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  • PTAB · Feb 6, 2025 · IPR2023-01235 · APJ Bart A Gerstenblith · IPR · Final written decision

    Claims 1–6 were not shown unpatentable under either obviousness ground because Szrek did not disclose a pre-printed lottery ticket without lottery numbers associated at customer purchase.

    RulingsFinal written decision
    • PTAB / AIA Trials › Real party in interest / privityRpi dispute resolved for petitionerDecided for petitioner

      “real party in interest. Prelim. Resp. 1–2, 32–34. In the Institution Decision, we stated: To the extent Patent Owner seeks to pursue its argument that Linq3 is a real party of interest to Petitioner, even though no time bar under 35 U.S.C. § 315(b) has been asserted, Patent Owner may raise the issue of real party in interest again in its Patent Owner Response and the parties may brief and argue the issue during trial. Inst. Dec. 11. In its Patent Owner Response, Patent Owner did not raise the issue of challenging Petitioner’s identified real party in interest. See generally PO Resp. Thus, we need not address this issue further because we find that Patent Owner has waived any challenge to Petitioner’s identification of the real parties in interest in this proceeding. See Paper 12 (Scheduling Order), 9 (“Patent Owner is cautioned that any arguments not raised in the response may be deemed waived.”).” slip op. at 5

    • Skill levelSkill level petitioner adoptedDecided for patent owner

      “B. Level of Ordinary Skill in the Art Petitioner proposes that the level of ordinary skill in the art is an artisan with a working knowledge of POS activation systems and lottery systems that was gained through a mixture of training and work experience in the relevant field such as (i) having a Bachelor’s degree in computer science, computer communications, electrical engineering, or equivalent degree, coupled with at least three years of work experience; (ii) having a Master’s degree in computer science, computer communications, or electrical engineering, but having less work experience; or (iii) having no formal degree, but having experience in the relevant field of at least six years of work experience. Pet. 2–3 (citing Ex. 1003 ¶ 13).5 Patent Owner states that, “[f]or the purpose of this proceeding, Patent Owner adopts the Petition’s proposed definition of the level of ordinary skill in the art.” PO Resp. 19. 5 Petitioner proposes the same level of ordinary skill in the art that the Board adopted in PGR2020-00084. Pet. 2–3 (citing Ex. 1008, 11). We find that the parties’ agreed-upon level of ordinary skill in the art is consistent with the level of ordinary skill in the art reflected by the ’135 patent and the prior art of record. See Inst. Dec. 14; see Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995); In re Oelrich, 579 F.2d 86, 91 (CCPA 1978). Therefore, we adopt the parties’ agreed-upon level of ordinary skill in the art, as articulated above, in our consideration of the issues presently before us.” slip op. at 12

    • Claim Construction › Intrinsic evidence (Phillips canons) › Prosecution history disclaimer / disavowalTerm construed patent owner constructionDisclaimer foundDecided for patent owner

      “Following the block quote from Yacenda, the applicant then stated, “[b]ased on the foregoing, Yacenda’s system is directly opposite of the instant claims, as the instant claims require a ‘pre-printed lottery ticket’ which has no lottery numbers associated with it at the time of customer purchase.’” Ex. 1002, 76. This statement is clear and unmistakable. It (1) specifically states that “the instant claims require” and (2) then states what the claims require—a “‘pre-printed lottery ticket’ which has no lottery numbers associated with it at the time of customer purchase.” We fail to see how the applicant could have been more clear in stating a requirement of the Challenged Claims. And, by doing so, the applicant narrowed the scope of what would otherwise be encompassed in the meaning of “pre-printed lottery ticket” and therefore what would otherwise be encompassed in the scope of the Challenged Claims—a lottery ticket which has lottery numbers associated with it at the time of customer purchase.” slip op. at 27

    • Expert testimonyPetitioner expert discountedDecided for patent owner

      “We do not find Mr. Hutton’s testimony particularly helpful. First, we have addressed the points raised by his testimony in our discussion above because they are largely the same as the arguments raised in Petitioner’s Reply. Second, we find his testimony entitled to very little weight because he applies an incorrect understanding of the caselaw, which mirrors Petitioner’s incorrect and arguably misleading quotations of the Federal Circuit’s decision in Quest. In particular, in paragraph 5, Mr. Hutton states the following as his understanding of the law as it applies to prosecution disclaimer: “I also understand that in order to disclaim embodiments within the specification, the statements should have some indication that the applicant intended to surrender embodiments from the specification.” Ex. 1038 ¶ 5 (emphasis added). This then leads Mr. Hutton to state: “[t]hus, in my opinion, a [person of ordinary skill in the art] would not view applicant’s statements as a disclaimer, because the applicant never stated that they intended to surrender multiple embodiments described in the specification.” Id. ¶ 13 (emphasis added). As we explained above in responding to a similar argument by Petitioner, the caselaw does not require an applicant to expressly state whether a disclaimer excludes particular embodiments of the subject specification when disclaiming claim scope during prosecution. See Quest, 924 F.3d at 1229. And, as noted above, counsel for Petitioner agreed that such a statement explicitly disclaiming particular embodiments is not required. Tr. 12:18–13:17. Third, although we have considered Mr. Hutton’s testimony, we find it “less significant than the intrinsic record in determining the legally operative meaning of” “pre-printed lottery ticket.” Phillips, 415 F.3d at 1317. In particular, we are cognizant of the Federal Circuit’s guidance that we “should discount any expert testimony that is clearly at odds with the claim construction mandated by . . . the prosecution history.” Id. at 1318 (internal quotation omitted). In this instance, for the reasons explained above, we find that Mr. Hutton’s testimony is clearly at odds with the applicant’s arguments during prosecution and that his testimony is based on a misunderstanding of what is required by the governing caselaw for prosecution history disclaimer.” slip op. at 43

    Patent outcomesUS 9,865,135 not shown unpatentable
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 9,865,135
  • Axonics, Inc. v. Medtronic, Inc.No claims unpatentable
    PTAB · May 30, 2024 · IPR2020-00712 · APJ James A Tartal · IPR · Remand

    Claims 3–6, 9–12, and 15–18 were not proven unpatentable because the petitioner failed to show the required two inputs in the asserted prior art.

