325-OR: Enhancing Physical Activity Engagement among Individuals with Type 1 Diabetes—Exploring Perceived Barriers in the Era of New Technologies
Bibliographic record
Abstract
Background: Physical activity benefits people with type 1 diabetes (PwT1D); however, PwT1D appear less active than their nondiabetic peers. This study seeks to investigate the potential of diabetes technologies in mitigating perceived barriers to physical activity in type 1 diabetes (T1D). Methods: A cross-sectional study with participants from the BETTER registry (age> 14 years) who completed BAPAD-1 (Barriers to Physical Activity in T1D) questionnaire. A significant barrier is defined by score > 5 to BAPAD-1 items. Four groups were defined according to the participants' treatment and blood glucose monitoring mode: Multiple daily injections (MDI) without continuous glucose monitoring (CGM), MDI with CGM, pump with CGM, and those using an automated insulin delivery system (AID). Results: Among 1019 eligible participants, the main perceived barrier is the fear of hypoglycemia. The mean BAPAD-1 score is similar for all groups. A higher proportion of individuals using AID systems reported significant barriers for items fear of hypoglycemia and loss of control over their diabetes compared to the No-CGM-MDI (+20% both), CGM-MDI (+7% and +10%), and CGM+Pump (+9% and +7%). Conclusion: Barriers to physical activity for PwT1D are not reduced by diabetes technologies. Some barriers are even perceived as more important for people using CGM, pump, and AID systems. Disclosure C. Guédet: None. S. Tagougui: None. V. Messier: None. V. Boudreau: None. A. Brazeau: Other Relationship; Dexcom, Inc. Research Support; Canadian Institutes of Health Research, Juvenile Diabetes Research Foundation (JDRF), Diabète québec, Fonds de recherche du Québec en Santé. R.P.R. Rabasa-Lhoret: Other Relationship; Abbott, AstraZeneca, Bayer Inc., Boehringer-Ingelheim, Dexcom, Inc. Research Support; Diabetes Canada. Other Relationship; Eli Lilly and Company. Research Support; Cystic Fibrosis Canada, Canadian Institutes of Health Research, FFRD - Fondation Francophone pour la Recherche du Diabète. Other Relationship; Janssen Pharmaceuticals, Inc. Research Support; Juvenile Diabetes Research Foundation (JDRF). Other Relationship; Novo Nordisk, GlaxoSmithKline plc. Consultant; HLS Therapeutics Inc., Insulet Corporation. Speaker's Bureau; CPD Networks. Other Relationship; Medtronic. Consultant; Pfizer Inc. Speaker's Bureau; Tandem Diabetes Care, Inc. Other Relationship; Sanofi. Speaker's Bureau; Vertex Pharmaceuticals Incorporated. Research Support; SFD - Société Francophone du Diabète.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".