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On Appeal from a Judgment of the United States District Court for the Eastern District of New York. Defendant-Appellant Enock Mensah was a social worker who billed publicly funded agencies for over 1,600 treatment sessions that never took place. He was convicted, following a jury trial, of theft of public funds, in violation of 18 U.S.C. §666(a)(1)(A), and health care fraud, in violation of 18 U.S.C. §1347(a). The United States District Court for the Eastern District of New York sentenced Mensah to fortytwo months of imprisonment, to be followed by one year of supervised release. The court also ordered Mensah to pay $177,345 in restitution. Mensah now appeals, arguing that the district court erred in (1) failing to excuse or conduct further examination of a juror who knew a government witness; (2) denying Mensah’s post-trial motion for a new trial based on the prosecutor’s objection, during the cross-examination of a trial witness, that suggested Mensah had the ability to testify; and (3) applying a ten-level enhancement based on the loss amount in its calculation of the United States Sentencing Guidelines advisory range. We disagree. First, the district court did not abuse its discretion by failing to excuse a juror whose sister’s friend’s husband was a government witness. That connection was too attenuated to give rise to any presumption of bias. Nor did it err in its voir dire of that juror: After the acquaintanceship was disclosed, the district court adequately screened for any actual bias arising from the juror’s knowledge of the government’s witness. Second, the district court did not err in denying Mensah’s motion for a new trial based on the prosecutor’s comment before the jury that implicated Mensah’s Fifth Amendment right not to testify. Any prejudice from the prosecutor’s comment was rendered moot when the defendant elected to testify. And the record does not suggest that the comment somehow compelled or coerced Mensah to testify. Finally, we discern no clear error in the district court’s finding at sentencing that Mensah’s fraud resulted in a loss of $177,345, which was based on a careful reconstruction of Mensah’s whereabouts — using video surveillance, license-plate reading technology, and his cellphone records, among other things — when he claimed to have performed treatment sessions. Accordingly, we AFFIRM the district court’s judgment. WILLIAM NARDINI, D.J. Defendant-Appellant Enock Mensah was a social worker who participated in a state-run program that provided remedial services to developmentally delayed children and their families. Mensah billed publicly funded agencies for over 1,600 sessions that never took place, and he pocketed those payments. Mensah was convicted, following a jury trial, of theft of public funds, in violation of 18 U.S.C. §666(a)(1)(A), and health care fraud, in violation of 18 U.S.C. §1347(a). The United States District Court for the Eastern District of New York sentenced Mensah to forty-two months of imprisonment, to be followed by one year of supervised release. The district court also ordered Mensah to pay $177,345 in restitution. Mensah now appeals, arguing that the district court erred by 1) failing to excuse or conduct further examination of a juror who knew a government witness; (2) denying Mensah’s post-trial motion for a new trial based on the prosecutor’s objection, during the cross-examination of a trial witness, that suggested Mensah had the ability to testify; and (3) applying a ten-level enhancement for the loss stemming from Mensah’s fraud in its calculation of the advisory range under the United States Sentencing Guidelines. We disagree. First, the district court did not abuse its discretion by failing to excuse a juror whose “sister’s friend’s husband,” App’x at 345, was a government witness. That connection was too attenuated to give rise to any presumption of bias. Nor did the district court plainly err in its voir dire of that juror. After the acquaintanceship was disclosed, the district court adequately screened for any actual bias arising from the juror’s knowledge of the government’s witness. Second, the district court did not err in denying Mensah’s posttrial motion for a new trial based on the prosecutor’s comment before the jury that implicated Mensah’s Fifth Amendment right not to testify. Any prejudice from the prosecutor’s comment was rendered moot when the defendant elected to testify. And the record does not suggest that the comment somehow compelled or coerced Mensah to testify. Finally, we discern no clear error in the district court’s finding at sentencing that the loss stemming from Mensah’s fraud was $177,345, which was based on a careful reconstruction of Mensah’s whereabouts — using video surveillance, license-plate reading technology, and his cellphone records, among other things — when he claimed to have performed treatment sessions. Accordingly, we AFFIRM the district court’s judgment. I. Background The New York State Early Intervention Program (“EIP”) provides to developmentally delayed children under the age of three years old a broad range of remedial services, such as physical therapy, occupational therapy, speech therapy, and social work. In order to provide these services, the New York State Department of Health (“NYS DOH”), which administers the EIP, contracts with various agencies, non-profits, and private companies. Mensah was employed as a social worker by two agencies — the City Pro Group and All About Kids — contracted by NYS DOH to provide EIP services. Social workers providing EIP services are tasked with addressing challenges affecting the children’s caregivers or environment, which may involve the social worker assisting families with securing benefits, or counseling caregivers on how to provide for children with disabilities, among other responsibilities. Agencies contracted by the NYS DOH pay providers for their EIP services. Those agencies, in turn, are reimbursed by NYS DOH with funds from Medicaid, the New York City Department of Health and Mental Hygiene (“NYC DOHMH”), or private insurance. Most of the reimbursements come from Medicaid or NYS DOHMH. A. The Charges On February 4, 2019, a grand jury returned an indictment charging Mensah with theft of public funds, in violation of 18 U.S.C. §666(a)(1)(A), and health care fraud, in violation of 18 U.S.C. §1347(a). The indictment alleged that between August 2013 and August 2017, Mensah reported that he provided more than 1,200 therapy sessions for EIP when he, in fact, had not. As a result of those fraudulently reported sessions, the indictment alleged that Mensah received more than $105,000 in Medicaid funds and more than $20,000 in NYC DOHMH funds. On August 30, 2019, a grand jury returned a superseding indictment with the same charges but that expanded the relevant timeframe of Mensah’s fraud to October 2018 and additionally alleged that he fraudulently reported more than 1,500 non-existent EIP sessions, resulting in payments of more than $130,000 from Medicaid funds and more than $25,000 from NYC DOHMH funds. B. Trial The United States District Court for the Eastern District of New York (Sterling Johnson, Jr., District Judge) held a jury trial from December 2 to December 10, 2019. i. Jury Selection Before jury selection commenced, the government submitted a list of names and places that would likely be mentioned during trial, which included Michael Cecilio, a Special Investigator for the New York City Department of Investigation (“NYC DOI”). Cecilio later testified as a government witness. During jury selection, the presiding magistrate judge (James Orenstein, Magistrate