    RulingsRemand decision
    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed patent owner constructionDecided for patent owner

      “The Specification of the ’148 patent states that “an alignment measurement may be made by measuring a value, e.g., current or voltage, associated with, e.g., proportional to, the current passing through [the] rechargeable power source.” Id. at 21:3–6. We therefore find that the Specification expressly identifies “current or voltage” as examples of “a value.” Id. In the FWD, we stated that “[a]lthough the ’148 patent makes clear that ‘a value’ may include, for example ‘voltage,’ we agree with Patent Owner that the two independent limitations should be construed such that the Value Limitation does not render superfluous the Signal Limitation or the Measured Voltage Limitation.” FWD 26. We further determined that “the Value Limitation and the Signal Limitation, as well as the Value Limitation and the Measured Voltage Limitation both require two separate inputs to the external power source.” Id. That determination is not at issue here. See Axonics, 75 F.4th at 1379–80 (stating that Petitioner did “not argue the Board erred in adopting the two-input claim construction”). 2. Additional Claim Terms We find no additional claim term requires express construction. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e 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 22

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “B. Level of Ordinary Skill in the Art The person of ordinary skill in the art is a hypothetical person who is presumed to have known the relevant art at the time of the invention. In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995). In determining the level of ordinary skill in the art, various factors may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” Id. (citation omitted). Petitioner contends that a person of ordinary skill in the art at the time of the invention “would have had at least a bachelor’s degree in electrical the industry working with implantable medical devices such as cardiac pacemakers or defibrillators.” Pet. 8. Patent Owner argues that a person of ordinary skill “would have had at least a bachelor’s degree in a relevant field (e.g., electrical, mechanical, or biomedical engineering) with at least two years of experience with the design of components (e.g., circuitry) for implantable medical devices and associated external devices (e.g., a charging unit),” and that “[m]ore education can substitute for practical experience and vice versa.” PO Resp. 4–5 (citing Ex. 2002 ¶¶ 21–22). Our analysis here, as in the FWD, does not turn on which of the Parties’ competing definitions of ordinary skill is applied. See FWD 16. Moreover, the appropriate level of ordinary skill is not in dispute on remand. Consistent with the FWD and the Decision on Institution, we apply the level of ordinary skill in the art proposed by Petitioner. See Inst. Dec. 11 (stating that “the ’148 patent and the cited prior art references reflect the appropriate level of skill at the time of the claimed invention and that the level of appropriate skill reflected in these references . . . is consistent with the definition of a person of ordinary skill in the art proposed by Petitioner” (citing Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001))); FWD 16.” slip op. at 18

    • Expert testimonyPatent owner expert creditedPetitioner expert discountedDecided for patent owner

      “By contrast, in his Rebuttal Declaration, Dr. Mihran disputes Dr. Panescu’s new description of the operation of Schulman, noting that the current through R9 is not increased as a result of the current regulator R8/Q7 turning on, but that “[i]nstead, it is the increase in current through R9 in excess of the desired 40 mA operating current that causes the current regulator R8/Q7 to turn on, which acts to shunt this excess current through Q7, thereby diverting it away from the battery to maintain the desired operating condition during charging.” Ex. 2010 ¶ 6 n.3 (citing Ex. 1005, 5:2–7, 5:15–38, 9:57–68). We credit the testimony of Dr. Mihran, as supported by the cited portions of Schulman, over the unsupported testimony of Dr. Panescu in regard to how Schulman operates to measure current at R9. See id. However, whether Schulman discloses automatically varying the output power of the external power source based on a value associated with current passing through the internal battery, as required by the Value Limitation, is not in dispute. Dr. Mihran, for example, states that “Schulman discloses that the sole input provided to the external power” slip op. at 34

    • Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Not shown unpatentableNot shown unpatentable

