Astrophysics Inference Risk Map.

Required input fields.

• Selection effects (required): Low, Medium, High
• Calibration uncertainty (required): Low, Medium, High
• Prior sensitivity (required): Low, Medium, High
• Confounders (required): Low, Medium, High
• Model-dependence (required): Low, Medium, High
• Independent replication (required): Weak or unknown, Partial, Strong and evidenced

Data handling: this interface uses the L2ET protected same-origin instrument engine. Do not enter confidential, regulated, privileged, incident, medical or sensitive operational data.

Heatmap logic.

Combines risk dimensions into an inference-risk heatmap and recommends next evidence or robustness checks.

Source families

Assumptions

• Risk ratings are user-entered.
• Domain-specific statistical models may be needed.
• Uncertainty can be non-Gaussian and correlated.

Astrophysical inference risk map.

The generated artifact includes findings, assumptions, limitations, recommended next actions and exportable structured output.

Export options

Example input and output.

Example input

High selection effects, medium calibration uncertainty and weak replication.

Example output

Outputs inference-risk map with selection-bias and replication warnings.