Judge) distributed the list to prospective jurors and asked them to indicate whether they knew any of the names. None of the prospective jurors reported any familiarity with Cecilio. ii. The Government’s Case At trial, the government presented the following evidence of the EIP’s requirements and procedures, Mensah’s scheme, and the loss stemming from Mensah’s scheme. a. The EIP’s Requirements and Procedures A NYC DOHMH employee testified about the requirements that providers must follow when administering services for the EIP, including that they must administer services in person (and are prohibited from doing so over the phone). Furthermore, during a session, an EIP provider must contemporaneously document his services, as well as the location, date, and time of service, in a session note. At the end of the session, the EIP provider and the child’s caregiver must sign the session note. EIP providers must then submit the session notes to the appropriate agencies to obtain payment for their services. EIP providers are not permitted to complete a session note before a session occurs, have a caregiver sign a blank session note, or forge a caregiver’s signature. Many of these requirements related to the sessions notes are codified in state regulations. See, e.g., 10 CRR-NY 69-4.26(c). And Mensah agreed contractually to abide by such regulations when he joined City Pro Group and All About Kids. A City Pro Group employee testified about the mechanics of the agency’s payment process for providers. Providers must submit their session notes to the agency for processing. After the notes are processed, the agency reviews notes selected at random to ensure that providers have completed the required components. The agency does not independently verify whether the sessions occurred but instead views the session notes as proof that such sessions took place Once the agency completes this process, the providers are paid for their services. b. Mensah’s Scheme The government introduced the following evidence to support the allegations that Mensah billed agencies for sessions that never occurred. 1. Victims’ Testimony Seven parents of children receiving EIP services testified about their experiences with Mensah. Mensah was assigned to provide social work services to those parents to support and counsel them on their children’s disabilities. For example, Mensah was tasked with assisting one parent with applying for benefits for her son with autism spectrum disorder and with obtaining furniture that her son required. For another parent, Mensah was assigned to provide her with counseling to address her feelings of being “overwhelmed” by her son’s needs. App’x at 506. Broadly speaking, the parents testified that Mensah had them sign blank session notes, that session notes submitted by Mensah contained forged signatures of their names, that Mensah did not provide services as frequently as he was scheduled, and/or that it was impossible for Mensah to have provided services on dates specified on certain session notes submitted for payment. Additionally, one parent testified that Mensah drove to the sessions, and another testified that she met Mensah at his car for sessions. The parents’ testimony that Mensah did not provide services on dates indicated in the session notes was often corroborated by other evidence. For instance, Mensah submitted two session notes for payment for sessions purportedly conducted during the time that a parent and her son were out of the country. On December 15, 2017, another parent texted Mensah to inquire when he would next provide services to her son, noting that he had not done so for five weeks. However, during the five weeks preceding the text message, Mensah submitted several session notes for the son, some of which contain the parent’s forged signature. Furthermore, yet another parent texted Mensah that Mensah “forgot to come” on April 16, 2018, id. at 590, but he nevertheless submitted a session note for a session that allegedly took place that day. During the cross-examination of another parent, defense counsel pressed her on the extent of the assistance that Mensah provided her. Defense counsel’s questioning led the government to raise an objection implicating Mensah’s right to remain silent: Q: All right. Now, at the time you indicated that you lived in a fifth floor walkup? A: Yes, I did. Q: And Mr. Mensah was supposed to help you get relocated to another apartment? A: Yes. Q: And he told you about the New York City Housing Authority? A: He did. Q: And you said that that took too long, right? A: And I applied. Q: But you told him — you told him that it took too long? A: I told him it takes long, but I also applied like he asked me to. Q: And he told you that if it was not the New York City Housing Authority, every program had guidelines, right? A: Yes. Q: And he told you the only emergency — [Prosecutor]: Objection, your honor. The court: What’s the objection? [Prosecutor]: Objection, your honor. If he wants the defendant to testify — The court: No, no, no, no, no. Overruled. Id. at 712-13. Defense counsel resumed his questioning of the parent after this exchange. After the jury was dismissed, the district court admonished the prosecutor for his objection, noting that it was inappropriate. Later, at the charge conference, defense counsel did not request a curative instruction to address the government’s objection. Instead, defense counsel stated that the proposed jury instructions “look[ed] fine” and that the defense had “no complaints.” Id. at 721. The jury instructions advised, among other things, that “[t]he defendant in a criminal case never has any duty to testify or come forward with any evidence.” Id. at 912. After the district court read those instructions to the jury, it held a sidebar during which it asked the parties if there was “[a]nything” further, to which the parties responded, “[n]o.” Id. at 940. 2. The ExxonMobil Gas Station The government introduced evidence that Mensah frequently spent considerable time at an ExxonMobil gas station in Englewood, New Jersey. A cashier at the gas station, testified that Mensah was a regular customer of the gas station and visited it “[a]lmost every day” for an hour or more. Id. at 424. Video surveillance captured Mensah “hanging out” at the gas station on August 24, 2018, during the same time that he allegedly conducted several sessions and billed for them. Id. at 431. The cashier testified that he never saw Mensah “conduct business” at the gas station. Id. at 425. 3. Mensah’s Arrest On October 4, 2018, law enforcement agents — including Cecilio — arrested Mensah at his apartment. Agents discovered blank session notes that had been signed and pre-filled session notes reflecting future appointments that had not yet occurred. c. Loss Amount The government introduced the following evidence regarding the loss amount, meaning the amount of public funds paid to Mensah for services that he did not render. The government’s primary witness on this point, Natalie Lin, estimated the loss amount based, in part, on license plate recognition (“LPR”) data, which tracked the movements of Mensah’s car. Because the LPR data relied on the identity of Mensah’s car, the government also produced evidence of the car that Mensah drove. 