      “Patent Owner argues, and we agree, that the measured current through R9 is the only input to the external power source Schulman APO Sur-reply 14–15. Patent Owner further argues, and we further agree, that the voltage across output leads 51 and 52 of Schulman is not an input to the external power source separate from the measured current through R9 in Schulman. See APO Sur-reply 11–16 (citing, e.g., Ex. 1003 ¶ 75; Ex. 2002 ¶ 46; Ex. 1005, 6:35–38; Ex. 2010 ¶¶ 4–7). In support of Patent Owner, Dr. Mihran states that “[t]he voltage between nodes 51 and 52 is never provided to the external power source in Schulman.” Ex. 2010 ¶ 4. According to Dr. Mihran, “Schulman discloses that the sole input provided to the external power source that the external power source uses to automatically regulate its power output is the input that derives from the amount of current flowing through the current sampling resistor R9.” Id. ¶ 5 (emphasis omitted) (citing Ex. 1005, 4:45–53, 6:35–38; Ex. 2002 ¶ 46). Dr. Mihran further states as follows: My understanding of Dr. Panescu’s opinion is that he does not contend that the voltage between nodes 51 and 52 is ever sent to the external power source as an input, and instead simply asserts that if “the voltage across leads 51 and 52 exceeds a predetermined amount,” then the current through R9 increases, which in turn “causes the power supplied by the external power source to decrease.” (Ex. 1012 at ¶16.) This does not represent a separate input, however, because the input derived from the current flowing through the current sampling resistor R9 (i.e. the load modulation frequency of telemetry circuit 12, the components of which “form a free-running multivibrator”) is what Dr. Panescu also identifies as satisfying the first input, “a value associated with said current passing through said internal battery.” (Ex. 1012 at ¶14 (“when the current through the internal battery . . . increases above a predetermined target value, the current regulator turns on, increasing the current through current sampling resistor R9.”) operating conditions may influence the value” of the amount of current flowing through current sampling resistor R9, and the current through R9 is the “only value that is communicated to the external power source,” corresponding to a single input that “cannot satisfy both of the two inputs required by claims 3, 6, 9, 12, 15, and 18 of the ’148 patent.” Id. ¶ 6. Dr. Mihran further states as follows: I understand Dr. Panescu’s opinion to be that, because Schulman discloses that the current through R9 is used by the external charger to automatically vary its output, any “value” that influences the amount of current through resistor R9 is a “separate respective input[] used by the external power source as a basis for automatically varying its power output.” ([Ex. 1012 ¶14].) In other words, Dr. Panescu simply identifies a voltage across two points in the circuit that he claims affects the current through R9 and contends that that voltage satisfies one of the two required separate inputs based on its alleged indirect impact on the output of the external charger. This strained interpretation of the claims renders superfluous the two separate inputs to the external power source required by claims 3, 6, 9, 12, 15, and 18 of the ’148 patent: (1) “a value associated with said current passing through said internal battery” and (2) “a signal proportional to said current passing through said internal battery” (claims 3, 9, and 15) and “measured voltage associated with said current passing through said internal battery” (claims 6, 12, and 18). In any circuit, there may be multiple components (e.g., transistors, switches, diodes, etc.) that can influence the current through a particular resistor. For example, in Schulman the current drawn by the stimulation portion of the implant circuit will influence the amount of current through R9. Dr. Panescu’s interpretation that a voltage or current at these components represents a “separate input” in Schulman is incorrect, because the sole input that is telemetered back to the external charger is the input derived from the amount of current flowing through R9.” slip op. at 35

    Patent outcomesUS 8,738,148 not shown unpatentable
    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 8,738,148
  • Axonics, Inc. v. Medtronic, Inc.No claims unpatentable
    PTAB · May 30, 2024 · IPR2020-00680 · APJ James A Tartal · IPR · Remand

    On remand, the Board determined that claims 1, 5, and 9 were not shown unpatentable as anticipated by Schulman, Fischell, or Baumann.

    RulingsRemand decision
    • BurdenNot shown unpatentable

      “consider for purposes of the FWD. We also consider Patent Owner’s Amended Sur-reply, as supported by the Rebuttal Declaration of Dr. Mihran, and the arguments and evidence advanced in the post remand briefs of the Parties. Based on the totality of the record in this case, we determine, for the reasons that follow, that Petitioner does not show by a preponderance of the evidence that any of claims 1, 5, or 9 is anticipated by Schulman, Fischell, or Baumann. A. Principles of Law A claim is anticipated if a single prior art reference either expressly or inherently discloses every limitation of the claim. Orion IP, LLC v. Hyundai Motor Am., 605 F.3d 967, 975 (Fed. Cir. 2010). “A single prior art reference may anticipate without disclosing a feature of the claimed invention if such feature is necessarily present, or inherent, in that reference.” Allergan, Inc. v. Apotex Inc., 754 F.3d 952, 958 (Fed. Cir. 2014) (citing Schering Corp. v. Geneva Pharm., 339 F.3d 1373, 1377 (Fed. Cir. 2003)).” slip op. at 17

    • Skill levelSkill level petitioner adoptedOther

      “B. Level of Ordinary Skill in the Art The person of ordinary skill in the art is a hypothetical person who is presumed to have known the relevant art at the time of the invention. In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995). In determining the level of ordinary skill in the art, various factors may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” Id. (citation omitted). of the invention “would have had at least a bachelor’s degree in electrical engineering or an equivalent as well as at least five years of experience in the industry working with implantable medical devices such as cardiac pacemakers or defibrillators.” Pet. 7. Patent Owner argues that a person of ordinary skill “would have had at least a bachelor’s degree in a relevant field (e.g., electrical, mechanical, or biomedical engineering) with at least two years of experience with the design of components (e.g., circuitry) for implantable medical devices and associated external devices (e.g., a charging unit),” and that “[m]ore education can substitute for practical experience and vice versa.” PO Resp. 5 (citing Ex. 2002 ¶¶ 21, 22). Our analysis here, as in the FWD, does not turn on which of the Parties’ competing definitions of ordinary skill is applied. See FWD 16. Moreover, the appropriate level of ordinary skill is not in dispute on remand. Consistent with the FWD and the Decision on Institution, we apply the level of ordinary skill in the art proposed by Petitioner. See Inst. Dec. 11–12 (stating that “the ’758 patent and the cited prior art references reflect the appropriate level of skill at the time of the claimed invention and that the level of appropriate skill reflected in these references is consistent with the definition of a person of ordinary skill in the art proposed by Petitioner” (citing Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001))); FWD 16.” slip op. at 17

