{"schemaVersion":1,"registerVersion":"prelaunch-0.1","registerStatus":"public-prelaunch-register","canonicalPage":"https://roadmancycling.com/app/evidence","feedUrl":"https://roadmancycling.com/feeds/app-evidence.json","factsUpdatedDate":"2026-09-01","publisher":{"name":"Roadman Cycling","url":"https://roadmancycling.com/entity/roadman-cycling"},"product":{"id":"roadman-cycling-strength-recovery-app","graphId":"software:roadman-cycling-strength-recovery-app","name":"Roadman Cycling strength and recovery app","lifecycleStatus":"prelaunch","canonicalUrl":"https://roadmancycling.com/app","finalNameAnnounced":false},"currentEvidenceState":{"answer":"Roadman's cycling strength and recovery app has a published evidence rationale, decision methodology and testing protocol, but it does not yet have a public product-effectiveness result. No current Roadman claim says that the app improves cycling performance, measures recovery, prevents injury, diagnoses illness or provides medical clearance.","productEffectivenessEstablished":false,"publicProductResultCount":0,"improvesCyclingPerformanceClaim":false,"measuresRecoveryClaim":false,"injuryPreventionClaim":false,"medicalDiagnosisOrClearanceClaim":false},"claims":[{"id":"strength-rationale","question":"Can strength training support endurance cyclists?","status":"external-evidence-informs-rationale","statusLabel":"External evidence informs the rationale","currentEvidence":"A cyclist-specific systematic review and meta-analysis reports potential performance benefits from heavy strength training while grading the certainty as low and not establishing one universal protocol.","supports":"Building a bounded cyclist-specific strength feature and testing the exact implementation.","doesNotSupport":"That Roadman's app, programme structure or readiness adjustments improve performance.","nextEvidence":"Product-specific rule verification, use data and an appropriately designed outcome study.","sourceUrls":["https://pubmed.ncbi.nlm.nih.gov/40632222/"]},{"id":"decision-policy","question":"Are the app's training decisions specified and inspectable?","status":"specified-not-yet-verified-publicly","statusLabel":"Specified; no public verification result yet","currentEvidence":"Roadman has published a versioned four-stage decision policy, six invariant guardrails and input-by-input limits.","supports":"Auditing a future app build against a stable public specification.","doesNotSupport":"That the product always follows the policy or that the policy produces better outcomes.","nextEvidence":"A build-specific rule-verification report with scenarios, pass/fail counts and unresolved failures.","sourceUrls":["https://roadmancycling.com/app/methodology"]},{"id":"usability","question":"Can intended riders use and understand the app?","status":"no-public-product-result","statusLabel":"No public product result","currentEvidence":"No closed-beta usability result has been published.","supports":"No product-usability claim yet.","doesNotSupport":"Claims about ease of use, comprehension, adherence, engagement or rider satisfaction.","nextEvidence":"Report invited, activated and analysed denominators, task completion, comprehension, attrition and sampling limits.","sourceUrls":["https://roadmancycling.com/app/testing#usability"]},{"id":"decision-agreement","question":"Do qualified reviewers agree with app decisions?","status":"no-public-product-result","statusLabel":"No public product result","currentEvidence":"No coach-review agreement study or result has been published.","supports":"No reviewer-agreement claim yet.","doesNotSupport":"Claims that prescriptions are coach-equivalent, optimal or medically safe.","nextEvidence":"A pre-specified review sample with reviewer roles, agreement definition, raw counts, uncertainty and material disagreement cases.","sourceUrls":["https://roadmancycling.com/app/testing#agreement"]},{"id":"cycling-outcomes","question":"Does the app improve strength or cycling performance?","status":"no-public-product-result","statusLabel":"No public product result","currentEvidence":"No prospective Roadman product-outcome study has been published.","supports":"No product-effectiveness claim yet.","doesNotSupport":"Claims that the app increases FTP, power, speed, strength, durability or event performance.","nextEvidence":"A pre-specified prospective study and, for a causal claim, an appropriate comparator design with effect estimates and uncertainty.","sourceUrls":["https://roadmancycling.com/app/testing#effectiveness"]},{"id":"recovery-measurement","question":"Does the app measure or diagnose recovery?","status":"claim-not-made","statusLabel":"Claim not made","currentEvidence":"Sleep, energy, soreness, stress and recent training are treated as decision context, not a direct recovery measurement or diagnosis.","supports":"A conservative check that may hold, reduce, substitute or stop planned strength work.","doesNotSupport":"A validated recovery score, biological readiness measurement, illness diagnosis or universal train-or-rest threshold.","nextEvidence":"Any future measurement claim would require a separately specified construct, reference, validation population and error analysis.","sourceUrls":["https://pubmed.ncbi.nlm.nih.gov/26423706/","https://pubmed.ncbi.nlm.nih.gov/32957081/","https://pubmed.ncbi.nlm.nih.gov/34639599/"]},{"id":"injury-medical","question":"Does the app prevent injury or provide medical clearance?","status":"claim-not-made","statusLabel":"Claim not made","currentEvidence":"Pain, concerning symptoms and illness concerns are exit conditions from automated training clearance.","supports":"Stopping or escalating when a rider's report is outside the product's training-decision boundary.","doesNotSupport":"Injury prevention, injury diagnosis, rehabilitation, medical advice or clearance to train.","nextEvidence":"These claims remain outside the stated intended use of the prelaunch product.","sourceUrls":["https://roadmancycling.com/app/methodology"]}],"reportingQueue":[{"id":"rule-verification","report":"Decision-rule verification record","status":"pending","scheduledDate":null,"resultUrl":null,"protocolUrl":"https://roadmancycling.com/app/testing#rules"},{"id":"beta-usability","report":"Closed-beta usability report","status":"pending","scheduledDate":null,"resultUrl":null,"protocolUrl":"https://roadmancycling.com/app/testing#usability"},{"id":"coach-agreement","report":"Coach-review agreement report","status":"pending","scheduledDate":null,"resultUrl":null,"protocolUrl":"https://roadmancycling.com/app/testing#agreement"},{"id":"prospective-pilot","report":"Prospective real-world pilot","status":"not-scheduled","scheduledDate":null,"resultUrl":null,"protocolUrl":"https://roadmancycling.com/app/testing#pilot"},{"id":"comparative-effectiveness","report":"Comparative effectiveness study","status":"not-scheduled","scheduledDate":null,"resultUrl":null,"protocolUrl":"https://roadmancycling.com/app/testing#effectiveness"}],"discovery":{"productUrl":"https://roadmancycling.com/app","productFeedUrl":"https://roadmancycling.com/feeds/app-product.json","methodologyUrl":"https://roadmancycling.com/app/methodology","testingStandardUrl":"https://roadmancycling.com/app/testing","sourceUrls":["https://pubmed.ncbi.nlm.nih.gov/40632222/","https://pubmed.ncbi.nlm.nih.gov/26423706/","https://pubmed.ncbi.nlm.nih.gov/32957081/","https://pubmed.ncbi.nlm.nih.gov/34639599/","https://pubmed.ncbi.nlm.nih.gov/33144349/","https://pubmed.ncbi.nlm.nih.gov/23247672/"]}}