Focusing on the part of the question where you say
But my question relates to "evidence." That is, does "admissible
evidence" have to be of the same or different standard in a civil
versus criminal case
there can be (are) some differences in admissibility between civil and criminal cases. Looking at the Federal Rules of Evidence, FRE 412, one cannot introduce "evidence offered to prove that a victim engaged in other sexual behavior; or evidence offered to prove a victim’s sexual predisposition", but distinct criminal vs. civil exceptions exist. For criminal cases,
The court may admit the following evidence in a criminal case:
(A) evidence of specific instances of a victim’s sexual behavior, if
offered to prove that someone other than the defendant was the source
of semen, injury, or other physical evidence;
(B) evidence of specific instances of a victim’s sexual behavior with
respect to the person accused of the sexual misconduct, if offered by
the defendant to prove consent or if offered by the prosecutor; and
(C) evidence whose exclusion would violate the defendant’s
constitutional rights.
but in civil cases,
In a civil case, the court may admit evidence offered to prove a
victim’s sexual behavior or sexual predisposition if its probative
value substantially outweighs the danger of harm to any victim and of
unfair prejudice to any party. The court may admit evidence of a
victim’s reputation only if the victim has placed it in controversy.
Also, under FRE 601,
Every person is competent to be a witness unless these rules provide
otherwise. But in a civil case, state law governs the witness’s
competency regarding a claim or defense for which state law supplies
the rule of decision.
which introduces an asymmetry between the two kinds of cases.
There are also standards of admissibility that only apply to criminal cases and not civil ones (FRE 413, FRE 414) or only in civil cases (FRE 415)