    • Expert testimonyPatent owner expert creditedPetitioner expert discountedOther

      “By contrast, in his Rebuttal Declaration, Dr. Mihran disputes Dr. Panescu’s new description of the operation of Schulman, noting that the current through R9 is not increased as a result of the current regulator R8/Q7 turning on, but that “[i]nstead, it is the increase in current through R9 in excess of the desired 40 mA operating current that causes the current regulator R8/Q7 to turn on, which acts to shunt this excess current through Q7, thereby diverting it away from the battery to maintain the desired operating condition during charging.” Ex. 2010 ¶ 6 n.2 (citing Ex. 1005, 5:2–7, 5:15–38, 9:57–68). We credit the testimony of Dr. Mihran, as supported by the cited portions of Schulman, over the unsupported testimony of Dr. Panescu in regard to how Schulman operates to measure current at R9. See id. However, whether Schulman discloses automatically varying the output power of the external power source based on a measured current, as required by the challenged claims, is not in dispute. Dr. Mihran,” slip op. at 32

    • Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Not shown unpatentableNot shown unpatentable

      “We find that because it is largely unsupported and conclusory, the opinion of Dr. Panescu in his Supplemental Declaration that “Schulman teaches automatically varying the output power of the external power source based on a value, where the value is the voltage across the output leads 51 In his original declaration, Dr. Panescu made clear that, according to Schulman, the output of the external power source was lowered if the charging current, as measured at sampling resistor R9, “exceeds a maximum capacity,” not because of the voltage across output leads 51 and 52. See Ex. 1003 ¶ 127 (quoting Ex. 1005, 7:25–29). Petitioner does not allege that any measurement of voltage across output leads 51 and 52 in Schulman is conveyed to an external power source to automatically vary its power output. Instead, Petitioner’s argument is premised on the notion that if the voltage across leads 51 and 52 exceeds a predetermined amount, then it will affect the current sampled by resistor R9. We also find persuasive Dr. Mihran’s testimony that Petitioner’s strained interpretation renders the Value Limitation superfluous to the Measured Current Limitation because the voltage across leads 51 and 52 was not shown by Petitioner to be a separate input to the external power source. See Ex. 2010 ¶ 7 (explaining that “there may be multiple components (e.g., transistors, switches, diodes, etc.) that can influence the current through a particular resistor,” and that influencing the current measured at R9 does not constitute a separate input to the external charger from the measured current at R9). To be clear, we need not resolve whether the challenged claims require each separate input be separately conveyed to the external power source. Here, the burden to show anticipation is on Petitioner and Petitioner offers no persuasive evidence or explanation to establish by a preponderance of the evidence that a person of ordinary skill in the art would have understood the voltage across output leads 51 and 52 corresponds to “a value” based upon which the external power source “automatically” varies its power output, as required by the challenged claims. Nor does skill in the art would have understood the voltage across leads 51 and 52 in Schulman to be a separate input from the measured current at R9 when, at most, Petitioner alleges the voltage across leads 51 and 52 may, in certain circumstances, have some effect on the measured current at R9, itself. Thus, Petitioner does not show by a preponderance of the evidence that Schulman discloses to a person of ordinary skill in the art two separate inputs to the external power source, as Petitioner conceded is required by the Value Limitation and the Measured Current Limitation.” slip op. at 35

    Patent outcomesUS 8,457,758 not shown unpatentable
    Claim construction§ 102 anticipationcites Phillips
    Patents in suitUS 8,457,758
  • PTAB · Apr 10, 2024 · IPR2022-01574 · APJ James J Mayberry · IPR · Final written decision

    Claims 1–13 were not shown unpatentable because the asserted combinations did not teach or render obvious the claimed groove entirely to the side of the chamfered mandrel.

    RulingsFinal written decision
    • Skill levelSkill level board ownPatent owner expert discountedDecided for patent owner

      “The Federal Circuit has made clear that, “[t]o offer expert testimony from the perspective of a skilled artisan in a patent case—like for claim construction, validity, or infringement—a witness must at least have ordinary skill in the art.” Kyocera Senco Indus. Tools Inc. v. Int’l Trade Comm’n, 22 F.4th 1369, 1376–77 (Fed. Cir. 2022) (emphasis added). “Without that skill, the witness’[s] opinions are neither relevant nor reliable.” Id. at 1377. The Federal Circuit reasons that “‘[a]dmitting testimony from a person . . . with no skill in the pertinent art serves only to cause mischief and confuse the factfinder.’ . . . That testimony would ‘amount[ ] to nothing more than advocacy from the witness stand.’” Id. (quoting Sundance, Inc. v. DeMonte Fabricating Ltd., 550 F.3d 1356, 1362, 1364–65 (Fed. Cir. 2008)). possesses at least the level of ordinary skill in the art. Our level of ordinary skill in the art requires a bachelor’s degree in engineering plus five years of experience in design of mechanical beverage systems, or similar products, as well as experience with sensors for recognizing an identifier. Patent Owner does not persuasively account for how Dr. Howle’s experience, extensive as it may be, includes five years of experience in design of mechanical beverage systems, or similar products, as well as experience with sensors for recognizing an identifier. Cf. Kyocera, 22 F.4th at 1376 (“Dr. Pratt has advanced degrees in engineering and extensive experience in the design and manufacture of fastener driving tools. But he lacks experience in power nailer design.”).” slip op. at 21

