B.5.MPC:6 - Bias-Annotation

Likely bias	Consequence for this work	Corrective action
Familiar equations dominate the physical account	The practitioner begins with a calculable proxy and loses the requested quantity.	Name two physical cases that require different answers and determine whether the proposed variables distinguish them.
Successful computation dominates interpretation	A number or certificate is accepted without its meaning in the physical arrangement.	Interpret the decisive count, edge or token transfer and recover the premise connecting it to the receiving action.
Diagram familiarity hides physical assumptions	A graph edge is treated as a real contact, or its meaning changes across an example.	Construct the contact or interaction list from the subject account and label the relation that each edge represents.
Digital implementation is treated as the default	Material or manual realizations are overlooked even when they answer the question.	Compare their input preparation, permitted operations and result interpretation with the computational need.
A precise answer hides an uncertain premise	Small numerical error is reported while model or measurement uncertainty can dominate the result.	Carry the uncertain physical premise into the returned consequence or obtain the measurement that can settle it.
Contributor identity substitutes for usable grounds	An expert or AI report is trusted beyond what its stated assumptions and explanation support.	Recover the connection consumed by this use and obtain the missing explanation or evidence from a capable contributor.

These biases can affect one person as well as a team. Apply the correction at the missing subject operation, correspondence or observation.