ref = 30-34.99) | 2.36 | 0.28 | 8.43 | <0.001*** |
| BMI >45 kg/m2 (ref = 30-34.99) | 1.04 | 0.31 | 3.34 | <0.001*** |
| ≥3 Comorbidities (ref = 0) | -0.50 | 0.40 | -1.29 | 0.26 |
| 2 Comorbidity (ref = 0) | -0.12 | 0.27 | -1.22 | 0.22 |
| 1 Comorbidity (ref = 0) | -0.20 | 0.18 | -0.44 | 0.66 |
| First month weight track count ≥25 (ref = 1/baseline) | -4.28 | 1.19 | -3.59 | 0.001*** |
| First month weight track count 16-25 (ref = 1/baseline) | -4.15 | 1.86 | -3.50 | <0.001*** |
| First month weight track count 11-15 (ref = 1/baseline) | -3.37 | 1.19 | -2.84 | <0.01** |
| First month weight track count 6-10 (ref = 1/baseline) | -3.00 | 1.18 | -2.54 | 0.01* |
| First month weight track count 2-5 (ref = 1/baseline) | -0.78 | 1.21 | -0.65 | 0.52 |
| Any side effects | -0.30 | 0.39 | -0.78 | 0.44 |
| Weekly health coach message frequency | -0.00 | 0.01 | -0.52 | 0.61 |
| Previous use of modern weight-loss medications | -0.19 | 0.28 | -0.68 | 0.50 |
| Weekly weight track frequency | 0.08 | 0.00 | 19.91 | <0.001*** |
| Healthy BMI or target weight | 4.13 | 0.20 | 20.55 | <0.001*** |
| Maximum dose 2.5mg | -2.95 | 1.26 | -2.23 | 0.02* |
| Maximum dose 5mg | -2.49 | 0.46 | -5.37 | <0.001*** |
| Maximum dose 7.5mg | -1.3 | 0.34 | -3.82 | <0.001*** |
| Maximum dose 10mg | -0.13 | 0.24 | -0.55 | 0.58 |
| Maximum dose 12.5mg | 0.21 | 0.25 | 0.85 | 0.39 |
| Overall Model Fit (R2) = 0.3994 |
Appendix B
| Predictor Variable | Estimate (Log- Odds) | Odds Ratio (OR) | z value | p value |
| (Intercept) | -2.29 | 0.10 | -6.15 | <0.001*** |
| Age | 0.01 | 1.01 | 2.65 | <0.01** |
| Sex at birth (male) | 0.38 | 1.47 | 5.14 | <0.001*** |
| Ethnicity binary (White) | 0.13 | 1.14 | 2.27 | 0.02* |
| BMI <30 kg/m2 (ref = 30-34.99) | 0.01 | 1.01 | 0.18 | 0.86 |
| BMI 35-39.99 kg/m2 (ref = 30-34.99) | -0.02 | 1.02 | -0.28 | 0.78 |
| BMI 40-44.99 kg/m2 (ref = 30-34.99) | -0.11 | 1.11 | -1.47 | 0.15 |
| BMI >45 kg/m2 (ref = 30-34.99) | -0.27 | 1.31 | -3.30 | <0.001*** |
| ≥3 Comorbidities (ref = 0) | -0.20 | 1.19 | -1.66 | 0.06 |
| 2 Comorbidities (ref = 0) | -0.13 | 1.13 | -1.76 | 0.08 |
| 1 Comorbidity (ref = 0) | -0.07 | 0.05 | -1.57 | 0.12 |
| First month weight track count ≥25 (ref = 1/baseline) | -1.73 | 5.63 | -5.04 | <0.001*** |
| First month weight track count 16-25 (ref = 1/baseline) | -1.32 | 3.75 | -3.87 | <0.001*** |
| First month weight track count 11-15 (ref = 1/baseline) | -1.06 | 2.90 | -3.87 | <0.01** |
| First month weight track count 6-10 (ref = 1/baseline) | -0.98 | 2.65 | -2.87 | <0.01** |
| First month weight track count 2-5 (ref = 1/baseline) | -0.35 | 1.41 | -1.01 | 0.31 |
| Any side effects | 0.47 | 1.61 | 5.52 | <0.001*** |
| Weekly health coach message frequency | 0.03 | 1.03 | 10.71 | <0.001*** |
| Weekly weight track frequency | 0.05 | 1.05 | 47.35 | <0.001*** |
| Healthy BMI or target weight | 0.48 | 1.62 | 8.56 | <0.001*** |
| Previous use of modern weight-loss medications | -0.35 | 0.71 | -5.38 | <0.001*** |
| Significant (≥5%) weight-loss by 3 months | 0.15 | 0.16 | 1.82 | 0.06 |
| Month 1 weight loss ≥0% (ref: 2.51-5%) | 0.13 | 1.14 | 1.12 | 0.26 |
| Month 1 weight loss 0.01-2.5% (ref: 2.51-5%) | -0.07 | 0.93 | -0.91 | 0.36 |
| Month 1 weight loss 5.01-7.5% (ref: 2.51-5%) | -0.31 | 0.91 | -1.94 | 0.05 |
| Month 1 weight loss 7.51-10% (ref: 2.51-5%) | -0.49 | 0.74 | -4.53 | <0.001*** |
| Overall Model Fit (R2) = 0.238 |
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| Demographic variable | Full 12-month cohort | Adherent 12-month cohort |
| Total patients | 19693 | 5322 |
| Age, Mean (SD) years | 43.10 (±11.90) | 45.59 (±10.90) |
| Sex at birth, n (%) | ||
| Female | 17663 (89.69) | 4910 (92.26) |
| Male | 2030 (10.31) | 412 (7.74) |
| Ethnicity, n (%) | ||
| Caucasian | 16150 (82.0) | 4641 (87.20) |
| Asian (including subcontinent) | 1716 (8.71) | 385 (7.23) |
| Mixed ethnicity | 974 (4.95) | 133 (2.50) |
| African/Caribbean | 401 (2.04) | 103 (1.94) |
| Middle Eastern | 207 (1.05) | 21 (0.39) |
| Latino/Hispanic | 127 (0.64) | 28 (0.51) |
| Pacific Islander/Māori | 118 (0.60) | 11 (0.21) |
| Clinical information, Mean (SD) | ||
| Initial BMI - kg/m2 | 34.96 (±6.90) | 35.71 (±7.10) |
| Initial Weight - kg | 96.72 (±21.15) | 98.90 (±21.39) |
| Adherent 12-month cohort | Full 12-month cohort | |
| Patient Count | 19693 | 5322 |
| Mean 3-month weight loss, % (SD) | 10.58 (±4.07) | 7.69 (±5.91) |
| Mean 6-month weight loss, % (SD) | 17.65 (±5.5) | 6.92 (±7.21) |
| Mean 9-month weight loss, % (SD) | 20.08 (±5.75) | 11.77 (±9.63) |
| Mean 12-month weight loss, % (SD) | 22.60 (±7.46) | 13.62 (±10.85) |
| 12-month weight-loss milestones | ||
| Lost ≥5% - n (%) | 5261 (98.85) | 13762 (69.88) |
| Lost ≥10% - n (%) | 5084 (95.53%) | 11844 (60.14) |
| Reported Side Effects (%) | 5084 (95.53%) | 16,356 (83.05) |
| Worst side effect severity (% total side effects) | ||
| Mild | 9427 (57.64) | 2965 (58.32) |
| Moderate | ||
| Severe |
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