Sports Rehab Intelligence
Movement · Training · Injury consequences
The principal project connecting Running Injury Clinic, Competitive Runners and European Football Injuries. A bilingual evidence atlas brings together 104 source-aware definitions, three distinct outcomes and a nine-domain compatibility map, while preserving the populations and limits of each study.
Original figures from the reproducible analysis
Context
The three Sports Rehab studies address movement, histories before selected injury labels and recorded absence consequences. A shared research direction needs explicit relationships between these questions and the evidence available for each.
Problem
Which dimensions can be connected now through definitions and aggregate evidence, and what additional measurements, identity and clinical validation are required to study them in the same people?
My role
Integration design, source audit, common catalogue, outcome registry, compatibility mapping, reproducible release, bilingual discussion and website. The original dataset creators collected the measurements and are credited separately.
What I built
An offline Python pipeline using eleven aggregate/definition files pinned to source Git commits; a 104-entry catalogue preserving original metadata; three outcome definitions; 27 domain/source cells; a Kaggle audit notebook; and a static atlas with source-specific charts, search and licensed downloads.
Data or evidence used
RIC technical-pilot medians and quartiles; the runners primary held-out validation results; football raw-label burden and candidate repeated-interval sensitivity. The integrative findings concern complementary coverage, non-equivalent endpoints and missing linked modalities, not a pooled clinical effect.
Limitations
Different cohorts, protocols, time bases and ascertainment. No verified participant crosswalk or complete common exposure denominator. Catalogue entries include lineage and retrospective outputs; they are not 104 simultaneously measured predictors. The domain mapping is authored judgment and the literature discussion is narrative.
Next validation step
Complete pending RIC event/cycle validation and design or acquire a genuinely linked multimodal cohort with available-at timestamps, clinical episodes, eligible exposure and explicit return criteria before evaluating a combined model.
Source data and published analysis
- Sports Rehab Intelligence: methods, source manifest and original project attribution. ↗
Traceable evidence integration with source-specific outcomes, definitions and limits.
- Bahr et al. (2020). IOC consensus statement on injury and illness epidemiological reporting. ↗
Methods framework for distinguishing definitions, exposure, severity and burden; does not validate the source records.