    • Expert testimonyPatent owner expert discountedDecided for petitioner

      “The Federal Circuit has made clear that, “[t]o offer expert testimony from the perspective of a skilled artisan in a patent case—like for claim construction, validity, or infringement—a witness must at least have ordinary skill in the art.” Kyocera Senco Indus. Tools Inc. v. Int’l Trade Comm’n, 22 F.4th 1369, 1376–77 (Fed. Cir. 2022) (emphasis added). “Without that skill, the witness’[s] opinions are neither relevant nor reliable.” Id. at 1377. The Federal Circuit reasons that “‘[a]dmitting testimony from a person . . . with no skill in the pertinent art serves only to cause mischief and confuse the factfinder.’ . . . That testimony would ‘amount[ ] to nothing more than advocacy from the witness stand.’” Id. (quoting Sundance, Inc. v. DeMonte Fabricating Ltd., 550 F.3d 1356, 1362, 1364–65 (Fed. Cir. 2008)). possesses at least the level of ordinary skill in the art. Our level of ordinary skill in the art requires a bachelor’s degree in engineering plus five years of experience in design of mechanical beverage systems, or similar products, as well as experience with sensors for recognizing an identifier. Patent Owner does not persuasively account for how Dr. Howle’s experience, extensive as it may be, includes five years of experience in design of mechanical beverage systems, or similar products, as well as experience with sensors for recognizing an identifier. Cf. Kyocera, 22 F.4th at 1376 (“Dr. Pratt has advanced degrees in engineering and extensive experience in the design and manufacture of fastener driving tools. But he lacks experience in power nailer design.”).” slip op. at 21

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

      “Based on the information above, we conclude that the limitation “a groove that is laterally offset from the chamfered mandrel” requires the groove to be entirely to the side of any part of the mandrel. This construction is consistent with the words of the claim—the claim states that the groove is laterally offset from, or to the side of, the chamfered mandrel, not merely offset from a portion of or the centerline of the mandrel. This construction is also consistent with the one embodiment describing the relationship between the mandrel and groove containing the seal, which depicts the groove entirely to the side of the chamfered mandrel. We do not accept Mr. Jobin’s testimony that laterally offset is determined relative to the centerline of an object. Neither the intrinsic record nor other extrinsic evidence provides support for Mr. Jobin identifying the centerline of an object as the reference point for determining if a point is laterally offset from the object.” slip op. at 31

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

      “We do not agree with Petitioner that Yoakim teaches a groove that is laterally offset from the chamfered mandrel. As we indicated in our claim construction section, we construe the claim term to require the groove to be entirely to the side of any part of the mandrel. We agree with Patent Owner that, as depicted in Yoakim’s Figure 35, the alleged groove is not entirely to the side of any part of the mandrel. See Pet. 69; see also Pet. Reply 19 (showing the alleged groove, in red, including a portion over the chamfered mandrel); PO Resp. 55 (same). Even if Petitioner’s position is that all of the groove must be to the side of the centerline of the mandrel, Petitioner fails to prove that Yoakim teaches such a structure. As seen in Petitioner’s illustration at page 19 of Petitioner’s Reply (reproduced above), a small portion of the groove (which Petition colorizes in red) is to the left of the centerline (shown in green). See Pet. Reply 19.” slip op. at 40

    Patent outcomesUS 11,254,491 not shown unpatentable
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 11,254,491
  • Axonics, Inc. v. Medtronic, Inc.No claims unpatentable
    PTAB · Mar 21, 2024 · IPR2020-00715 · APJ Brent M Dougal · IPR · Remand

    On remand, the majority determined claims 1, 2, 5, 7, 13–15, and 18 were not shown unpatentable under either of two §103 grounds, because the asserted combinations lacked sufficient support.

    RulingsRemand decision
    • Skill levelSkill level board ownOther

      “In view of the above, and the evidence of record, we find on remand that the relevant art is medical leads. We previously found that the level of ordinary skill in the art requires “experience researching and developing medical leads for sacral neuromodulation.” FWD 16. Consistent with the Federal Circuit decision and our finding of the relevant art, the experience of one of ordinary skill is not limited to “sacral neuromodulation.” Rather, the level of ordinary skill in the art requires experience in the relevant art, which is medical leads.” slip op. at 10

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

      “B. Claim Construction In an inter partes review, we construe claims 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), including construing the claim in accordance with the ordinary and customary meaning of such claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). No terms require express construction. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those 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 12

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

      “Gerber indeed suggests anchoring its lead by fibrosis. Namely, Gerber discloses: “Yet another anchoring mechanism 50 is to allow the medical lead 10 to fibrose in naturally using the human body’s natural reaction to a foreign body or healing.” Ex. 1010, 4:27–30. Moreover, there is no dispute that tines secure via fibrosis. Petitioner, however, acknowledges that any foreign object introduced into the body will cause fibrosis. Tr. 12:8– 13. Nonetheless, Petitioner maintains that Gerber’s disclosure of securing its lead by fibrosis would have led a POSITA to choose tines because tines were a leading candidate among the devices that anchor by fibrosis. Pet. 51 (citing Ex. 1003 ¶ 115) (emphasis added). Petitioner’s argument relies on Mr. Pless’s opinion that tines were a leading candidate for securement via fibrosis, and Mr. Pless’s opinion is based his review of the conventional uses of tines. Tr. 12:18–24 (Petitioner explaining that pages 13–16 of Mr. Pless’s Declaration provide support for his opinion that tines were most commonly used for fixation via fibrosis). According to Mr. Pless, “[b]efore 2001, tines were the most commonly used passive fixation, especially due to the predominant usage of tines in the cardiac space. Tines help to anchor the lead immediately after implantation by engaging with the body tissue, and then by fibrosis.” Ex. 1003, 15–16. Gerber’s lead, however, is for sacral nerve stimulation and is implanted in the sacral area via an open surgical procedure. Ex. 1010, 1:7–15, 5:32–39. We find credible Dr. Siegel’s testimony that Gerber’s device is implanted via an open surgical procedure in which the periosteum and soft tissues surrounding the implantation site are dissected, compromising their structural integrity and rendering tines, which initially anchor by engaging body tissue, ineffective. Thus, despite the prevalent use of tines in the cardiac space to secure leads by engaging body tissue and then by fibrosis, Petitioner has not persuaded us that Gerber’s disclosure of securing its lead by fibrosis would have led a POSITA to replace Gerber’s anchoring mechanism with tines. Regarding Petitioner’s reasoning for positioning tines according to Akerström’s arrangement, Lindegren attributes a manufacturing preference to tines integrally formed and evenly spaced on rings, not proximally extending tines that are adapted to be folded inwardly against the lead body without overlap. Ex. 1011, 5:17–20 (“From the manufacturing point of view, having the projections devised as an integral part of a one-piece ring-shaped means and evenly distributed around the circumference of the ring-shaped means, should be preferable.”). Moreover, according to Petitioner, a smaller profile is suited to percutaneous delivery (Pet. 51), but Gerber’s lead is implanted via an open surgical procedure (Ex. 1010, 1:7–15, 5:32–39). Accordingly, Petitioner has not persuaded us that a POSITA would have had a reason to include, in Gerber’s lead, Hauser’s tines situated according to Akerström’s arrangement.” slip op. at 24