1. Mensah’s Car The government introduced evidence that Mensah owned and operated a silver 2002 Lexus ES 300 registered in New Jersey with license plate number D72ETE (the “Silver Lexus”). Records from the New Jersey Motor Vehicle Commission (“NJMVC”), parking tickets from the New York City Department of Finance, and moving violation tickets from the New York Department of Motor Vehicles, all indicate that Mensah owned and drove the Silver Lexus. A NJMVC employee testified that the Silver Lexus was registered to Mensah between January 1, 2015, and October 3, 2018, and that no other cars were registered to Mensah during that time. Other witnesses corroborated that Mensah drove the Silver Lexus. Mensah’s ex-wife testified that she drove the Silver Lexus until September 2014, after which she sold the car to Mensah and never drove the car again. She was not aware of any time that her son — her only child who drives — used the Silver Lexus. The ExxonMobil cashier testified that he saw Mensah driving the Silver Lexus “many times.” Id. at 430. Moreover, Cecilio testified that he surveilled Mensah driving the Silver Lexus at Mensah’s apartment building, and that he photographed Mensah entering the Silver Lexus and driving away. 2. Lin’s Analysis Lin, a data analyst at the New York City Department of Investigation, testified that, based on her analysis, Mensah submitted session notes for payment for 1,725 sessions that never happened. Of those sessions, 1,689 resulted in payment from public funds, totaling $177,345. Medicaid paid for $148,155 of that total, while NYC DOHMH paid for $29,190. She examined six types of evidence to reach that conclusion. First, she reviewed approximately 3,000 session notes submitted by Mensah for payment to determine the date and time of the alleged service as well as the child receiving the service. Second, she reviewed a spreadsheet of data maintained by NYC DOHMH containing the addresses of the children receiving EIP services, which were presumably the locations of Mensah’s purported sessions. All of the children listed on the spreadsheet resided within the five boroughs of New York City. The spreadsheet also identifies the payor of Mensah’s sessions and the amounts, if any, that were paid for those sessions. Third, she reviewed Mensah’s cellphone records, which totaled more than 780 pages and indicated the date, time, and duration of calls involving Mensah’s cellphone. Those records did not indicate who was using the cellphone. Fourth, she reviewed surveillance footage of the ExxonMobil gas station in Englewood, New Jersey from August 24, 2018. Fifth, she reviewed the LPR data generated by New York City municipal cameras that captured the Silver Lexus’s license plate. That data came in two forms: directional and static. Directional LPR reflected instances when cameras captured the license plate crossing a bridge or a tunnel, indicating whether the car was traveling inbound to or outbound from New York City — say, on the George Washington Bridge. Static LPR captured the car at various moments, providing the latitude and longitude of where the license plate was photographed, as well as the date and time that the license plate appeared at that location. Cecilio testified that he reviewed the LPR data to confirm that each image returned from the cameras matched the Silver Lexus’s license plate number. The LPR data did not establish who was driving the Silver Lexus, because the photos did not show who was in the driver’s seat. Sixth, Lin reviewed Mensah’s personnel records maintained by City Pro Group and All About Kids to determine that at all relevant times, Mensah lived in New Jersey. Lin summarized her findings in a spreadsheet, admitted into evidence, that used the data from these various sources to identify instances when evidence of Mensah’s location and activities conflicted with the services that Mensah purportedly administered. Using the directional LPR data, Lin recorded a conflict when Mensah billed for services in New York City either before a camera photographed the Silver Lexus’s license plate entering New York for the day, or after the license plate returned to New Jersey for the evening. Using the static LPR data, Lin recorded a conflict when the Silver Lexus’s license plate was photographed at a location where Mensah would have had to drive at a constant speed of more than forty miles per hour within New York City to provide the services reflected in a session note. Lin determined the distance between the locations “as the crows flies,” id. at 679, meaning she did not consider the traffic, configuration of the roadways, or traffic lights, among other things. Relying on the cellphone records, Lin recorded a conflict when Mensah’s cellphone was in use for at least fifteen minutes during a purported session and when another source of evidence independently corroborated that Mensah was likely not providing services. Finally, using the surveillance footage from the gas station, Lin recorded a conflict when Mensah was depicted on that footage at the same time that he purportedly provided a session. Lin provided several examples of conflicts that she identified suggesting that Mensah did not provide certain sessions reflected in his submitted session notes. These conflicts were corroborated by other evidence, such as contemporaneous text messages sent from Mensah’s cellphone. For example, Mensah submitted session notes for six purported sessions on July 6, 2015. Lin testified, however, that there were no LPR entries on July 6, 2015, which suggested that the Silver Lexus never traveled into New York City, where all of the children Mensah served resided, on that specific day. A text message sent from Mensah’s cellphone on the same day stated, “I did not come to New York today.” Id. at 685. Similarly, Mensah submitted session notes for four purported sessions on November 26, 2015, which was Thanksgiving Day. Lin testified again that the lack of LPR entries for that day indicated that the Silver Lexus did not travel into New York City. This conclusion is corroborated by a text message sent from Mensah’s cellphone the day before Thanksgiving Day, which stated: “I’ll be going to Pittsburgh tomorrow and will be back tomorrow or Friday.” Id. at 694. In addition, Mensah submitted session notes for four purported sessions on January 10, 2016. Several of those sessions allegedly took place between 3:00 p.m. and 8:55 p.m. Like the previous examples, Lin testified there were no LPR entries for that day, so she concluded that the Silver Lexus did not travel into New York City that day. A text message sent from Mensah’s cellphone on the same day suggested that Mensah entertained company at his home between the hours of 3:00 p.m. and 7:30 p.m. Furthermore, Mensah submitted session notes for two alleged sessions on September 13, 2016, and Lin testified that the LPR data indicated that the Silver Lexus never traveled into New York City that day. This conclusion is corroborated by a text message sent from Mensah’s cellphone the same day, which stated, “I am in Pennsylvania.” Id. at 689. Mensah also submitted session notes for purported sessions on August 24, 2018. Lin testified that the three sessions occurred before the Silver Lexus traveled into New York City that day and during times when Mensah was captured on the surveillance footage from the gas station. Similarly, Mensah submitted session notes for two purported sessions on September 13, 2018, between 9:30 a.m. and 11:30 a.m. Lin found that both of those sessions happened before the Silver Lexus traveled into New York City that day. This conclusion is supported by a text message sent from Mensah’s cellphone at 10:00 a.m. that day, stating, “I am in the gym. Will go to work in a few.” Id. at 692. d. Issue with Juror #6 Before Cecilio testified, the government informed the district court that Cecilio recognized Juror #6. The district court asked Cecilio if he had a relationship with Juror #6. Cecilio responded that he “went to college with [Juror #6's] older sister” and that his “wife and [Juror #6's] sister were