Revocation of a Suspended Judgment Turns on Demonstrated Remedial Progress (Not Technical Compliance) and Judicial-Bias Claims Must Be Preserved by a Recusal Motion

1. Introduction

This appeal arose from Chemung County Family Court’s revocation of a previously granted suspended judgment and its ensuing termination of a mother’s parental rights in permanent neglect proceedings under Social Services Law § 384-b. The underlying petitions—filed by the Chemung County Department of Social Services—alleged permanent neglect by the mother (Rosa N.) regarding two children born in 2012 and 2015 (in foster care since May 2019), and abandonment by the father (who did not appeal).

After a four-day fact-finding hearing in 2021, Family Court found permanent neglect (and abandonment as to the father). At disposition, the parties proposed a “last chance” suspended judgment, which Family Court granted through July 2022 with explicit conditions and a warning that noncompliance could result in revocation and termination. In 2022, DSS (and separately the attorney for the children) moved to revoke the suspended judgment; the mother’s visitation was suspended in September 2022. After further fact-finding and disposition, Family Court revoked the suspended judgment and terminated parental rights. The mother appealed, raising (1) the sufficiency of proof of violation and best interests, (2) claims of Family Court bias, and (3) ineffective assistance of counsel.

2. Summary of the Opinion

3. Analysis

A. Precedents Cited

1) Revocation standards for suspended judgments; “progress” matters

• Matter of Alexis X. [Tara Y.], 222 AD3d 1213 (3d Dept 2023): Cited for the foundational framing that a suspended judgment is a limited opportunity to comply with conditions designed to correct the problems that led to removal, and that revocation may follow established noncompliance. The court used this precedent both to describe the purpose of suspended judgments and to reinforce that revocation/termination is a discretionary, best-interests-based consequence rather than an automatic one.
• Matter of Elaysia GG. [Amber HH.], 221 AD3d 1338 (3d Dept 2023): Central to the Third Department’s analysis. It supplied two key propositions quoted and applied here: (i) “literal compliance” is insufficient; the parent must show “progress” toward resolving the underlying problems; and (ii) if noncompliance is proven by a “preponderance of the evidence,” Family Court may revoke and then decide best interests. This case structured both the burden of proof and the qualitative “progress” requirement the mother failed to satisfy.
• Matter of R.E. [S.F.], 239 AD3d 1086 (3d Dept 2025): Used to emphasize that violation of a suspended judgment is a “strong indicator” that termination may be in the children’s best interests—while still not making termination automatic. It served as the bridge between the violation finding and the best-interests disposition.

2) Appellate deference to Family Court fact-finding and credibility

• Matter of Joshua R. [Kimberly R.], 216 AD3d 1219 (3d Dept 2023), lv denied 40 NY3d 905 (2023): Cited for the “great weight” afforded to Family Court’s factual findings and credibility determinations, reversible only if lacking a “sound and substantial basis in the record.” This deference framed the Third Department’s posture in affirming the violation and best-interests determinations.

3) Housing instability as continued barrier to reunification

• Matter of Zander L. [Athena L.], 162 AD3d 1671 (4th Dept 2018), lv denied 32 NY3d 907 (2018); Matter of Fynn S., 56 AD3d 959 (3d Dept 2008); Matter of Frederick MM., 23 AD3d 951 (3d Dept 2005): These cases supported the proposition that ongoing housing instability/homelessness can evidence failure to correct conditions and support revocation/termination outcomes. The Third Department used them to treat the mother’s eviction and continuing homelessness as substantive noncompliance, not a trivial lapse.

4) Comparable affirmances on violation and best interests

• Matter of Jeremiah RR. [Bonnie RR.], 192 AD3d 1338 (3d Dept 2021), lv denied 37 NY3d 905 (2021) and Matter of Max HH. [Kara FF.], 170 AD3d 1456 (3d Dept 2019): Cited as analogous Third Department applications where the record supported violation findings and termination decisions.
• Matter of Joseph QQ. [Karissa RR.], 161 AD3d 1252 (3d Dept 2018), lv denied 31 NY3d 912 (2018): Reinforced the best-interests analysis in the permanency/termination context, supporting affirmance where children are improving in stable placements and reunification is not realistically imminent.

5) Preservation and merits of judicial-bias claims

• Theodore P. v Debra P., 209 AD3d 1146 (3d Dept 2022), Matter of Ja'Sire FF. [Jalyssa GG.], 206 AD3d 1076 (3d Dept 2022), lv denied 38 NY3d 912 (2022), Matter of Nathaniel W., 24 AD3d 1240 (4th Dept 2005), lv denied 6 NY3d 711 (2006): These cases supported the preservation rule applied here: allegations of judicial bias are generally unpreserved absent a motion for recusal.
• Matter of Lillyana M. [Rondell M.], 230 AD3d 1568 (4th Dept 2024): Used to evaluate whether the court “take[n] on the function or appearance of an advocate.” The Third Department held that Family Court’s isolated inquiry (and its decision to strike the question after objection) did not cross that line.
• Matter of Cameron ZZ. v Ashton B., 183 AD3d 1076 (3d Dept 2020), lv denied 35 NY3d 913 (2020), Heber v Heber, 237 AD3d 1276 (3d Dept 2025), Matter of Nathan N. [Christopher R.N.], 203 AD3d 1667 (4th Dept 2022), lvs denied 38 NY3d 909 (2022), 38 NY3d 909 (2022), Matter of Allison v Seeley-Sick, 199 AD3d 1490 (4th Dept 2021), Matter of Joshua O., 227 AD2d 695 (3d Dept 1996), compare Matter of Anthony J. [Siobvan M.], 224 AD3d 1319 (4th Dept 2024): These authorities supplied the “totality of the record” approach to assessing whether comments or conduct demonstrate bias that “unjustly affected the result” or show prejudgment. The Third Department acknowledged that some comments “would have been better left unsaid” but found no prejudicial bias.

