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  • PTAB · Aug 13, 2026 · IPR2025-01531 · APJ Zhenyu Yang · IPR · Final written decision

    Claims 1, 3–6, and 8–14 are unpatentable as obvious; claims 2, 7, and 15 were not shown unpatentable because the prior art did not establish the claimed drug sequence.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Patent Owner states that, for purposes of this proceeding, it does not dispute Petitioner’s proposed definition of a POSA. PO Resp. 8. Based on the entirety of the trial record, we adopt Petitioner’s proposed definition of a POSA’s skill level because it is consistent with the skill level reflected in the disclosures of the ’552 patent and prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 9

    • Expert testimonyPatent owner expert creditedDecided for patent owner

      “We decline to discount Dr. Oberstein’s opinion based on the alleged conflict of interest and bias. Dr. Oberstein testified that the consulting fees he receives from Patent Owner reflect a small fraction of his income. Ex. 1210, 402:21–403:9. We also agree with Patent Owner that an oncologist prescribing an FDA-approved regimen does not evince bias. See Sur-reply 23; see also Ex. 1206, 49 (showing NALIRIFOX is a category 1, NCCN-preferred first-line therapy for metastatic pancreatic cancer), 69 (explaining category 1 is based upon high-level evidence). Petitioner also contends that Dr. Oberstein “offers conclusory opinions,” “fails to properly apply the law, continues to look at each reference in isolation, refuses to acknowledge logical suggestions in the art, and imports new limitations into the claims.” Reply 3–4. We evaluate each piece of evidence, including Dr. Oberstein’s opinion, as it relates to our substantive patentability analysis, and accord it proper weight.” slip op. at 9

    • ExcludeMotion to exclude, deniedDenied

      “Petitioner, as the moving party, bears the burden of proving that the material sought to be excluded is inadmissible under the Federal Rules of Evidence. See 37 C.F.R. §§ 42.20(c), 42.62(a); see also Trial Practice Guide (“TPG”)15 § II.K (“A motion to exclude must explain why the evidence is not admissible.”). For the reasons explained below, we deny Petitioner’s Motion.” slip op. at 17

    • Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedDecided for petitioner

      “only on a ground that could be raised under section 102 or 103 and only on the basis of prior art consisting of patents or printed publications.” 35 U.S.C. § 311(b). Whether a reference qualifies as a “printed publication” involves a case-by-case inquiry into the facts and circumstances surrounding the reference’s disclosure to the public. In re Klopfenstein, 380 F.3d 1345, 1350 (Fed. Cir. 2004). A reference is publicly accessible upon a satisfactory showing that such document has been disseminated or otherwise made available to the extent that persons interested and ordinarily skilled in the subject matter or art exercising reasonable diligence can locate it. Kyocera Wireless Corp. v. ITC, 545 F.3d 1340, 1350–51 (Fed. Cir. 2008). Conroy was published on May 12, 2011. Ex. 1003, 1. Conroy refers to Conroy Protocol (Ex. 1004), stating that “[t]he protocol, including the statistical analysis plan, is available with the full text of this article at NEMJ.org.” Ex. 1003, 3. When questioned whether he has “any reason to believe that the protocol would not have been provided on NEJM.org with this text when it was published,” Dr. Oberstein testified that “if they say they provided it, then I think they probably provided it.” Ex. 1210, 165:20–166:2. 17 Alternatively, to the extent necessary, under the circumstances of this case, we waive the requirement of § 42.63(b). See 37.C.F.R. § 42.5(b). In addition, Dr. Ratain testified that “most top journals require that the protocol be submitted at the time of initial submission, and it’s always published alongside any major paper.” Ex. 2073, 42:2–5. According to Dr. Ratain, “[c]ertainly, New England Journal of Medicine does that.” Id. at 42:6–7. We credit the testimony from both Dr. Oberstein and Dr. Ratain on this issue. Accordingly, we find Exhibit 1004 was publicly accessible at the same time Conroy was published. slip op. at 28

    Patent outcomesUS 11,344,552 mixed
    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 11,344,552
  • PTAB · Aug 13, 2026 · IPR2025-00505 · APJ Zhenyu Yang · IPR · Final written decision

    Claims 1, 3–6, and 8–14 are unpatentable as obvious over the first § 103 combination; claims 2, 7, and 15 were not shown unpatentable because the art did not support the claimed drug sequence.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner asserts that [t]he person of ordinary skill in the art (POSA) would have been an M.D. and/or Pharm. D who would have completed training in medical oncology, particularly in the field of gastrointestinal (GI) cancers, or a Ph.D. in clinical pharmacology, pharmaceutical sciences, pharmaceutics, and/or drug delivery, also particularly in the field of GI cancers, or their equivalents, along with at least 1-2 years of post-doctoral experience. Pet. 26 (citing Ex. 1002 ¶¶ 44–46). Patent Owner states that, for purposes of this proceeding, it does not dispute Petitioner’s proposed definition of a POSA. PO Resp. 8. Based on the entirety of the trial record, we adopt Petitioner’s proposed definition of a POSA’s skill level because it is consistent with the skill level reflected in the disclosures of the ’552 patent and prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 9