roommates after college.” Id. at 342-43. Cecilio stated that Juror #6 would know him but clarified that they had “[n]o relationship.” Id. at 343. Defense counsel stated that “if there’s a friendly relationship,” he was not sure whether that relationship “would impact the juror’s ability to properly evaluate this witness’ testimony,” id., and proposed asking Juror #6 if he recognizes Cecilio. The district court brought Juror #6 to the courtroom where Cecilio was sitting at a table and asked Juror #6 if he recognized anybody seated at the tables. Juror #6 responded that he recognized Cecilio, identifying Cecilio as his “sister’s friend’s husband.” Id. at 345. Juror #6 stated that he did not “have a relationship with him” but that he “know[s] him…through seeing him.” Id. The district court asked if Juror #6 could still be fair and impartial even though he recognizes Cecilio, to which Juror #6 replied, “Hundred percent.” Id. The district court confirmed again that Juror #6 could still be fair and impartial. Defense counsel noted on the record that Juror #6 appeared to be “very happy” to see Cecilio in court, id. at 345-46, so defense counsel was not sure if Juror #6 could actually be fair and impartial as to Cecilio’s testimony. The district court disagreed with defense counsel’s account of the events, stating that Juror #6 smiled at the judge, not at the witness. Juror #6 continued serving on the jury. iii. The Defense’s Case Mensah testified in his own defense. He stated that he commuted to work by driving or through public transit, such as a shuttle from his apartment, a bus, or the subway. He also said that he drove the Silver Lexus given to him by his ex-wife and that he used to drive his ex-girlfriend’s car, a Chrysler 300. He denied ever forging anyone’s signature and testified that in practice, providers have parents sign blank session notes. Mensah also attempted to explain the discrepancy regarding August 24, 2018, the day he was featured on surveillance footage from the gas station and submitted session notes for sessions that purportedly occurred during that time. He testified that he “prefill[ ed]” the session notes for that day with the scheduled times of the sessions, which he does “ most of the time.” Id. at 776. He further testified that parents rescheduled the visits for that day, and that he had inadvertently failed to change the time on the pre-filled session notes to the rescheduled times during which he actually provided services. On cross-examination, the government questioned Mensah on various aspects of his testimony. For example, addressing Mensah’s testimony that he works on Thanksgiving Day, the government produced correspondence dated November 25, 2015, suggesting that Mensah did not work on Thanksgiving Day in 2015, which was on November 26, 2015. In that correspondence, someone asked Mensah, “what are you doing tomorrow?”, to which Mensah responded, “I will be going to Pittsburgh tomorrow and be back on Friday or Saturday[.]” Id. at 798. Mensah testified that the person involved in the correspondence “ is a model friend of [his] ex-girlfriend” who had been “bugging [him]…[to] help her out to establish [an] LLC.” Id. at 799. Mensah denied traveling to Pittsburgh on November 26. Resisting the government’s characterization of his correspondence as dishonest or false, Mensah testified that he was trying “to distract [his] friend” because he did not “want to see her.” Id. at 801. He explained that he “[did not] know anybody in Pennsylvania.” Id. at 799. The government then asked Mensah if his son attended Carnegie Mellon University, which is located in Pittsburgh, Pennsylvania. Mensah responded that his son did. And when asked if his previous statement that he had no connection to Pennsylvania was therefore a mistake, Mensah testified that his son did not live there but merely went to school there. Mensah could not recall whether his son attended Carnegie Mellon in 2015. iv. The Jury’s Verdict The jury found Mensah guilty of both Count One (theft of funds) and Count Two (health care fraud). C. Post-Trial Motions On January 30, 2020, Mensah moved for a judgment of acquittal under Federal Rule of Criminal Procedure 29 or, in the alternative, for a new trial under Federal Rule of Criminal Procedure 33. He argued that relief was warranted because (1) the testimony of the government’s witnesses was incredible and inconsistent; (2) he acted in good faith, which is a complete defense to the fraud count; and (3) the prosecutor improperly commented on his right to remain silent, which prejudiced him. The district court denied Mensah’s motion. The district court found that the prosecutor’s comment was improper, but nevertheless concluded that vacatur of the conviction or a new trial was not necessary because the court could not identify any prejudice to Mensah as a result of that comment. The court reasoned that (1) the prosecutor did not finish the sentence before the district court interrupted him; (2) the district court advised the jury at the beginning and end of the trial that Mensah had no obligation to testify; and (3) Mensah testified, “render[ing] moot” “any negative inference the jury may have drawn from a decision to remain silent,” and “Mensah does not argue that his decision to testify was in any way motivated by the prosecutor’s comment or that his testimony ultimately harmed his case,” id. at 1371. D. Sentencing The Presentence Investigation Report (“PSR”) stated that Mensah received payment for 1,689 sessions that never happened, totaling $148,155 in Medicaid funds and $29,190 in NYC DOHMH funds, which is consistent with Lin’s trial testimony. The PSR additionally reported that restitution was statutorily required — $20,000 to NYC DOHMH and $105,000 to Medicaid. The PSR, which was amended after receiving objections from the government, calculated a total offense level of 24, which, coupled with Mensah’s criminal history category of I, resulted in an advisory Guidelines range of 51 to 63 months of imprisonment. In calculating the total offense level, the Probation Office applied enhancements based on Mensah’s abuse of his position of public trust in committing the offenses, his obstruction of justice as a result of his false testimony during trial, and the fact that his crimes involved vulnerable victims. The U.S. Probation Office also found that the estimated total loss stemming from Mensah’s scheme was $177,345, which is more than $150,000 but less than $250,000, resulting in a ten-level enhancement under U.S.S.G §2B1.1(b)(1)(F). In Mensah’s sentencing memorandum, he raised numerous “objections” to the PSR, including that the table in the Guidelines for calculating the enhancement for loss amount “overstates the seriousness of the offense” and therefore “the impact of the loss table should be limited.” Id. at 1386-87. Although he generally objected to the impact of the loss table, he did not object to the application of the loss enhancement. He did object to the application of the obstruction of justice enhancement, as well as the restitution, arguing that the government had failed to prove the loss amount by a preponderance of the evidence. On June 8, 2023, the district court (Ann M. Donnelly, District Judge)1 sentenced Mensah principally to a below-Guidelines sentence of forty-two months of imprisonment, to be followed by one year of supervised release. The district court also imposed a special assessment of $200 and ordered restitution in the amount of $177,345. The district court adopted the PSR in its entirety, including the Guidelines calculation. The district court entered judgment on June 13, 2023, which listed the restitution amount as $177,745. On