6) Court communications and appearance of partiality

• Matter of Weber v Stony Brook Hosp., 60 NY2d 208 (1983), cert denied 464 US 1026 (1983) and Matter of Donald QQ. v Stephanie RR., 198 AD3d 1155 (3d Dept 2021): Used in rejecting the mother’s claim that Family Court “directed” DSS to seek revocation. The email asking whether DSS intended to move—sent as the suspended-judgment deadline approached—was characterized as an inquiry, not an instruction, and did not establish bias.

7) Effective assistance of counsel in Family Court proceedings

• Matter of Jase M. [Holly N.], 190 AD3d 1238 (3d Dept 2021), lvs denied 37 NY3d 901 (2021), 37 NY3d 901 (2021) and Matter of Duane FF. [Harley GG.], 154 AD3d 1086 (3d Dept 2017), lv denied 30 NY3d 908 (2018): These cases supplied the governing standard for evaluating counsel’s performance in the termination context. Applying them, the Third Department found no basis—considering the record as a whole—to conclude representation was ineffective.

B. Legal Reasoning

The decision proceeds in the familiar two-step structure for suspended-judgment revocation: (1) violation and (2) disposition/best interests.

1. Violation proven by a preponderance; “progress” required. The Third Department reiterated that the question is not merely whether a parent can point to isolated, technical compliance, but whether the parent has made meaningful progress addressing the problems that led to foster care. Here, the record supported multiple failures: housing instability culminating in homelessness after eviction; refusal to share addresses with the caseworker; poor communication with DSS; failure to engage in mental health counseling and drug-related services (including confrontational refusals of drug screening); failure to use offered supports (phone vouchers, bus passes, insurance-application assistance); and repeated missed visits that harmed the children emotionally and behaviorally.
2. Best interests supported by stability, improvement in placement, and lack of realistic reunification. The court underscored that violation does not compel termination automatically—but it is a strong indicator in the best-interests analysis. The children had been in foster care since May 2019; despite earlier behavioral challenges and placement difficulties, they were improving markedly by disposition: the younger child was in a pre-adoptive home and the older child was in a home seeking that status. Against this, the mother’s last-minute claim of staying with her sister for about a week did not show stable, suitable, long-term housing or a realistic reunification plan.
3. Bias claims: preservation first, then merits. Because the mother did not move for recusal, the court held the bias claims unpreserved. On the merits, the court differentiated between imperfect comments and legally disqualifying bias. A single question to a witness—especially one struck after objection—did not render the court an advocate. Comments about potential disposition, made in context after a motion to dismiss, did not show prejudgment. Even remarks at an earlier permanency hearing, though some “better left unsaid,” did not show a predetermined outcome or unfairly affect the result.
4. No “direction” to seek revocation; no ineffective assistance. The court treated Family Court’s email as a neutral scheduling/status inquiry near an approaching deadline, not an instruction to prosecute termination. Finally, the court rejected ineffective assistance based on the full record.

C. Impact

• Reinforces a functional, child-centered view of suspended judgments. The opinion emphasizes that courts look past checklists to whether underlying parental deficits are actually improving—especially where missed visits and instability demonstrably harm the children.
• Highlights practice-critical preservation rules for bias arguments. Parties intending to raise judicial-bias claims on appeal should timely move for recusal; without that, appellate review will often be foreclosed.
• Clarifies the boundary between active case management and impermissible partiality. The decision signals that limited questioning, contextual remarks, and administrative inquiries (including emails about impending deadlines) typically will not establish bias absent a stronger showing of advocacy or prejudgment.
• Supports permanency where placements are stabilizing and reunification remains speculative. The children’s documented improvement in foster/pre-adoptive settings weighed heavily, illustrating how progress in placement interacts with a parent’s lack of progress in services.

4. Complex Concepts Simplified

• Permanent neglect: A finding (under Social Services Law § 384-b) that a parent, despite agency efforts, failed for a statutorily relevant period to maintain contact with and/or plan for the child’s future in a realistic way.
• Suspended judgment (Family Ct Act § 633): A time-limited order that postpones termination and gives the parent a final opportunity to satisfy conditions aimed at fixing the problems that led to removal.
• Revocation of a suspended judgment: If the agency proves—by a preponderance of the evidence (more likely than not)—that the parent violated conditions and failed to make meaningful progress, the court may revoke and then decide whether termination is in the child’s best interests.
• Best interests: A holistic determination focused on the child’s welfare, stability, safety, and developmental needs, not on punishing the parent for noncompliance.
• Sound and substantial basis: The appellate standard of review giving strong deference to Family Court’s fact-finding and credibility calls.
• Recusal motion / preservation: To argue judicial bias on appeal, a party generally must have asked the trial judge to recuse themselves; without that step, the argument is often deemed unpreserved.
• Effective assistance of counsel (Family Court context): Not perfection; the question is whether counsel’s overall representation, viewed in totality, provided meaningful assistance and did not prejudice the fundamental fairness of the proceeding.

5. Conclusion

Matter of Ahnna N. (Rosa N.) is a pragmatic reaffirmation of two points with recurring significance in New York termination litigation: (1) a suspended judgment demands genuine remedial progress—technical or partial compliance will not prevent revocation where the core problems persist; and (2) claims of judicial bias are typically unavailable on appeal without a recusal motion, and ordinary judicial management (including limited questioning or administrative inquiries) will not be equated with advocacy absent concrete prejudice. In the broader permanency framework, the opinion underscores that where children are demonstrably improving in stable placements and reunification remains unrealistic, termination may be sustained as serving best interests.