    • Expert testimonyPatent owner expert creditedDecided for patent owner

      “We decline to discount Dr. Oberstein’s opinion based on the alleged conflict of interest and bias. Dr. Oberstein testified that the consulting fees he receives from Patent Owner reflect a small fraction of his income. Ex. 1210, 402:21–403:9. We also agree with Patent Owner that an oncologist prescribing an FDA-approved regimen does not evince bias. See Sur-reply 23; see also Ex. 1206, 49 (showing NALIRIFOX is a category 1, NCCN-preferred first-line therapy for metastatic pancreatic cancer), 69 (explaining category 1 is based upon high-level evidence). Petitioner also contends that Dr. Oberstein “offers conclusory opinions,” “fails to properly apply the law, continues to look at each reference in isolation, refuses to acknowledge logical suggestions in the art, and imports new limitations into the claims.” Reply 3–4. We evaluate each piece of evidence, including Dr. Oberstein’s opinion, as it relates to our substantive patentability analysis, and accord it proper weight.” slip op. at 9

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for patent owner

      “In the DI, the Board stated that the ordinary understanding of a claim reciting a “method of treating metastatic adenocarcinoma of the pancreas” that comprises “administering an antineoplastic therapy to the patient” in order “to treat the metastatic adenocarcinoma of the pancreas” is that the “treatment” would have more than a de minimis therapeutic benefit or efficacy for the patient being treated. DI 14. We, however, rejected the notion that the claims “would require some particular degree of clinical efficacy” because “the level of clinical efficacy is not a claim limitation.” Id.” slip op. at 12

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Not reached

      “The parties, however, disagree over whether each recited dose must be the starting dose. Petitioner argues that “claim 1 requires that the method of treatment is a first-line therapy, but does not require that the claimed doses be used as a starting dose.” Paper 51, 1. In contrast, Patent Owner argues that “[t]he specification describes that the recited dose of each drug is a ‘starting’ or ‘initial’ dose.” Paper 50, 2 (citing Ex. 1001, 13:38–45, 30:5–7). For purposes of this Decision, we do not need to resolve this dispute. See Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011) (stating that claim terms need only be construed to the extent necessary to resolve the controversy). As explained below, we agree with Petitioner that, even if claim 1 recites the starting dose for each drug, Petitioner has shown, by a preponderance of the evidence, that the prior art teaches each dose and a POSA would have had a reason to start with the recited doses. See infra Section II.G.3; Paper 51, 3 n.2. Because we find that the prior art teaches or suggests the claimed subject matter even under Patent Owner’s proposed narrower claim interpretation, we need not further construe the disputed claim language.” slip op. at 16

    Patent outcomesUS 11,344,552 mixed
    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 11,344,552
  • Crowdstrike, Inc. v. Gosecure, Inc.Some claims unpatentable
    PTAB · Aug 12, 2026 · IPR2025-00070 · APJ Neil T Powell · IPR · Final written decision

    Claims 1, 3–7, and 9–21 are unpatentable as obvious; claims 2 and 8 were not shown unpatentable because the asserted art did not meet their construed limitations.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “III. ANALYSIS LEVEL OF ORDINARY SKILL A. Petitioner explains the applicable level of skill in the art as follows: As of June 24, 2010, a person of ordinary skill in the art (POSITA) would be a person having a bachelor’s degree in computer science, computer engineering, or an equivalent, as well as two years of industry experience and who would have had a working knowledge of software security analysis, and dynamic malware analysis. Additional graduate education could substitute for professional experience, or significant experience in the field could substitute for formal education. Pet. 8 (Ex. 1003 ¶¶ 30–31). Patent Owner does not dispute Petitioner’s explanation of the level of skill in the art. See Ex. 2031 ¶¶ 15–16. We adopt Petitioner’s uncontested proposed level of ordinary skill in the art, which we find consistent with the level of ordinary skill in the art reflected by the ’872 patent and the prior art of record. See Okajima v.” slip op. at 12

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner

      “We begin with the claim language in view of the Specification, which weighs heavily against Patent Owner’s position that we should rewrite “computer system” as narrowly referring to a “computing device.” PO Resp. 24. As Petitioner notes, the ’872 patent’s Specification uses “computer system” to refer to a wide range of equipment, from a component of a computing device, to a whole computing device, to a collection of computing devices. Reply 9–10 (citing Ex. 1001, 4:5–8, 11:15–18, 16:50–55). In one example, the Specification refers to “one or more other computer systems (e.g., protected network devices 136).” Ex. 1001, 18:52–53. Thus, the Specification lists “protected network devices 136” as only an example of “other computer systems,” demonstrating that “computer systems” refers to things other than protected network devices. Although Patent Owner may be correct that this passage more than a single computing device,” we find that other disclosures in the ’872 patent do. Specifically, the Specification uses the language “distributed computer system” when referring to numerous components, including “protected network devices” and an “IDS/IPS system.” Ex. 1001, 3:26–28; Reply 10. In addition to showing that a “computer system” is not limited to a single computing device, this conveys that a “computer system” according to the ’872 patent can include an IDS/IPS.” slip op. at 14