June 20, 2023, Mensah filed a notice of appeal. On June 28, 2023, the government requested an amended judgment because the restitution amount listed in the written judgment did not match the restitution amount orally imposed by the district court at sentencing. On July 11, 2023, the district court entered an amended judgment that updated the total restitution amount to $177,345. Finally, on July 18, 2023, the district court entered a separate order of restitution again providing that the total restitution amount is $177,345. II. Discussion On appeal, Mensah contends that the district court erred in: (1) failing to excuse or conduct further examination of Juror #6 for bias; (2) denying Mensah’s request for post-trial relief based on the prosecutor’s comment implicating Mensah’s right to testify; and (3) applying the ten-level enhancement for the loss amount. For the reasons below, we affirm the district court’s judgment. A. Juror #6 Mensah argues that Juror #6 “was partial to the prosecution…based on his prior acquaintance with Mr. Cecilio,” Appellant’s Br. at 14, and accordingly, the district court should have excused Juror #6 or conducted additional inquiry into the duration of Juror #6′s relationship with Cecilio and why Juror #6 did not disclose that he knew Cecilio during jury selection to ensure that Juror #6 held no bias. “We review for abuse of discretion a district court’s handling of juror dismissal,” United States v. Walker, 974 F.3d 193, 209 (2d Cir. 2020), “revers[ing] only if there is ‘clear abuse’ of the district court’s discretion,” Cruz v. Jordan, 357 F.3d 269, 270 (2d Cir. 2004) (quoting United States v. Nelson, 277 F.3d 164, 202 (2d Cir. 2002)). “[A] reviewing court will only find abuse of that discretion where there is bias or prejudice to the defendant.” United States v. Breen, 243 F.3d 591, 597 (2d Cir. 2001) (internal quotation marks and citation omitted). Because Mensah did not object to the district court’s questioning of Juror #6, we review his challenge to the court’s failure to further question the juror for plain error. See Fed. R. Crim. P. 52(b); United States v. Parse, 789 F.3d 83, 119 (2d Cir. 2015) (applying plainerror review when the defendant failed to object to alleged juror misconduct before the district court). Under that standard, the defendant must show that “(1) there is an error; (2) the error is clear or obvious, rather than subject to reasonable dispute; (3) the error affected the appellant’s substantial rights; and (4) the error seriously affects the fairness, integrity or public reputation of judicial proceedings.” United States v. Chaires, 88 F.4th 172, 177 (2d Cir. 2023) (quoting United States v. Miller, 954 F.3d 551, 557-58 (2d Cir. 2020)). We start by reviewing the longstanding principles regarding juror bias. Under the Sixth Amendment, “[a] criminal defendant is guaranteed a trial ‘by an impartial jury.’” United States v. Torres, 128 F.3d 38, 42 (2d Cir. 1997) (quoting U.S. Const. amend. VI). An impartial jury is one “capable and willing to decide the case solely on the evidence before it.” Id. (quoting McDonough Power Equip., Inc. v. Greenwood, 464 U.S. 548, 554 (1984)). “[I]t is uncontroversial that ‘part of the guarantee of a defendant’s right to an impartial jury is an adequate voir dire to identify unqualified jurors.’” United States v. Nieves, 58 F.4th 623, 631 (2d Cir. 2023) (quoting Morgan v. Illinois, 504 U.S. 719, 729 (1992)). A trial court is afforded broad discretion in the way it conducts voir dire, id., and specifically, in “deciding what questions to ask prospective jurors,” United States v. Tsarnaev, 595 U.S. 302, 313 (2022). Indeed, for determining whether a juror is impartial, “the Constitution lays down no particular tests and procedure is not chained to any ancient and artificial formula.” Torres, 128 F.3d at 43 (quoting United States v. Wood, 299 U.S. 123, 145-46 (1936)). The broad discretion afforded to a trial court in this realm is for good reason because “the trial court…is best positioned to ‘reach conclusions as to impartiality and credibility by relying on [its] own evaluations of demeanor evidence and of responses to questions.’” Nieves, 58 F.4th at 631 (quoting Rosales-Lopez v. United States, 451 U.S. 182, 188 (1981)). It is for that very same reason that “the adequacy of voir dire is not easily subject to appellate review.” Id. (quoting Rosales-Lopez, 451 U.S. at 188); see also United States v. Greer, 285 F.3d 158, 171 (2d Cir. 2002) (“The district court, which observ[es] the jury on a day to day basis…is in the best position to sense the atmosphere of the courtroom as no appellate court can on a printed record.” (internal quotation marks and citation omitted)). The trial court’s discretion, of course, is not limitless: it “must be exercised consistent with ‘the essential demands of fairness.’” Nieves, 58 F.4th at 632 (quoting United States v. Barnes, 604 F.2d 121, 137-38 (2d Cir. 1979)). And fairness demands that the defense be provided “a full and fair opportunity to expose bias or prejudice on the part of veniremen.” Id. (quoting United States v. Colombo, 869 F.2d 149, 151 (2d Cir. 1989)). “Where the court finds that such bias or prejudice exists, a juror is subject to dismissal for cause.” Id. There are generally three forms of bias that may give rise to a for-cause challenge for dismissal: (1) actual bias, (2) implied bias, and (3) inferred bias. Id. “[A]ll three forms of bias must be ‘grounded in facts developed at voir dire.’” Id. (quoting Torres, 128 F.3d at 47). Mensah argues that Juror #6′s connection with Cecilio gave rise to implied or inferable bias. Implied bias “is ‘presumed as a matter of law’ where a typical person in the juror’s position would be biased, irrespective of whether actual bias exists.” Nieves, 58 F.4th at 632 (quoting Greer, 285 F.3d at 171). The test for implied bias “is whether an average person in the position of the juror in controversy would be prejudiced.” Torres, 128 F.3d at 45. For this inquiry, a juror’s statements regarding his ability to be impartial hold no weight. Id. A finding of implied bias “is reserved for exceptional situations,” id. at 46 (internal quotation marks and citation omitted), such as when “jurors…are related to the parties or…were victims of the alleged crime,” id. at 45. And when such exceptional situations are present, disqualification of the juror “is mandatory.” Id. “[I]nferable bias…arises ‘when a juror discloses a fact that bespeaks a risk of partiality sufficiently significant to warrant granting the trial judge discretion to excuse the juror for cause, but not so great as to make mandatory a presumption of bias.’” Nieves, 58 F.4th at 632 (quoting Greer, 285 F.3d at 171). In this inquiry, a juror’s statements about his ability to be impartial are irrelevant “once facts are elicited that permit a finding of inferable bias.” Torres, 128 F.3d at 47. But, “particularly when considering whether some marginal types of disclosed facts are enough to show inferable bias,” a judge may “ask about a juror’s impartiality and might be persuaded by the force of the juror’s assurance.” Id. at 47 n.12. Applying those principles here, we conclude that the district court did not abuse its discretion by permitting Juror #6 to remain on the jury. The connection between Juror #6 and Cecilio is not one of the “exceptional situations,” id. at 46 (internal quotation marks and citation omitted), that give rise to implied bias and therefore warrants mandatory dismissal. The evidence in the record shows that Cecilio went to college with Juror #6′s sister and that Cecilio’s wife and Juror #6′s sister were roommates after college. Although Cecilio and Juror #6 