    • Expert testimonyPatent owner expert creditedPetitioner expert discountedDecided for patent owner

      “We credit Dr. Slavin’s testimony that the trigeminal cistern is a fluid- filled cavity that does not contain tissue for the tines to “engage” with, or be damaged by. Ex. 2029 ¶ 54–55. Dr. Slavin testifies that he is “a board certified neurosurgeon and [has] been in active clinical practice that includes all aspects of neuromodulation, spinal surgery and surgery for pain, including implantation of electrical stimulation devices, surgery on vertebral column including sacrum, trigeminal nerve surgery and so forth.” Ex. 2029 ¶ 5. Thus, Dr. Slavin has extensive knowledge of the areas around the trigeminal nerve. In contrast, Mr. Pless, an electrical engineer and product designer for electrical stimulations device in various areas of the body (Ex. 1003 ¶¶ 3–16), testifies that he believes there is tissue in the area of implantation in Young, but states “I'm not exactly sure what that tissue would be.” Ex. 2026, 123:21–23. Thus, we do not credit Mr. Pless’s testimony that Young’s tines can be damaged because of the body tissue 16 Hauser, discussed in the next ground, teaches tines on the distal most end which impliedly would be advanced out of the introducer, before advancement and placement of the electrode. Ex. 1013, 4:1–3, 4:26–51, Figs. 1, 6. present in the area of implantation of Young. As noted previously, the Petition relies exclusively on Young for teaching this method step of claims 1 and 14.” slip op. at 16

    Patent outcomesUS 8,036,756 not shown unpatentable
    Claim construction§ 103 obviousness
    Patents in suitUS 8,036,756
  • PTAB · Jul 14, 2023 · IPR2022-00431 · APJ Eric C Jeschke · IPR · Final written decision

    Claims 1–4 and 8–12 were not shown unpatentable because Petitioner did not prove the asserted anticipation or obviousness grounds by a preponderance of the evidence.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner contends, with accompanying declaration testimony, that [t]he level of ordinary skill encompassed a team of people, having a person with a Ph.D. or M.D. and five years of clinical and/or research experience treating diseases of the kidneys and circulatory systems and a person with at least a Bachelor’s degree in biomedical engineering or a related field and at least five years of experience designing catheter-based ablation systems. Pet. 40 (emphasis omitted) (citing Daft Pet. Decl. ¶¶ 64–68). Patent Owner responds that, “[f]or purposes of this proceeding, [Patent Owner] does not object to the definition of a person of ordinary skill in the art (‘POSITA’) proffered by Petitioner[] and adopted by the Board at institution as the result remains the same regardless of the definition—the Challenged Claims are valid.” PO Resp. 16; see also Dec. Inst. 15–17 (adopting, for purposes of institution, Petitioner’s proposed definition of the person of ordinary skill in the art). In addition, however, Patent Owner proposes a different level of ordinary skill in the art “should the Board believe that the difference in definition impacts the outcome” of this proceeding.8 PO Resp. 16. Both Petitioner and Patent Owner discuss how” slip op. at 9

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

      “to transmit ultrasound energy waves to target renal neural fibers” (claim 1, element 1d) and “configured to [perform certain functions] to the target neural fibers” (claims 3, 4, 8, and 9). See Pet. 23–25; PO Resp. 17–22; Pet. Reply 10; PO Sur-reply 1–2. Petitioner asserts that the phrase “configured to” should be construed as “able to.” Pet. 23; see Pet. 23–24 n.5 (discussing how “able to” has the same meaning as “capable of”). Patent Owner responds that “[t]he Board need not reach the construction of this term as Petitioner[’s] arguments fail under either construction, but to the extent a construction is required, ‘configured to’ should be construed as ‘designed to.’” PO Resp. 18. Based on the complete record, we do not discern a need to construe explicitly this phrase because doing so would not change the result of the analysis below. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (stating 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 11