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner

      “Based on our review of the complete record, we find Petitioner’s arguments and evidence to be more persuasive. Patent Owner does not dispute Petitioner’s argument and evidence that capturing detailed information like Goel’s activity sources, activity targets, and association was recognized as enhancing threat analysis. Pet. 44 (citing Ex. 1003 ¶ 79); see PO Resp. 55–59; Sur-Reply 15–17. Additionally, contrary to Patent Owner’s suggestion, we find that the Petition does not propose incorporating Goel’s kernel hooks into Capalik’s system. See Pet. 41–46. Patent Owner contends that the Petition’s reference to modifying Capalik by “adding lines of code” suggests implementing the code disclosed in Goel include kernel hooks. Id. Notwithstanding Patent Owner’s assertion otherwise, this is an unpersuasive bodily incorporation argument, as the Petition never says an ordinarily skilled artisan would have used the exact lines of code from Goel in Capalik. Rather, the Petition says that an ordinarily skilled artisan would have had sufficient skill to implement straightforward code modifications to identify activity sources, targets, and associations: a [person of ordinary skill in the art] would have understood that modifying Capalik’s system (e.g., Linux-based) to additionally monitor, identify, and store each individual activity of an attack including “activity sources, activity targets, and associations” would have required straightforward modifications to programs/code instructions, which would have been well-within the skillset of a [person of ordinary skill in the art]. Pet. 46. Patent Owner argues that Petitioner does not explain how an ordinarily skilled artisan would have modified Capalik without using kernel hooks. Sur-Reply 17. But Patent Owner does not cite any evidence to counter Dr. Jakobsson’s testimony that an ordinarily skilled artisan would have had the skill to apply Goel’s general teaching of identifying sources, targets, and associations to Capalik’s system. Ex. 1003 ¶ 182. On the whole, the evidence does not support Patent Owner’s position that the combination would have required substantially increased detection risk. Moreover, even if the combination would have somewhat increased detection risk, Petitioner persuades us that an ordinarily skilled artisan still would have had reason to combine the references teachings. Patent Owner’s allegations of increased detection risk do not negate the undisputed evidence that the combination would have provided the advantage of improved threat analysis. Pet. 44 (citing Ex. 1003 ¶¶ 175–182). Ultimately, Patent Owner’s that activity logging be undetectable.” PO Resp. 56 (emphasis added) (citing Ex. 1004 ¶ 6). This exaggerates Capalik’s disclosure. Although the cited paragraph suggests that certain systems unfortunately may be detectable by some users, it does not convey that it is a requirement for the system to be categorically undetectable. See Ex. 1004 ¶ 6.8 In sum, Petitioner persuades us by a preponderance of the evidence that it would have been obvious to modify Capalik “to identify and store unauthorized activities including the activity source, activity target, and association of each activity.” Pet. 41–46; PO Resp. 55–59; Reply 20–22; Sur-Reply 15–17.” slip op. at 47

    • Obviousness (§103) › Objective indicia / secondary considerations › NexusObjective indicia no nexusDecided for patent owner

      “arguments and evidence, we determine that Patent Owner fails to sufficiently show a nexus between any of its objective indicia evidence and the claimed invention. See Fox Factory, Inc. v. SRAM, LLC, 944 F.3d 1366, 1373 (Fed. Cir. 2019) (“The patentee bears the burden of showing that a nexus exists”). A showing of sufficient nexus is required to establish that the evidence relied upon traces its basis to a novel element in the claim, not to something in the prior art. Institut Pasteur & Universite Pierre Et Marie Curie v. Focarino, 738 F.3d 1337, 1347 (Fed. Cir. 2013). Objective evidence that results from something that is not “both claimed and novel in the claim” lacks a nexus to the merits of the invention. In re Kao, 639 F.3d 1057, 1068 (Fed. Cir. 2011) (emphasis omitted). Thus, establishing nexus involves a showing that novel elements in the claim, not prior-art elements, account for the objective evidence of nonobviousness. Id. As discussed above, Petitioner shows that Capalik teaches all limitations of claim 1. Petitioner persuades us that none of claim 1’s elements individually nor any combination thereof is novel over Capalik’s disclosure. Accordingly, claim 1 is not novel over Capalik, which disproves Patent Owner’s assertion of nexus. PO Resp. 73–76. Moreover, even if claim 1 were novel, Patent Owner otherwise fails to show nexus for its commercial success, praise, or copying assertions. Patent Owner’s evidence does not show that Petitioner’s commercial product embodies claim 1. For example, we agree with Petitioner that Patent Owner “failed to analyze any meaningful detail regarding” how the Falcon Platform allegedly meets limitation 1(d). Reply 28–29. In particular, Patent Owner has not sufficiently addressed limitation 1(d) with the following argument: “1[D] The Falcon Platform transmitted to other computer systems” slip op. at 37

    Patent outcomesUS 9,954,872 mixed
    Claim construction§ 103 obviousnesscites Phillips
    Patents in suitUS 9,954,872
  • PTAB · Jun 17, 2026 · IPR2025-00109 · APJ Bach V Hoang · IPR · Final written decision

    Claims 1–24 were not shown unpatentable because the petitioner failed to establish motivation to combine the references and failed to show the claimed different-distance image capture.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Having considered the full record at trial, we maintain the preliminary finding regarding the level of ordinary skill in the art. See Inst. Dec. 11–12. In particular, based on the teachings of the ’910 Patent and the asserted prior art, we are persuaded that an ordinarily skilled artisan would have had a work experience related to biometrics, facial authentication, computer vision, and/or optics as at least one of those fields is respectively implicated by the ’910 Patent and the asserted prior at. Moreover, our decision would be the same under either proposed level of skill.” slip op. at 10

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “C. Claim Construction We interpret claim terms using “the same claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. 282(b).” 37 C.F.R. § 42.100(b). Under the principles set forth by the Federal Circuit, the “words of a claim ‘are generally given their ordinary and customary meaning,’” as would be understood by a person of ordinary skill in the art at the time of the invention. Phillips v. AWH Corp., 415 F.3d 1303, 1312 (Fed. Cir. 2005) (en banc) (quoting Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). The parties do not dispute any claim terms or phrases and our decision does not require construing any particular claim terms or phrases, therefore, we do not expressly construe any particular claim term or phrase. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’”” slip op. at 10