knew each other, both unequivocally confirmed that they had “[n]o relationship.” App’x at 343; id. at 345. Such a non-relationship — more precisely, a mere acquaintanceship — was too attenuated to compel a presumption of bias.2 See United States v. Ferri, 778 F.2d 985, 991-94 (3d Cir. 1985) (finding no implied bias where the juror’s husband knew a government witness); United States v. Shaoul, 41 F.3d 811, 816-17 (2d Cir. 1994) (finding no implied bias where a juror was the unclein-law of a prosecutor in the same district, but the prosecutor was not involved in the case at hand). The attenuated nature of the association between Cecilio and Juror #6 is also, without more, fatal to Mensah’s claim of inferred bias. See Torres, 128 F.3d at 47 (“[A]lthough not rising to a per se implied bias category, relatives of the prosecutor might, in a particular case, be excludable.”). In sum, the district court did not abuse its discretion in concluding that the acquaintanceship between Juror #6 and Cecilio gave rise to implied or inferred bias. Furthermore, we conclude that the district court did not plainly err by failing to ask Juror #6 additional questions. After Cecilio disclosed that he knew Juror #6, the district court brought Juror #6 to the courtroom and asked him if he recognized anyone. Juror #6 replied that he knew Cecilio, prompting the district court to ask several questions regarding the nature of Juror #6′s connection with Cecilio. Specifically, the court asked Juror #6 how he recognized Cecilio and if he had a relationship with Cecilio. The district court finished by asking Juror #6 twice if he could be impartial, to which Juror #6 answered affirmatively and unequivocally. This colloquy was sufficient to afford “a full and fair opportunity to expose bias or prejudice on the part of [Juror #6],” Nieves, 58 F.4th at 632 (internal quotation marks and citation omitted), especially since defense counsel did not request any further questioning. Although Mensah admits that the district court asked “seven substantive questions” during its voir dire, Appellant’s Reply Br. at 1, he insists that the court’s inquiry “should have been more in-depth,” Appellant’s Br. at 18. But the district court’s failure to ask additional questions newly proposed by Mensah on appeal does not constitute error. See United States v. Lawes, 292 F.3d 123, 128 (2d Cir. 2002) (“[F]ederal trial judges are not required to ask every question that counsel — even all counsel — believes is appropriate.”). As we have previously explained, “the district court must provide some opportunity for prospective jurors to be meaningfully screened for biases relevant to a particular defendant.” Nieves, 58 F.4th at 638. But a district court’s refusal to ask particular questions “will not be grounds for reversal, provided the voir dire ‘cover[s] the subject[s]‘ that may arise in the case to ensure that jurors will be impartial.” United States v. Rahman, 189 F.3d 88, 121 (2d Cir. 1999) (quoting Aldridge v. United States, 283 U.S. 308, 311 (1931)). “Deciding precisely how to [screen for bias] remains within the district court’s expansive voir dire discretion.” Nieves, 58 F.4th at 638; see also United States v. Treacy, 639 F.3d 32, 46 (2d Cir. 2011) (“[W]e ‘appear[ ] never to have reversed a conviction for the failure to ask a particular question on the voir dire of prospective jurors.’” (quoting Lawes, 292 F.3d at 129). Here, the district court’s questioning was sufficient to apprise the defense of the connection between Cecilio and Juror #6 and to flush out any possible bias stemming from that association. That ends our inquiry. It is not for us to second-guess the precise manner in which the district court conducted its voir dire. Mensah nonetheless contends that his case is like Nieves, where we concluded that a district court’s failure to ask a certain category of questions aimed at discovering juror bias was an abuse of discretion. In that case, the defendant was charged with multiple counts stemming from his conduct as a gang member. See Nieves, 58 F.4th at 627. Because of the nature of the charges, the defense and government proposed gang-related voir dire questions, see id. at 628, which the district court declined to ask during jury selection, id. at 629. We held that the district court abused its discretion based on its failure to adequately screen for any biases against gangs. Id. at 637. Notably, we did not fault the district court for failing to ask the specific questions proposed by the parties. See id. at 638-39. The district court’s mistake, rather, was its failure to ask any questions that would permit the defendant to “ferret” out directly or indirectly any gang-related biases, which both parties viewed as central to the case, id. at 638-40 (internal quotation marks and citation omitted), and which we identified as a sufficiently “pervasive” potential bias in light of an unusual and “frenetically-publicized reported spike in violent crime that local and federal law enforcement had broadly attributed to gang violence, including in large part to violence committed by members of traditionally Latin-American gangs” like the one involved in the charged case, id. at 633-34. Mensah’s attempt to liken his case to Nieves is inapt. Nieves represents an extreme case where our Court concluded that the district court had failed to conduct any inquiry at all that might have enabled the parties to explore (even indirectly) a possible bias against a specific type of gang that was identified by both parties, highly publicized at the time in the community from which the jury pool was drawn, and closely related to issues that were almost certain to arise during trial. Putting aside any differences between the types of potential bias at issue here and in Nieves, the district court in the present case did inquire into the potential bias — and it did so directly. The district court asked several questions to ascertain the nature of Juror #6′s connection with Cecilio, permitting Mensah to discover any biases that might have arisen as a result. Accordingly, the district court did not abuse its discretion in failing to dismiss Juror #6 or plainly err in its voir dire of Juror #6. B. Prosecutor’s Comment Mensah next argues that the prosecutor’s objection during Hamilton’s cross-examination violated his Fifth Amendment right to remain silent, depriving him of a fair trial, and that the district court abused its discretion by denying his post-trial motion for a new trial based on this comment. Rule 33 provides that a district court “may vacate any judgment and grant a new trial if the interest of justice so requires.” Fed. R. Crim. P. 33(a). The district court “has broad discretion to decide Rule 33 motions based upon its evaluation of the proof produced.” United States v. McPartland, 81 F.4th 101, 123 (2d Cir. 2023) (quoting United States v. Gambino, 59 F.3d 353, 364 (2d Cir. 1995)). The crucial inquiry “is whether letting a guilty verdict stand would be a manifest injustice.” Id. (quoting United States v. Ferguson, 246 F.3d 129, 134 (2d Cir. 2001)). “We review the district court’s denial of a motion under Rule 33 for abuse of discretion.” Id. “A district court abuses its discretion in denying a Rule 33 motion when (1) its decision rests on an error of law or a clearly erroneous factual finding, or (2) its decision — though not necessarily the product of a legal error or a clearly erroneous factual finding — cannot be located within the range of permissible decisions.” Id. (internal quotation marks and citation omitted). “It is settled that prosecutors may not comment adversely on a defendant’s invocation of his Fifth Amendment privilege not to