Fatigue and Human Performance: An Updated Framework
Separate FatigueLab domains and avoid a single fatigue score.
Framework support does not validate the FatigueLab decision engine.
我们把“指标有研究支持”和“FatigueLab 自有实现完成验证”明确分开。每条公开主张都要经过人工审核,并显示适用范围与限制。
外部研究的设计与证据层级;不等于产品有效。
产品实现从尚未验证到外部复现的成熟度;当前公开声明为 0。
Human-approved claims
仅 status=approved 的声明可以进入公开页面或 AI 解释上下文。这里展示的是种子数据中的审核记录。
Fatigue and Human Performance: An Updated Framework
Separate FatigueLab domains and avoid a single fatigue score.
Framework support does not validate the FatigueLab decision engine.
Translating Fatigue to Human Performance
Terminology and domain separation.
Not product validation.
The countermovement jump to monitor neuromuscular status: A meta-analysis
Three valid CMJs; mean height is primary, best is secondary.
Protocol and population heterogeneity.
The validity and reliability of an iPhone app for measuring vertical jump performance
Manual video timing workflow.
Device and protocol specific; does not validate this implementation.
Validity and intra-rater reliability of MyJump app on iPhone 6s in jump performance
Measurement-quality rationale.
App/device findings are not automatically transferable.
Validity and reliability of My Jump app to assess vertical jump performance: a meta-analytic review
External support for flight-time jump height.
Does not validate FatigueLab software or user technique.
Evidence of validity and reliability of Jumpo 2 and MyJump 2 for estimating vertical jump variables
Expose jump height and flight time only as core results.
No force-plate equivalence claim for FatigueLab.
Monitoring the athlete training response: subjective self-reported measures trump commonly used objective measures: a systematic review
Daily perceived fatigue, soreness, sleep and stress domain.
FatigueLab items are not a validated questionnaire.
Single-Item Self-Report Measures of Team-Sport Athlete Wellbeing and Their Relationship With Training Load: A Systematic Review
Daily wellness construct selection.
Relationship with load is not causal and populations vary.
Session-RPE Method for Training Load Monitoring: Validity, Ecological Usefulness, and Influencing Factors
session load = duration minutes × RPE, displayed in AU.
AU is a proxy, not biological fatigue.
Monitoring Athlete Training Loads: Consensus Statement
Training load is contextual and protocol consistency matters.
No single load metric diagnoses readiness or injury.
Monitoring training status with HR measures: do all roads lead to Rome?
Keep HR and HRV as a contextual domain.
Protocol, posture and device affect interpretation.
Training adaptation and heart rate variability in elite endurance athletes: opening the door to effective monitoring
No one-direction HRV readiness rule.
Elite endurance evidence may not generalize.
Prevention, diagnosis, and treatment of the overtraining syndrome: Joint consensus statement of ECSS and ACSM
Explicitly prohibit product diagnosis of overtraining syndrome.
FatigueLab is not a clinical assessment tool.
Monitoring Training Effects in Athletes: A Multidimensional Framework for Decision-Making
Personal baselines, confidence and separate monitoring domains.
Recent framework; FatigueLab still requires independent validation.
Validity and Reliability of My Jump App: Meta-analytic Review
CMJ_PROTOCOL_V1 uses three jumps and mean height as a task-specific lower-body probe.
External measurement evidence does not validate FatigueLab or remove protocol error.
Acute and Chronic Effects of Velocity Loss Thresholds During Resistance Training
Optional velocity fields may support task-specific warm-up and set decisions.
Velocity thresholds are exercise, device and population dependent.
Dose-Response Relationship Between Proximity to Failure, Strength and Hypertrophy
Target and actual RIR are recorded for plan execution and warm-up verification.
RIR is self-reported and does not identify a single optimal target for every person.
Autoregulated Resistance Training for Maximal Strength Enhancement: Systematic Review and Network Meta-analysis
Supports objective-preserving, minimum-necessary session adjustments.
Does not validate FatigueLab adjustment magnitudes or individual recommendations.
Monitoring Athlete Training Loads: Consensus Statement
Plan Load Engine separates planned external load, actual execution and response.
Training load is not equivalent to fatigue, recovery or adaptation.
Rate of force development: physiological and methodological considerations
RFD_EXPLOSIVE prescriptions require maximal intent and task-specific output fields.
Does not establish FatigueLab cutoffs or validate unsensored RFD estimates.
Recovery from strength, jump, and sprint exercise
Use task-specific probes and observed personal recovery windows.
Group averages are not individual prescriptions.
Resistance training to failure and acute fatigue
Use actual RIR and preserve the objective with minimum adjustments.
Does not define a universal RIR threshold or load reduction.
Velocity-loss thresholds in resistance training
Optional velocity/output can trigger rest, fewer attempts, and re-checking.
Device and exercise specificity prevent universal cutoffs.
Autoregulated resistance training for maximal strength enhancement
Preserve the objective and make the minimum necessary adjustment.
FatigueLab magnitudes remain PRODUCT_HEURISTIC.
Quantifying resistance-training load in practice
Keep working sets, heavy reps, hard sets and regional exposures separate.
Recent evidence; does not validate a composite physiological score.
From readiness to preparedness in athlete monitoring
Today decisions bind morning context and probes to the planned objective.
Framework evidence does not validate FatigueLab decisions.
Resistance-training dose-response relationships
Expose separate plan curves and avoid one fatigue score.
Population averages do not prescribe individual weekly progression.
Periodization and resistance-training outcomes
Represent macrocycles, mesocycles, microcycles, sessions and sets explicitly.
Does not mandate linear progression or validate FatigueLab templates.
Deloading practices in strength and physique sport
Re-plan only after repeated personal patterns, not a single bad day.
Practice descriptions are not validated deload prescriptions.
Isometric strength training adaptations
Store %MVC, joint position, contraction time and maximal intent separately.
Without a validated sensor, force and RFD remain proxy fields.
Live metadata search · review required
检索结果只是 metadata 候选,不会自动成为产品结论;必须完成去重、适用性与限制审核。
PubMed / NCBI
核心生物医学 metadata、PMID 与 DOI
Europe PMC
开放获取链接、MeSH 与引用信息
OpenAlex
引用网络、相关研究发现与去重辅助