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable

      “We find that these reasons would not have adequately motivated a person having ordinary skill in the art to combine and modify the references in Petitioner’s asserted manner to reach the claimed features. Petitioner’s motivations — “substitution,” “obvious alternative . . . approaches,” “use of a known technique,” and “complimentary” techniques — are all similarly based on swapping or adding techniques for verifying three dimensionality. See Pet. 13–17; Pet. Reply 16–17. Those motivations might have been suitable had Tanii described techniques to verify three dimensionality, but Petitioner has not shown that Tanii describes any technique to verify three dimensionality. See Pet. 13–17, 25–28. Instead, as discussed above, Tanii describes the existence of the perspective distortion phenomenon and a technique for correcting it. As such, substituting the knowledge that perspective distortion exists and techniques to correct it does not correspond adequately motivate Petitioner’s combination. Put another way, because Tanii does not teach an approach for verifying three-dimensionality, Tanii’s techniques cannot be used as a substitute for approaches that do verify three dimensionality simply because Tanii discloses the concept of perspective distortion.” slip op. at 16

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

      “distance from the user. Derakhshani teaches two different approaches (1) focus-distance approach and (2) parallax approach. Petitioner acknowledges that the focus-distance approach does not expressly disclose capturing a second image at a second distance. Pet. 13 (distinguishing “focus distances” from “actual distances.”). This is because focus-distance, by definition, is not actual distance. Ex. 1005, 16:47–48 (“Focus distance is the distance from a sensor to a point in its field of view that is perfectly in focus.”) In Derakhshani’s focus-distance approach the camera stays the same distance from its subject—only the focus distance changes. Id. at 16:66–17:2 (“By comparing degree of focus for a landmark in images with different focus distances, the distance from the sensor to the landmark may be estimated.”) Derakhshani’s parallax approach also does not expressly disclose capturing a second image at a second distance. In the parallax approach the camera is rotated or slid about the user to create images with different perspectives. Ex. 1005, 17:59–64 (“In some implementations, the sensor is moved about the subject during image capture to collect image data from different orientations relative to the subject. For example, a single camera may be rotated or slid slightly or multiple cameras at different positions may be used for image capture.”). Rotating a camera around a user does not change the distance of the camera from the user. At the hearing Petitioner, indicating that Derakhshani takes a second image at a second distance. Tr. 16:9–12 (“[Petitioner’s Counsel: . . . Dr. Daft is talking about some of the terms that Derakhshani is using. For example, the term slid and shown in the images, he talks about how slid refers to the different distances between the sensor and the user.”). We determine that it is more likely that the word “slid,” as used in the relevant portion of Derakhshani, further describes the rotation of the camera about the user. Derakhshani indicates as much by describing that both rotating and sliding the camera are examples of how the camera sensor is “moved about the subject during image capture.” Ex. 1005, 17:60–61. Thus, sliding the camera does not necessarily disclose moving the camera to a second distance from the subject. Zhang also does not expressly disclose capturing a second image at a second distance. Petitioner acknowledges as much stating “[a]lthough Zhang does not expressly say that the second image is captured at a second distance different from the distance of the first image, this would have been obvious to a POSITA.” Pet. 61 (citing Ex. 1003 ¶ 1046). Because Zhang does not expressly disclose capturing a second image at a second distance, Petitioner once again relies on expert testimony to argue that the multiple images disclosed in Zhang would have been taken at different perspectives resulting from rotating or translating the position of the camera and that taking images at different distances would have enhanced Zhang’s homography-transformation procedure. Pet. 61–62 (citing Ex. 1003 ¶ 1046). From here Petitioner repeats many of the same arguments it made regarding the parallax approach from Derakhshani, except that these arguments are on even weaker footing because Zhang does not mention taking images by translating the position of the camera, nor even that the multiple images taken should be from different perspectives. Each of these assertions are made solely on the basis of Petitioner’s expert testimony, and as such are not persuasive. Pet. 61–62 (citing Ex. 1003 ¶¶ 1046). Petitioner’s argument that Zhang teaches capturing a second image at a second distance simply lacks sufficient support from Zhang’s disclosure.” slip op. at 25

    Patent outcomesUS 11,874,910 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 11,874,910
  • Jumio Corp. v. Facetec, Inc.No claims unpatentable
    PTAB · Jun 17, 2026 · IPR2025-00108 · APJ Nabeel U Khan · IPR · Final written decision

    Claims 1–24 were not shown unpatentable because the asserted combinations lacked adequate motivation to combine and did not teach capturing images at different distances.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Patent Owner argues Petitioner’s proffered level of skill is too broad with respect to work experience. PO Resp. 27–28. Patent Owner counters that a person having ordinary skill in the art would have had a Bachelor’s degree in electrical engineering, computer engineering, computer science, physics, or a related field, and two years’ work experience related to biometric security, facial authentication, and three-dimensional computer vision such that they would have had significant academic and/or work experience in both facial biometrics and computer vision. Id. at 28–29. Having considered the full record at trial, we maintain the preliminary finding regarding the level of ordinary skill in the art. See Inst. Dec. 13–14. In particular, based on the teachings of the ’938 patent and the asserted prior art, we are persuaded that an ordinarily skilled artisan would have had a work experience related to biometrics, facial authentication, computer vision, and/or optics as at least one of those fields is respectively implicated by the ’938 patent and the asserted prior at. Moreover, our decision would be the same under either proposed level of skill.” slip op. at 9