testify.” United States v. Whitten, 610 F.3d 168, 198 (2d Cir. 2010). To determine “whether a prosecutor’s statements amount to an improper comment on the accused’s silence in violation of the Fifth Amendment,” we must “look[] at the statements in context and examine[] whether they naturally and necessarily would be interpreted by the jury as a comment on the defendant’s failure to testify.” United States v. Knoll, 16 F.3d 1313, 1323 (2d Cir. 1994) (internal quotation marks and citation omitted). The district court correctly interrupted the prosecutor’s objection before it could be completed. During Hamilton’s cross-examination, defense counsel asked her twice to confirm what Mensah had said to her. See, e.g., App’x at 712 (“And [Mensah] told you that if it was not the New York City Housing Authority, every program had guidelines, right?”). The prosecutor then objected, asserting, “If he wants the defendant to testify —.” Id. at 713. Before the prosecutor could finish, the district court hastily intervened and stated, “No, no, no, no, no. Overruled.” Id. It appears that the prosecutor’s interjection was the beginning of an inartfully phrased hearsay objection. Nevertheless, the prosecutor’s incomplete objection could have been interpreted by the jury as a comment on Mensah’s failure to testify at that point in the trial. See Fox v. Mann, 71 F.3d 66, 72 (2d Cir. 1995) (stating that the prosecutor’s remark that “if the defendant wants to speak, he can take the stand” was “certainly improper”). A finding that a prosecutor’s remark was improper is not enough to warrant a new trial. We will grant one only when “the misconduct alleged [is] so severe and significant as to result in the denial of [the defendant's] right to a fair trial.” United States v. Coplan, 703 F.3d 46, 86 (2d Cir. 2012) (internal quotation marks and citation omitted); see also Whitten, 610 F.3d at 202 (“We will reverse on the ground of prosecutorial misconduct only if that misconduct caused substantial prejudice by so infecting the trial with unfairness as to make the resulting conviction a denial of due process.” (internal quotation marks and citation omitted)). And when assessing whether a prosecutor’s remark “rise[s] to the level of prejudicial error, we examine the severity of the misconduct, the measures adopted to cure the misconduct, and the certainty of conviction absent the misconduct.” Coplan, 703 F.3d at 86 (internal quotation marks and citation omitted). We conclude that the prosecutor’s remark did not cause prejudice so substantial that it deprived Mensah of a fair trial. After the prosecutor’s objection, Mensah took the stand to testify in his own defense. We have not yet addressed the impact of a defendant’s testimony on the analysis for prejudice stemming from a prosecutor’s comment on a defendant’s right to testify. The Tenth Circuit, however, resolved this question in United States v. Carleo, 576 F.2d 846 (10th Cir. 1978). In that case, the court assumed the prosecutor’s remark violated the defendant’s rights under the Fifth Amendment and held that the issue was “mooted by defendant’s election to testify in his own defense.” Id. at 850. The court reasoned that “[t]he danger that a jury might infer guilt from an accused’s failure to testify simply is not present when he actually does take the stand and testify.” Id. And “[w]hen comments relating to an accused’s opportunity to testify are followed by his actual testimony,” the court stated that “the relevant inquiry [becomes] whether his testimony in effect was coerced or compelled by the prior comments.” Id. We are persuaded by and adopt our sister circuit’s reasoning. Applied here, any possible prejudice from the prosecutor’s statement dissipated when Mensah testified. As explained above, the core issue with a prosecutor commenting on a defendant’s silence is that a jury might infer guilt from that silence. See Griffin v. California, 380 U.S. 609, 614-15 (1965) (“[T]he Fifth Amendment…forbids either comment by the prosecution on the accused’s silence or instructions by the court that such silence is evidence of guilt.”). A jury might be particularly tempted to make such an inference when a defendant “fail[s] to testify as to facts peculiarly within [his] knowledge.” Id. at 614. Ultimately, it is this inference of guilt drawn from such a comment that can undermine a defendant’s Fifth Amendment right to remain silent. See id. at 614-15. But a jury cannot infer guilt from silence if a defendant does not remain silent. Accordingly, there is no danger of an improper inference where (as here) a defendant elects to testify. The question then becomes whether Mensah was compelled to testify by virtue of the prosecutor’s comment. Mensah argues for the first time on appeal that he was “forced” to take the stand and waive his Fifth Amendment right to remain silent because of the prosecutor’s remark. Appellant’s Br. at 26. Mensah did not raise this argument at any time before the district court. See App’x at 1371 (district court noting in its ruling on the post-trial motion that “Mensah [did] not argue that his decision to testify was in any way motivated by the prosecutor’s comment or that his testimony ultimately harmed his case”). We thus review Mensah’s claim of compulsion for plain error. See Fed. R. Crim. P. 52(b). We find no error, let alone plain error, on the issue of compulsion. The prosecutor’s remark occurred on a Friday, and Mensah testified the following Monday, so there is no suggestion that Mensah was pressured to decide whether to testify without adequate time to consider his options. Indeed, the record is devoid of any indications whatsoever that Mensah was somehow coerced to testify. At oral argument, Mensah conceded that the sole evidence of compulsion was the prosecutor’s improper comment. See Oral Arg. Audio Recording at 09:38-09:42. However, the prosecutor’s remark alone does not constitute adequate evidence of compulsion. Offering his own testimony was not the only available way for Mensah to redress the prosecutor’s comment. For example, Mensah could have requested a curative jury instruction. See Fox, 71 F.3d at 72-73 (finding that a district court’s remedial instruction to the jury — directly addressing the prosecutor’s improper remark and given the morning after the remark was made — was sufficient “to overcome whatever limited adverse effect the prosecutor’s [remark] may have had on the jury”); see also United States v. Bubar, 567 F.2d 192, 200 (2d Cir. 1977) (holding that “any conceivable misunderstanding on the part of the jury [of the prosecutor's comments] was nipped in the bud by Judge Newman’s emphatic curative instructions”). Mensah could have also offered the testimony of additional witnesses to discredit the government’s case. See United States v. Jones, 299 F.3d 103, 110 (2d Cir. 2002) (finding defendant was not compelled to testify where he could have “chosen to attack the government’s case by offering the testimony of other individuals”). He did neither. Given that other options for redress were available, Mensah cannot convincingly argue that he was forced to testify as a result of the prosecutor’s comment. Furthermore, there are a variety of reasons, often related to trial strategy, that can motivate a defendant’s decision to testify. But the “cho[ice] between asserting his right to silence and pursuing what he believed to be the most effective defense” does not mean Mensah “faced the kind and intensity of coercion that would deprive him of [his] right.” Id. at 111. Thus, without more than the prosecutor’s statement, we cannot conclude that the district court erred by failing to find compulsion based on the record