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Latest verified research · coach-facing

Decide from the evidence, not the headline.

Track Lab surfaces the coaching decision, the study finding, who was actually studied, and the boundary that should stop you from overgeneralizing.

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Coach Research Workspace · private local state

Save evidence. Build decision threads. Revisit deliberately.

Workspace is a browser-local working layer over Track Lab reports. Saving, notes, thread membership, review dates, and statuses do not alter the research record or become source evidence.

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Privacy boundary:Workspace content stays in this browser. It is excluded from telemetry, Worker requests, confidence, report URLs, shared report links, Explorer filtering logic, and research-derived fields. Standard report PDFs exclude coach notes.
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Saved evidence

Offline snapshots stored locally
Save a report from Latest or the research explorer. The report snapshot will remain available to Workspace when the live research feed cannot load.

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Decision threads

User-created connections only
Create a thread to connect saved reports around a coaching question. Track Lab will not auto-create threads or infer that reports agree.

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New loaded research matching your selected tags since the last evidence review
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Find evidence

Choose your context once. Results update immediately.

Search or select any filter below and the evidence list updates automatically—there is no separate Apply or Lens step. “Track Lab topic” is a deterministic browsing label derived from the report text; it is not source metadata.

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Evidence explorer

Research reports

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No reports match the current search and filters. Change or clear a selection to broaden the evidence set.
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Study finding → coaching inference
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Coaching decision to verify
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Coaching decision{{ safe(item.what_decision_this_helps) || '—' }}
Source finding{{ firstFinding(item) }}
Studied population{{ fitSummary(item) }}
Main boundary{{ mainBoundary(item) }}
Educational research triage only. Do not use this dossier as medical, legal, anti-doping, nutrition, rehabilitation, or individualized training advice. Review the full source, athlete context, and current official rules before implementation. High-risk WADA note: informational only. Do not implement protocols from this item unless official WADA, federation/NADO rules, and qualified professional review confirm legality and safety.
mdi-tag-outline Athlete / event fit
Event groups to verify
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mdi-account-group-outline Athlete fit
Who it may fit
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mdi-format-list-bulleted Study finding
Key findings from the source
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mdi-microscope Evidence strength
Evidence snapshot and limitations
Study design: {{ safe(item.evidence && item.evidence.study_design_summary) || "—" }}
Why we trust it: {{ safe(item.evidence && item.evidence.why_we_trust_it) || "—" }}
Main limitations: {{ safe(item.evidence && item.evidence.main_limitations) || "—" }}
Separate the study result from the coaching inference. Population, event, season timing, injury status, and training history can change whether this applies.
mdi-shield-outline Safety / WADA check
Guardrails before implementation
WADA: {{ prettyWada(item.wada && item.wada.status) }} — {{ safe(item.wada && item.wada.notes) || "—" }}
Open access: {{ prettyOA(item.open_access && item.open_access.status) }} — {{ safe(item.open_access && item.open_access.access_notes) || "—" }}
Anti-doping status can change by substance, method, dose, route, timing, jurisdiction, and athlete level. Verify the current WADA Prohibited List and relevant federation/NADO rules before acting.
Global safety notes (that day):
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mdi-speedometer Confidence legend
Why that score
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Score drivers include study design, sample/population fit, event relevance, limitations, replication support, feasibility, access, and safety/WADA uncertainty. It is not proof of individualized effectiveness.
mdi-clipboard-text-outline Implementation notes
Evidence-gated coaching considerations
Treat these as implementation notes to verify, not prescriptions. Use qualified coaching/medical review, informed consent where appropriate, conservative dosing, and stop rules before changing training. No action plan listed for this item.
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When{{ safe(ap.when_to_use) || "—" }}
Avoid{{ safe(ap.who_should_not) || "—" }}
Track{{ safe(ap.what_to_track) || "—" }}
mdi-rocket-launch-outline Optional pilot
Supervised low-risk pilot idea
Optional pilot only. Keep it low-risk, legal, age-appropriate, supervised, and reversible; stop if pain, abnormal fatigue, adverse symptoms, or compliance concerns appear.
Idea: {{ safe(item.novel_application_pilot && item.novel_application_pilot.idea) || "—" }}
Why defensible: {{ safe(item.novel_application_pilot && item.novel_application_pilot.why_it_is_novel_but_defensible) || "—" }}
Duration: {{ safe(item.novel_application_pilot && item.novel_application_pilot.pilot_duration) || "—" }}
Protocol: {{ safe(item.novel_application_pilot && item.novel_application_pilot.pilot_protocol) || "—" }}
Success metric: {{ safe(item.novel_application_pilot && item.novel_application_pilot.success_metric) || "—" }}
Stop rules: {{ safe(item.novel_application_pilot && item.novel_application_pilot.stop_rules) || "—" }}
mdi-book-open-page-variant-outline Citations
Source links and study records
Source-first review recommended. Use the citation or study record to verify methods, sample, outcomes, conflicts, and applicability before implementation. No citations provided for this item. {{ safe(cit.title) }} {{ safe(cit.doi_or_pmid) }} • {{ safe(cit.journal_or_org) }} • {{ cit.year }} mdi-open-in-new
mdi-source-branch Related evidence
Other loaded reports with explicit shared signals
Relationships are deterministic browsing aids from currently loaded Track Lab fields and labels. They do not mean the studies agree, replicate one another, or form a consensus.

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End of loaded history.
Method

Source first. Boundaries visible.

Three distinct decisionsThe daily research contract selects exactly three materially different coaching decisions rather than filling slots with repeated topics.
Population stays explicitTrack Lab does not silently generalize findings beyond the studied age band, sex, level, or event context.
Safety outranks noveltySource fidelity, athlete safety, anti-doping compliance, and correct interpretation take priority over recency or presentation.
Confidence is a cueConfidence summarizes evidence quality and fit; it is not proof, a success probability, or individualized advice.
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Select 2–3 reports. No winner is calculated.
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