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “C. Claim Construction We interpret claim terms using “the same claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. 282(b).” 37 C.F.R. § 42.100(b). Under the principles set forth by the Federal Circuit, the “words of a claim ‘are generally given their ordinary and customary meaning,’” as would be understood by a person of ordinary skill in the art at the time of the invention. Phillips v. AWH Corp., 415 F.3d 1303, 1312 (Fed. Cir. 2005) (en banc) (quoting Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). The parties do not dispute any claim terms or phrases and our decision does not require construing any particular claim terms or phrases, therefore, we do not expressly construe any particular claim term or phrase. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 10

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable

      “images are three dimensional—let alone a technique that captures two images at different distances, compares the images for certain differences, and verifies three dimensionality based on those differences, as recited by the claim. Instead, Tanii describes a system that “corrects warp in which the perspective is exaggerated when an image is captured with the user’s face at close range.” Ex. 1007, code (57). In particular, Tanii recognizes the physical phenomenon of perspective distortion (fish-eye distortion) where “[i]f the image of the face of a person or the like is captured from a point that is relatively nearby, an image is obtained in which the perspective appears exaggerated,” i.e., the user image is warped or distorted. Id. ¶ 6; see id. ¶ 48, Fig. 4B. Tanii corrects such warped images by enlarging peripheral areas of the user image. Id. ¶¶ 55–56.” slip op. at 17

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

      “distance from the user. Derakhshani teaches two different approaches: (1) focus-distance approach and (2) parallax approach. Petitioner acknowledges that the focus-distance approach does not expressly disclose capturing a second image at a second distance. Pet. 12 (distinguishing “focus distances” from “actual distances.”). This is because focus-distance, by definition, is not actual distance. Ex. 1005, 16:47–48 (“Focus distance is the distance from a sensor to a point in its field of view that is perfectly in focus.”) In Derakhshani’s focus-distance approach the camera stays the same distance from its subject—only the focus distance changes. Id. at 16:66–17:2 (“By comparing degree of focus for a landmark in images with different focus distances, the distance from the sensor to the landmark may be estimated.”) Derakhshani’s parallax approach also does not expressly disclose capturing a second image at a second distance. In the parallax approach the camera is rotated or slid about the user to create images with different perspectives. Derakhshani, 17:59–64 (“In some implementations, the sensor is moved about the subject during image capture to collect image data from different orientations relative to the subject. For example, a single camera may be rotated or slid slightly or multiple cameras at different positions may be used for image capture.”). Rotating a camera around a user does not change the distance of the camera from the user. At the hearing Petitioner, instead, focused specifically on the use of the word “slid” in Derakhshani as indicating that Derakhshani takes a second image at a second distance. Tr. 16:9–12 (“[Petitioner’s Counsel: . . . Dr. Daft is talking about some of the terms that Derakhshani is using. For example, the term slid and shown in the images, he talks about how slid refers to the different distances between the sensor and the user.”). We determine that it is more likely that the word “slid,” as used in the relevant portion of Derakhshani, further describes the rotation of the camera about the user. Derakhshani indicates as much by describing that both rotating and sliding the camera are examples of how the camera sensor is “moved about the subject during image capture.” Derakhshani, 17:60–61. Thus, sliding the camera does not necessarily disclose moving the camera to a second distance from the subject.” slip op. at 27

    Patent outcomesUS 11,693,938 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR
    Patents in suitUS 11,693,938
  • PTAB · Jun 17, 2026 · IPR2025-00107 · APJ Bach V Hoang · IPR · Final written decision

    Claims 1–20 were not determined unpatentable because the petition did not establish motivation to combine the references or that they taught capturing images at different distances.

    RulingsFinal written decision
    • Skill levelSkill level board ownDecided for patent owner

      “Patent Owner argues Petitioner’s proffered level of skill is too broad with respect to work experience. PO Resp. 27–28. Patent Owner counters that a person having ordinary skill in the art would have had a Bachelor’s degree in electrical engineering, computer engineering, computer science, physics, or a related field, and two years’ work experience related to biometric security, facial authentication, and three-dimensional computer vision such that they would have had significant academic and/or work experience in both facial biometrics and computer vision. Id. at 28–29. Having considered the full record at trial, we maintain the preliminary finding regarding the level of ordinary skill in the art. See Inst. Dec. 8. In particular, based on the teachings of the ’606 Patent and the asserted prior art, we are persuaded that an ordinarily skilled artisan would have had a work experience related to biometrics, facial authentication, computer vision, and/or optics as at least one of those fields is respectively implicated by the ’606 Patent and the asserted prior at. Moreover, our decision would be the same under either proposed level of skill.” slip op. at 9

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “The parties do not dispute any claim terms or phrases and our decision does not require construing any particular claim terms or phrases, therefore, we do not expressly construe any particular claim term or phrase. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 10

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable

      “We find that these reasons would not have adequately motivated a person having ordinary skill in the art to combine and modify the references in Petitioner’s asserted manner to reach the claimed features. Petitioner’s motivations—“substitution,” “obvious alternative . . . approaches,” “use of a known technique,” and “complimentary” techniques—are all similarly based on swapping or adding techniques for verifying three dimensionality. See Pet. 12–16; Pet. Reply 6–7. These motivations might have been suitable had Tanii described techniques for verifying three dimensionality, but Petitioner has not shown that Tanii describes any technique to verify three dimensionality. See Pet. 12–16, 19–23. Instead, as discussed above, Tanii describes the existence of the perspective distortion phenomenon and a technique for correcting it. As such, substituting the knowledge that perspective distortion exists and techniques to correct it does not correspond with approaches for verifying three-dimensionality, and so does not adequately motivate Petitioner’s combination. Put another way, because Tanii does not teach an approach for verifying three-dimensionality, Tanii’s techniques cannot be used as a substitute for approaches that do verify three dimensionality simply because Tanii discloses the concept of perspective distortion.” slip op. at 16