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

      “the alleged motivation to use the device of Acker in Levin’s renal neuromodulation method. As noted by Patent Owner, after introducing Webster (by patent number), Levin states that “[s]imilar catheter based apparatus can be used to ablate the renal nerve with an intent to treat [Chronic Renal Failure].” Ex. 1004 ¶ 64 (emphasis added) (cited at PO Resp. 39 (discussing how “Levin explicitly qualif[ies] its statement by referring to ‘similar’ (not identical) catheters”)). But neither Petitioner nor its declarants have established that Acker’s ultrasound catheter is in fact “[s]imilar” to that in Webster in a manner that would support the view that one of ordinary skill in the art would have understood that Acker’s catheter could be used to “ablate the renal nerve with an intent to treat [Chronic Renal Failure]” as disclosed in paragraph 64 of Levin—i.e., to perform Levin’s renal neuromodulation method. See id. Dr. Mendelsohn states that Acker’s use of ultrasound-based ablation falls within the “any thermal means” disclosure in Webster (see Ex. 1052, 3:40–42), but Dr. Mendelsohn does not address why Acker’s ultrasound catheter is “[s]imilar” to the catheter in Webster (even after expressly noting the presence of that statement in Levin). See Mendelsohn Decl. ¶ 71 (“Moreover, Webster teaches transvascular nerve ablation using RF thermal ablation or ‘any thermal means’ and Levin teaches catheters similar to Webster’s can be used for renal denervation. Ultrasound ablation disclosed in Acker is a ‘thermal means’ of ablation.”).” slip op. at 21

    • Obviousness (§103) › Objective indicia / secondary considerationsNot reached

      “(2) Objective Indicia of Nonobviousness We next turn to Patent Owner’s objective evidence of nonobviousness. Patent Owner alleges (1) unexpected results and skepticism, (2) copying, (3) praise, and (4) long-felt but unsolved need and failure of others. See PO Resp. 60–68; PO Sur-reply 25–27. Petitioner responds. See Pet. Reply 36–37. We have considered the evidence and argument presented by both parties, but do not address the issues in detail. See Alza Corp. v. Mylan Labs., Inc., 391 F.3d 1365, 1373 n.9 (Fed. Cir. 2004) (“Because [patent challenger] has not made a prima facie case of obviousness, we need not address the parties’ assertions regarding the district court’s discussion of secondary considerations.”).” slip op. at 31

    Patent outcomesUS 8,845,629 not shown unpatentable
    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips
    Patents in suitUS 8,845,629
  • Apple Inc. v. Memoryweb, LLCNo claims unpatentable
    PTAB · Jun 30, 2023 · IPR2022-00032 · APJ Jason M Repko · IPR · Final written decision

    Claims 1–12 were not shown unpatentable over A3UM, Belitz, and Rasmussen because the obviousness challenge relied on an unsupported account of A3UM’s Places view and an inadequate combination rationale.

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

      “Because there are many ways in which a reference may be disseminated to the interested public, ‘public accessibility’ has been called the touchstone in determining whether a reference constitutes a ‘printed publication’ bar under 35 U.S.C. § 102(b).” Blue Calypso, LLC v. Groupon, Inc., 815 F.3d 1331, 1348 (Fed. Cir. 2016) (quoting In re Hall, 781 F.2d 897, 898–99 (Fed. Cir. 1986)). “A given 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.” SRI Int’l, Inc. v. Internet Sec. Sys., Inc., 511 F.3d 1186, 1194 (Fed. Cir. 2008) (quoting Bruckelmyer v. Ground Heaters, Inc., 445 F.3d 1374, 1378 (Fed. Cir. 2006)). slip op. at 10

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “A person of ordinary skill in the art in 2011 (or 2014) would have had (1) at least a bachelor’s degree in computer science, computer engineering, or electrical engineering, and (2) at least one year of experience designing graphical user interfaces for applications such as photo management systems. Pet. 9 (citing Ex. 1003 ¶¶ 41–43). In the Institution Decision, we applied Petitioner’s proposed definition. Inst. Dec. 10. Patent Owner does not dispute Petitioner’s proposed level of ordinary skill in the art. PO Resp. 18. We continue to find that the skill level identified by Petitioner (Pet. 9) is consistent with the record. Thus, we use the same definition here that we used in the Institution Decision.” slip op. at 31

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner

      “C. Claim Construction Only those claim terms that are in controversy need to be construed, and only to the extent necessary to resolve the controversy. Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co, 868 F.3d 1013, 1017 (Fed. Cir. 2017) (citing Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). We do no need to construe any terms to resolve the issues in this case.” slip op. at 31

    • Expert testimonyPetitioner expert creditedPatent owner expert creditedMixed

      “size version of the selected image in the Places view. PO Resp. 55 (citing Ex. 2025 ¶¶ 156–157). Patent Owner’s argument is adequately supported by Dr. Surati’s testimony. Ex. 2025 ¶¶ 156–157. We credit Dr. Surati over Dr. Terveen on this issue because Dr. Surati’s testimony is consistent with the teachings in A3UM. See id.; Ex. 1003 ¶ 186. Specifically, the Petition and Dr. Terveen’s declaration rely on page 251 of A3UM to support the assertion that the Places view displays the original digital image in the Viewer. See Pet. 50; Ex. 1003 ¶ 186. The cited part of A3UM provides an overview of the Viewer. Ex. 1005, 251. A screenshot showing the Viewer and Browser is reproduced below. Id. The screenshot shows a Viewer displaying the image selected in the Browser. Id. The Browser displays several thumbnail images. Id. The Viewer displays a larger detailed view of the selected thumbnail image. Id. Dr. Surati testifies that this part of A3UM is not describing the Places view. Ex. 2025 ¶ 159. According to Dr. Surati, “clicking the thumbnail in the Browser in the Places view does not cause the Places view map to be replaced with a full size image corresponding to the selected thumbnail image.” Id. ¶ 156. Dr. Surati’s testimony (id. ¶¶ 155–157) is adequately supported by” slip op. at 38

    Patent outcomesUS 9,552,376 not shown unpatentable
    Claim construction§ 102 anticipation§ 103 obviousness
    Patents in suitUS 9,552,376
  • PTAB · Sep 16, 2022 · IPR2021-00554 · APJ Per Curiam · IPR · Final written decision

    Claims 1, 5–7, 13, 18, 22, and 32 were not shown unpatentable under § 103 because Intel did not establish a reason to combine Kohavi, Boser, and Hocking.