before us. In sum, we discern no abuse of discretion or plain error in the district court’s denial of Mensah’s motion for a new trial. C. Loss Amount Enhancement Finally, Mensah challenges his sentence as procedurally unreasonable because, he argues, the district court erred by applying the ten-level enhancement under U.S.S.G. §2B1.1 based on a loss amount that is not a reasonable estimate. “Under U.S.S.G. §2B1.1, the sentencing court increases the defendant’s offense level based on the ‘loss’ to victims caused by his acts.” United States v. Moseley, 980 F.3d 9, 28 (2d Cir. 2020) (quoting U.S.S.G. §2B1.1(b)(1)). Here, the district court adopted the loss amount from the PSR, which assessed the loss associated with Mensah’s scheme to be $177,345. Because the loss was more than $150,000 but less than $250,000, the district court applied a ten-level enhancement to Mensah’s total offense level under U.S.S.G §2B1.1(b)(1)(F). The district court therefore calculated Mensah’s total offense level to be 24 and Mensah’s criminal history category to be I, resulting in an advisory Guidelines range of 51 to 63 months of imprisonment. The district court sentenced Mensah to a below-Guidelines sentence of forty-two months of imprisonment, to be followed by one year of supervised release. The parties dispute the appropriate standard of review. We generally apply a “particularly deferential form of abuse-of-discretion review…to the procedures used to arrive at the sentence” or, in other words, the procedural reasonableness of a sentence. United States v. Davis, 82 F.4th 190, 195-96 (2d Cir. 2023) (internal quotation marks and citation omitted). Procedural error occurs when a district court “fails to properly calculate the Guidelines range or rests its sentence on a clearly erroneous finding of fact,” among other things. United States v. Osuba, 67 F.4th 56, 65 (2d Cir. 2023). “The district court must find facts relevant to a sentencing enhancement by a preponderance of the evidence.” Id. Where a defendant fails to raise a particular challenge to the sentence before the district court, however, we review that challenge for plain error. Id. Mensah argues that he objected to the calculation of the loss amount before the district court, albeit in the restitution context. Thus, in his view, the abuse-of-discretion standard applies (with subsidiary factual findings reviewed for clear error). In contrast, the government argues that the more rigorous plain-error standard applies because Mensah did not specifically object to the loss amount enhancement. We need not decide which party’s view is correct, because even under the standard advocated by Mensah, his argument fails. The district court did not clearly err as a factual matter when it found the loss amount to be $177,345, which was consistent with Lin’s trial testimony. As a preliminary matter, evidence at trial showed that during all relevant times, Mensah lived in New Jersey, and that all the children he served lived in New York City. Since the EIP required providers to administer services in person, Mensah would have had to travel into New York City to provide services. During trial, Lin comprehensively testified about her analysis underpinning the loss amount. She testified that she reviewed data indicative of Mensah’s activities and locations, including the LPR data for the license plate associated with the Silver Lexus and Mensah’s cellphone records. Cross-referencing those records with the purported sessions reflected in Mensah’s session notes, Lin identified conflicts and catalogued each one in a spreadsheet. Lin’s conflicts indicated that it was highly unlikely that Mensah was providing services at the time and place he reported he was in his session notes. She described specific examples of conflicts she identified, which were corroborated by other evidence, such as text messages from Mensah’s cellphone. The text messages often left no room for imagination as to where Mensah was for the day. For instance, Lin recorded conflicts for Mensah’s purported sessions on July 6, 2015, based on her analysis that the Silver Lexus did not enter New York City that day. A text message sent from Mensah’s cellphone on the same day provided, “I did not come to New York today.” App’x at 685. Mensah attacks Lin’s analysis as speculative, arguing that the LPR data did not show who was driving the Silver Lexus. But there was ample other evidence in the record that Mensah owned and drove the Silver Lexus. According to NJMVC records, the Silver Lexus was the only car registered to Mensah during the relevant time. Mensah’s ex-wife testified that she sold him the Silver Lexus, and that she and her son do not use that car. A gas station attendant and Cecilio both observed Mensah driving the Silver Lexus. And although Mensah testified that he took other transportation to New York City, he did not suggest that anyone else drove the Silver Lexus. Furthermore, at least two of the parents who testified indicated that Mensah drove to sessions. It was permissible for the court to infer based on this cumulative evidence that Mensah drove his Silver Lexus to New York City for his sessions. Mensah makes a similar argument with respect to the cellphone records, arguing that there is no direct evidence that he was the one using his cellphone. But circumstantial evidence will do. See United States v. Coppola, 671 F.3d 220, 250 (2d Cir. 2012) (finding no procedural error in the trial court’s loss calculation where the evidence “permit[ted] the district court to make a reasonable estimate of the loss given the available information” (internal quotation marks and citation omitted)). The court could permissibly infer that it was likely the owner of the phone — Mensah — who was using the phone, especially since Mensah does not point to anyone else who used his cellphone. Mensah takes issue with the fact that Lin recorded conflicts based on the use of the phone for more than fifteen minutes when a purported session was ongoing. He argues that such conversations might have been related to social work services. Lin, however, did not rely solely on the duration of the phone usage to record a conflict. She only recorded conflicts with respect to phone usage when there was also independent evidence suggesting that Mensah was not providing services. Accordingly, the district court did not err by applying the tenlevel loss amount enhancement under U.S.S.G. §2B1.1. III. Conclusion In sum, we hold as follows: 1. The district court did not abuse its discretion by permitting a juror whose sister’s friend’s husband was a government witness to remain on the jury. That connection was too attenuated to give rise to a presumption of bias. Nor did the district court plainly err in its voir dire of that juror, as it adequately screened for any actual bias arising from his acquaintance with the government’s witness. 2. The district court did not err in denying Mensah’s motion for a new trial based on the prosecutor’s remark before the jury, during cross-examination of a trial witness, that Mensah had the ability to testify. Any prejudice to Mensah’s Fifth Amendment right not to testify was rendered moot when Mensah later elected to testify on his own behalf. And the record does not suggest that the comment somehow compelled or coerced Mensah to testify. 3. The district court did not clearly err in finding that Mensah billed $177,345 to the agencies for treatment sessions that he had not actually provided, and therefore did not err in applying the ten-level loss amount enhancement under U.S.S.G. §2B1.1. Accordingly, we AFFIRM the district court’s judgment.

 
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