    • Obviousness (§103) › Objective indicia / secondary considerations › NexusObjective indicia with nexusObjective indicia outweighedDecided for patent owner

      “Patent Owner has demonstrated a nexus by showing that certain objective indicia, discussed below, are the direct result of the unique characteristics of the claimed invention. As discussed above in our summary of the ’606 Patent and reflected in our discussion of Petitioner’s obviousness challenges (see §§ I.F, II.E.1, II.E.2, II.E.3), the unique characteristics of the claim relate to verification of three dimensionality by comparing two images taken at different distances for perspective distortion. Indeed, those features are what distinguish over the prior art. See id. Furthermore, Patent Owner, supported by testimony from its Chief Technology Officer, Mr. Rose, asserts the unique characteristics claimed are reflected in the “3D liveness checks” its ZoOm software product provides because ZoOm “confirms that a user is 3D by comparing images taken at different distances for expected differences in biometric data, such as the presence of appropriate perspective distortion and differences.” PO Resp. 25 (citing Ex. 2059 ¶ 49). Patent Owner’s assertion is further supported by a “FaceTec Software Explanation” stating that its software uses “near & far image data . . . to determine if the expected differences in perspective distortion are present in the image data” and, from that, “decides if there is sufficient evidence in the image data to conclude with a high degree [of] confidence that the image data contains first-generation biometric data captured in real-time from a live, physically present user.” Ex. 2067; see PO Resp. 25–26. As such, the 3D liveness checks provided by Patent Owner’s software are indicative of the unique characteristics of the claimed invention and, as we discuss below, certain objective indicia of nonobviousness have a direct nexus to the 3D liveness checks of its software.” slip op. at 30

    Patent outcomesUS 11,157,606 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 11,157,606
  • Jumio Corp. v. Facetec, Inc.No claims unpatentable
    PTAB · Jun 17, 2026 · IPR2025-00106 · APJ Nabeel U Khan · IPR · Final written decision

    The Board determined claims 1–20 were not unpatentable because Jumio did not show sufficient motivation to combine the references or that they taught capturing images at different distances.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Patent Owner argues Petitioner’s proffered level of skill is too broad with respect to work experience. PO Resp. 28. Patent Owner counters that a person having ordinary skill in the art would have had a Bachelor’s degree in electrical engineering, computer engineering, computer science, physics, or a related field, and two years’ work experience related to biometric security, facial authentication, and three-dimensional computer vision such that they would have had significant academic and/or work experience in both facial biometrics and computer vision. Id. at 28–29. Having considered the full record at trial, we maintain the preliminary finding regarding the level of ordinary skill in the art. See Inst. Dec. 11–12. In particular, based on the teachings of the ’471 patent and the asserted prior art, we are persuaded that an ordinarily skilled artisan would have had a work experience related to biometrics, facial authentication, computer vision, and/or optics as at least one of those fields is respectively implicated by the ’471 patent and the asserted prior at. Moreover, our decision would be the same under either proposed level of skill.” slip op. at 10

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “that would be used to construe the claim in a civil action under 35 U.S.C. 282(b).” 37 C.F.R. § 42.100(b). Under the principles set forth by the Federal Circuit, the “words of a claim ‘are generally given their ordinary and customary meaning,’” as would be understood by a person of ordinary skill in the art at the time of the invention. Phillips v. AWH Corp., 415 F.3d 1303, 1312 (Fed. Cir. 2005) (en banc) (quoting Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). The parties do not dispute any claim terms or phrases and our decision does not require construing any particular claim terms or phrases, therefore, we do not expressly construe any particular claim term or phrase. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 10

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable

      “We find that these reasons would not have adequately motivated a person having ordinary skill in the art to combine and modify the references in Petitioner’s asserted manner to reach the claimed features. Petitioner’s motivations—“substitution,” “obvious alternative . . . approaches,” “use of a known technique,” and “complimentary” techniques—are all similarly based on swapping or adding techniques for verifying three dimensionality. See Pet. 12–16; Pet. Reply 6–7. These motivations might have been suitable had Tanii described techniques for verifying three dimensionality, but Petitioner has not shown that Tanii describes any technique to verify three dimensionality. See Pet. 13–17, 25–28. Instead, as discussed above, Tanii describes the existence of the perspective distortion phenomenon and a technique for correcting it. As such, substituting the knowledge that perspective distortion exists and techniques to correct it does not correspond with approaches for verifying three-dimensionality, and so does not adequately motivate Petitioner’s combination. Put another way, because Tanii does not teach an approach for verifying three-dimensionality, Tanii’s techniques cannot be used as a substitute for approaches that do verify three dimensionality simply because Tanii discloses the concept of perspective distortion.” slip op. at 18

