burden of proof. Similarly, this Court has used the “clear, unequivocal and convincing” standard of proof to protect particularly important individual interests in various civil cases. See, e.g., Woodby v. INS, supra, at 285 [87 S.Ct. at 487] (deportation); Chaunt v. United States, 364 U.S. 350, 353 [81 S.Ct. 147, 149, 5 L.Ed.2d 120] (1960) (denaturalization); Schneider-man v. United States, 320 U.S. 118, 125, 159 [63 S.Ct. 1333, 1336, 1353, 87 L.Ed. 1796] (1943) (denaturalization).
We probably can assume no more than that the difference between a preponderance of the evidence and proof beyond a reasonable doubt probably is better understood than either of them in relation to the intermediate standard of clear and convincing evidence. Nonetheless, even if the particular standard-of-proof catchwords do not always make a great difference in a particular case, adopting a “standard of proof is more than an empty semantic exercise.”
Tippett v. Maryland, 436 F.2d 1153,1166 (CA4 1971) (Sobeloff, J., concurring in part and dissenting in part), cert, dismissed
sub nom. Murel v. Baltimore City Criminal Court, 407 U.S. 355, 92 S.Ct. 2091, 32 L.Ed.2d 791 (1972). [Footnote omitted.]
II
Standards of Review of Facts by Appellate Court
The standards of appellate review of factual determinations, in contrast to the quantum of proof required at the trial level, are usually statutorily imposed. The standards most commonly specified are “de novo,” “clearly erroneous,” “supported by substantial evidence” and “arbitrary or capricious,” which I translate roughly into questions of increasingly narrow focus: is a finding of fact right; is it wrong; it is unreasonable; is it irrational?
A “de novo ” standard provides the widest latitude for review of facts. The court in “de novo ” review must exercise its independent judgment on the evidence of record and weight it as a trial court. The court is not, however, required to ignore the decision below. See Nulf v. International Paper Co., 656 F.2d 553, 563 (10th Cir.1981), and cases cited. United States v. First City National Bank, 386 U.S. 361, 368-69, 87 S.Ct. 1088, 1093-94, 18 L.Ed.2d 151 (S.D. Tex.1966) provides the following guidance:
[T]he 1966 Act provides that the court in an antitrust action “shall review de novo the issues presented.” (Emphasis added.) 12 U.S.C. § 1828(c)(7)(A). It is argued that the use of the word “review” rather than “trial” indicates a more limited scope to judicial action. The words “review” and “trial” might conceivably be used interchangeably. The critical words seem to us to be “de novo ” and “issues presented.” They mean to us that the court should make an independent determination of the issues. Congressman Patman, the Chairman of the House Committee that drafted the Act, in speaking of this de novo review, said that the court would “completely and on its own make a determination as to whether the challenged bank merger should be approved under the standard set forth in paragraph 5(B) of the bill.” He added that the “court is not to give any special weight to the determination of the bank supervisory agency on this issue.”
The courts may find the Comptroller’s reasons persuasive or well nigh conclusive. But it is the court’s judgment, not the Comptroller’s, that finally determines whether the merger is legal.
With respect to “clearly erroneous,” the next level in the hierarchy, this standard is defined in United States v. United States Gypsum Co., 333 U.S. 364, 395, 68 S.Ct. 525, 542, 92 L.Ed. 746 (1948):
A finding is “clearly erroneous” when although there is evidence to support it, the reviewing court on the entire evidence is left with the definite and firm conviction that a mistake has been committed.
The standard commonly associated with review by an appellate court of agency