Methods & Data

Clinical Collective publishes indices with documented assumptions, limitations, and versioned datasets. When uncertainty is high, we show it rather than implying precision.

Core principles

  • Non-prescriptive: no usage guidance or recommendations.
  • Comparative: indices provide context, not clinical decision support.
  • Auditable: methods and sources documented for each index.
  • Versioned: datasets are released with versions and timestamps.

Data formats

Indices are driven by published datasets (JSON for web delivery; exportable to CSV for analysis).

  • Stable field definitions
  • Clear units and transformations
  • Update notes and changelogs

ToxicFifty Index — schema

Fields used by the public UI
FieldTypePurpose
namestringDisplay name of substance.
log10_massnumberLog10 magnitude used for scale placement.
metric_labelstringHuman-readable descriptor shown in tooltips.
bandstringOrder-of-magnitude band label.
sourcestringPrimary source link for that row.

ChronicLoad Index — dataset schema

CBS is a coarse, transparency-first score intended for comparative context, not medical advice or dosing guidance.
Metric: CBS (0–100) • dataset: /data/chronicload.json
FieldTypePurpose
namestringSubstance identifier.
cbsnumber|nullChronic Burden Score (0–100), when supported.
time_horizonstring|nullInterpretive horizon (e.g., months–years).
organ_system_scoresobjectPer-system scores (null until scored).
evidence_summarystring|nullShort statement (non-prescriptive) with scope.
sourcesarrayLinks/citations used for scoring.

RouteRisk Index — dataset schema

Metric: RAF (baseline oral = 1.0) • dataset: /data/routerisk.json
FieldTypePurpose
namestringSubstance identifier.
baseline_routestringBaseline comparator route (default oral).
rafobjectRoute multipliers (null until supported).
sourcesarrayLinks/citations used for factors.

Uncertainty Index — dataset schema

Metric: ECS (0.0–1.0) • dataset: /data/uncertainty.json
FieldTypePurpose
namestringSubstance identifier.
ecsnumber|nullEvidence Confidence Score (0.0–1.0), when supported.
evidence_typestring|nullHuman/animal/mixed/unknown.
risk_of_biasstring|nullLow/medium/high (when assessed).
data_gapsarrayExplicit gaps (e.g., long-term data missing).
sourcesarrayLinks/citations used for scoring.

Versioning

Recommended practice
Publish datasets with semantic versions (e.g., v1.0, v1.1) and record last_updated. Keep older versions available to support citations.