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

      “none of the relied upon references teach capturing two images at two different distances, as required by limitations 1[d3] and 1[d4]. These limitations recite “moving the camera from a first location to a second location, the second location being a second distance from the user” and “capturing at least one second image of the user taken with the camera of the computing device at the second distance from the user, the second distance being different than the first distance.” Derakhshani does not teach capturing a second image at a second distance from the user. Derakhshani teaches two different approaches: (1) focus-distance approach and (2) parallax approach. Petitioner acknowledges that the focus-distance approach does not expressly disclose capturing a second image at a second distance. Pet. 13 (distinguishing “focus distances” from “actual distances.”). This is because focus-distance, by definition, is not actual distance. Ex. 1005, 16:47–48 (“Focus distance is the distance from a sensor to a point in its field of view that is perfectly in focus.”) In Derakhshani’s focus-distance approach the camera stays the same distance from its subject—only the focus distance changes. Id. at 16:66–17:2 (“By comparing degree of focus for a landmark in images with different focus distances, the distance from the sensor to the landmark may be estimated.”) Derakhshani’s parallax approach also does not expressly disclose capturing a second image at a second distance. In the parallax approach the camera is rotated or slid about the user to create images with different perspectives. Ex. 1005, 17:59–64 (“In some implementations, the sensor is moved about the subject during image capture to collect image data from different orientations relative to the subject. For example, a single camera may be rotated or slid slightly or multiple cameras at different positions may be used for image capture.”). Rotating a camera around a user does not change the distance of the camera from the user. At the hearing Petitioner, instead, focused specifically on the use of the word “slid” in Derakhshani as indicating that Derakhshani takes a second image at a second distance. Tr. 16:9–12 (“[Petitioner’s Counsel: . . . Dr. Daft is talking about some of the terms that Derakhshani is using. For example, the term slid and shown in the images, he talks about how slid refers to the different distances between the sensor and the user.”). We determine that it is more likely that the word “slid,” as used in the relevant portion of Derakhshani, further describes the rotation of the camera about the user. Derakhshani indicates as much by describing that both rotating and sliding the camera are examples of how the camera sensor is “moved about the subject during image capture.” Derakhshani, 17:60–61. Thus, sliding the camera does not necessarily disclose moving the camera to a second distance from the subject.” slip op. at 27

    Patent outcomesUS 10,776,471 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 10,776,471
  • PTAB · May 13, 2026 · IPR2025-00028 · APJ Zhenyu Yang · IPR · Final written decision

    Claims 1–15 and 17–22 are unpatentable as obvious over the specified combinations of Shapero, Delseny, and, for certain claims, Hamady or Jones.

    RulingsFinal written decision
    • Skill levelSkill level board ownDecided for patent owner

      “In the DI, we addressed Patent Owner’s arguments disputing Petitioner’s proposed definition. DI 17–18 (citing Prelim. Resp. 11–12). We stated that for purposes of this Decision, we find a POSA would have had a Ph.D. in molecular biology, molecular genetics, bioinformatics, biochemistry, or a related field. Alternatively, a POSA would have had a B.S. or M.S. degree with three to five years of experience working in any of those fields. Additionally, the POSA would have had experience with NGS sequencing methods and a working knowledge of how those methods functioned. Id. at 18. After institution, Patent Owner states that, for purposes of this proceeding, it adopts the Board’s definition of a POSA. PO Resp. 12. Based on the entirety of the trial record, we maintain our finding of a POSA’s skill level.” slip op. at 9

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached

      “Claim Construction In an inter partes review, we construe a claim term “using the same claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. [§] 282(b).” 37 C.F.R. § 42.100(b) (2020). Under that standard, the words of a claim “are generally given their ordinary and customary meaning,” which is “the meaning that the term would have to a person of ordinary skill in the art in question at the time of the invention, i.e., as of the effective filing date of the patent application.” Phillips v. AWH Corp., 415 F.3d 1303, 1312–13 (Fed. Cir. 2005) (en banc). Claim terms need only be construed to the extent necessary to resolve the controversy. Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011). On this record and for purposes of this Decision, we see no need to construe any claim term expressly.” slip op. at 9

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
    • Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner

      “A reference teaches away “when a person of ordinary skill, upon reading the reference, would be discouraged from following the path set out in the reference, or would be led in a direction divergent from the path that was taken by the applicant.” In re Fulton, 391 F.3d 1195, 1201 (Fed. Cir. 2004). “The prior art’s mere disclosure of more than one alternative does not constitute a teaching away from any of these alternatives because such disclosure does not criticize, discredit, or otherwise discourage the solution claimed.” Id.” slip op. at 29

    Patent outcomesUS 10,036,012 unpatentable
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 10,036,012
  • PTAB · May 13, 2026 · IPR2025-00029 · APJ Zhenyu Yang · IPR · Final written decision

    Claims 1–12 and 14–19 are unpatentable as obvious over the listed combinations; Petitioner’s motion to strike is denied.

    RulingsFinal written decision
    • Skill levelSkill level board ownDecided for petitioner

      “for purposes of this Decision, we find a POSA would have had a Ph.D. in molecular biology, molecular genetics, bioinformatics, biochemistry, or a related field. Alternatively, a POSA would have had a B.S. or M.S. degree with three to five years of experience working in any of those fields. Additionally, the POSA would have had experience with NGS sequencing methods and a working knowledge of how those methods functioned.” slip op. at 7

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. [§] 282(b).” 37 C.F.R. § 42.100(b) (2020). Under that standard, the words of a claim “are generally given their ordinary and customary meaning,” which is “the meaning that the term would have to a person of ordinary skill in the art in question at the time of the invention, i.e., as of the effective filing date of the patent application.” Phillips v. AWH Corp., 415 F.3d 1303, 1312–13 (Fed. Cir. 2005) (en banc). Claim terms need only be construed to the extent necessary to resolve the controversy. Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011). On this record and for purposes of this Decision, we see no need to construe any claim term expressly.” slip op. at 8

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
    • Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
    Patent outcomesUS 10,876,108 unpatentable
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 10,876,108
  • PTAB · May 12, 2026 · IPR2025-00026 · APJ Georgianna W Braden · IPR · Final written decision

    Claims 1–10 are unpatentable: claims 1–3 and 5–10 are anticipated by Porreca and obvious over Schmitt and McCloskey; claims 4 and 7 are also obvious over the listed Illumina combinations.

    RulingsFinal written decision
    • Skill levelSkill level board ownDecided for patent owner

      “On the initial trial record, we agreed with Patent Owner that one of ordinary skill in the art would have had experience with next generation sequencing, but were not persuaded that this would only be possible in the field of molecular biology. Instead, we found that a person of ordinary skill would have had either (1) a Ph.D. in the field of chemistry, molecular biology, or biochemistry or (2) a B.S. or M.S. degree with three to five years of experience working in any of those fields. Inst. Dec. 8. We specifically found that “[t]he person of ordinary skill would have had experience with next generation sequencing methods and a working knowledge of how those methods functioned.” Id. at 8–9. Patent Owner now submits that it does not dispute the definition of a person of ordinary skill in the art as laid out in the Institution Decision. PO Resp. 13. Reviewing the entire trial record, we maintain the same definition of a person of ordinary skill in the art and note that it is consistent with the skill level reflected in the disclosures of the ’357 patent and prior art. We further note that the skill level does not affect our analysis or our final decision.” slip op. at 10

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner

      “In the Institution Decision, the Board adopted Petitioner’s construction of the term “adaptor.” Inst. Dec. 9. Patent Owner does not dispute this construction. PO Resp. 13–14. During oral argument, Petitioner argued that claim 1 requires “an adapter to be ligated onto a target DNA, and that adapter needs to have two different sequences of DNA that are used for identification” including a “socalled identifier that's one to eight nucleotides in an indexing site.” Tr. 6:19–7:2. Patent Owner, again, did not dispute this characterization of “adaptor.” See generally Tr. Based on the entirety of the trial record, we continue to apply Petitioner’s construction of the term “adaptor,” although we note that it does not affect our analysis.” slip op. at 12

    • Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableUnpatentable

      “Based on the entirety of the trial record, we do not agree with Patent Owner’s reading of either the claims or the prior art because Patent Owner takes too narrow a view of both. First, based on the plain language of Porreca, we find it uses a combination of the sequence reads of the target sequence and differentiator tag sequences to determine whether there is duplication. See Ex. 1006 ¶¶ 139–140, 143, 148, 153. All that the claim requires is that the method identifies sequence reads with identical identifier and target sequences as duplicates. Because claim 1 contains the transition “comprising,” the claim is still satisfied if the category of identified duplicate reads contains identical labels and also contains more. Patent Owner admits that the identifier and target sequence do not have to be used simultaneously. Tr. 46:16–48:4. Instead, Patent Owner challenges whether Porreca uses the required elements in combination as recited in the challenged claims. Based on the record before us, we agree with Petitioner’s position especially in view of the open-ended nature of the claims and Patent Owner’s own admission that there is no temporal requirement for the use of target sequences and differentiator tag sequences. Specifically, we find that Porreca teaches using the combination of the target sequences and the differentiator tag sequence to determine whether particular sequence reads are unique or PCR duplicates. See Ex. 1006 ¶¶ 139–140, 143, 148, 153. The use of both such sequences meet the claim limitations. This finding is consistent with the prosecution history of the ’357 patent and how the applicant and examiner interpreted the claims. See Ex. 1013, 69–70, 78–79. Second, we find the disclosure of Porreca sufficient to demonstrate to an ordinarily skilled artisan that “collapsing” is done by comparing target sequences and differentiator tag sequences. Porreca specifically explains that: after multiple reads have been collected for a given locus, it is possible that due to bias (e.g., caused by PCR amplification steps), a large fraction of the reads are derived from a single originating molecule. This would skew the population of target sequences observed, and would affect the outcome of the genotype call.” slip op. at 30

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner

      “We do not agree with Patent Owner for at least two reasons. First, Patent Owner fails to address the fact that Schmitt cites to McCloskey 2007. We find that the citation of McCloskey 2007 in Schmitt indicates that the ordinarily skilled artisan would have considered the teachings of McCloskey to be highly relevant to the teachings of Schmitt and would have considered them to be both useful in the field of sequencing. See Ex. 1005 ¶ 6. Second, Patent Owner fails to explain or even identify the purported structural differences between Schmitt and McCloskey that would prevent the teachings of McCloskey from being relevant to Schmitt. In addition, we credit the testimony of Dr. Metzker that one of ordinary skill in the art would have understood the benefits of adding a barcode to target sequences and would have looked to McCloskey and the batch-stamps it teaches because both Schmitt and McCloskey are in the same field and address the same problems. See Ex. 1003 ¶¶ 110, 114. Accordingly, we find that Petitioner has demonstrated by a preponderance of the evidence that a person of ordinary skill in the art at the critical time would have had sufficient reason to combine the teachings of Schmitt and McCloskey to arrive at challenged claim 1.” slip op. at 48

    Patent outcomesUS 11,098,357 unpatentable
    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · Graham
    Patents in suitUS 11,098,357
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