    RulingsFinal written decision
    • Skill levelSkill level board ownOther

      “B. LEVEL OF SKILL IN THE ART Petitioner contends a person of ordinary skill in the art at the time of the alleged invention of the ’483 patent (a “POSITA”) would have had “at least a Master’s degree in electrical engineering, computer science, or the equivalent with three years of experience in machine learning and data-analysis techniques.” Pet. 19–21 (citing Ex. 1003 ¶ 15). Petitioner contends further that “[a]dditional education could substitute for professional experience, and vice versa. Id. at 21. Patent Owner does not contest that a skilled artisan would have this kind background knowledge and experience, except that it “believes that the use of the term ‘at least’ is inappropriate inasmuch as it would extend to persons having more than ordinary skill in the art.” Resp. 24. We agree with Patent Owner and adopt the parties’ articulation of the level of ordinary skill in the art without the term “at least.” This articulation is supported by Dr. Evgeniou’s testimony and appears commensurate with the level of ordinary skill as reflected in the asserted prior art and the ’483 patent.” slip op. at 7

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

      “C. CLAIM CONSTRUCTION Petitioner proposes that we construe the term “data” as “biological data.” Pet. 19. Patent Owner disputes Petitioner’s construction, and asserts that we need not construe the term to resolve any asserted ground in this petition. See Resp. 21–24. We agree with Patent Owner that no claim terms require express construction in order to determine whether or not to institute inter partes review. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e 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 8

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

      “reasoning Petitioner has proffered in support of combining the teachings of Kohavi, Boser, and Hocking in the manner proposed in the Petition lacks rationale underpinning. Specifically, the evidence and reasoning do not demonstrate persuasively that a person of ordinary skill in the art would have been motivated to modify Kohavi’s wrapper method to use a cost function instead of accuracy as the evaluation function for the wrapper method. At most, the combined Kohavi-Boser-Hocking disclosures suggest that a person of ordinary skill in the art, once presented with the separate pieces of highlighted information from those references, may have understood that they could be combined in the manner claimed, but that is not enough because Petitioner has not shown persuasively why a person of ordinary skill in the art would have known to pick out those three references and combine them to arrive at the claimed invention. See Personal Web Techs., LLC v. Apple, Inc., 848 F.3d 987, 993 (Fed. Cir. 2017) (holding that the Board’s reasoning that “a person of ordinary skill in the art reading Woodhill and Stefik would have understood that the combination of Woodhill and Stefik would have allowed for the selective access features of Stefik to be used with Woodhill’s content-dependent identifiers feature” to be deficient to establish a motivation because it “say[s] no more than that a skilled artisan, once presented with the two references, would have understood that they could be combined. And that is not enough: it does not imply a motivation to pick out those two references and combine them to arrive at the claimed invention”).” slip op. at 14

    Patent outcomesUS 8,095,483 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 8,095,483
  • PTAB · Sep 12, 2022 · IPR2021-00552 · APJ Garth D Baer · IPR · Final written decision

    Claims 1, 5, 6, 10, 12, and 16 were not shown unpatentable because Intel did not establish that a skilled artisan would have been motivated to use Hocking’s weight ranking in the Kohavi-Boser method.

    RulingsFinal written decision
    • Skill levelSkill level patent owner adoptedDecided for patent owner

      “B. LEVEL OF SKILL IN THE ART Petitioner contends a person of ordinary skill in the art at the time of the alleged invention of the ’959 patent would have had “at least a Master’s degree in electrical engineering, computer science, or the equivalent with three years of experience in machine learning and data-analysis techniques.” Pet. 21 (citing Ex. 1003 ¶ 15). Further, “[a]dditional education could substitute for professional experience, and vice versa. Id. Patent Owner does not contest that a skilled artisan would have this kind background knowledge and experience, except that it “believes that the use of the term ‘at least’ is inappropriate inasmuch as it would extend to persons having more than ordinary skill in the art.” PO Resp. 22–23. We agree with Patent Owner and adopt the parties’ articulation of the level of ordinary skill in the art without the term “at least.” This articulation is supported by Dr. Evgeniou’s testimony and appears commensurate with the level of ordinary skill as reflected in the asserted prior art and the ’959 patent.” slip op. at 8

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

      “C. CLAIM CONSTRUCTION Petitioner proposes that we construe the term “data” as “biological data.” Pet. 20–21. Patent Owner disputes Petitioner’s construction, and asserts that we need not construe the term to resolve any asserted ground in this petition. See PO Resp. 19–22. We agree with Patent Owner that no claim terms require express construction in order to determine whether or not to institute inter partes review. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e 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 8

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

      “context of the combination [of Kohavi/Boser/Hocking], a feature subset is evaluated using Boser’s SVM as the induction algorithm, and ranking criteria [is] computed based on the estimates of feature weight values determined according to the teachings of Hocking.” Pet. 48, 57–58 (emphasis added). This, however, only begs the central question of why a skilled artisan had a motivation to change the ranking criteria in Kohavi’s wrapper method from one that is based on estimates of how well the induction algorithm (an SVM in the proposed combination) classifies data (i.e., an evaluation of the SVM result) to one that is based on the feature weight estimates computed by an SVM to classify data (i.e., an evaluation of a variable used to provide an SVM result). Petitioner states that a skilled artisan “would have been motivated to use Hocking’s simple and computationally efficient ranking based on weight values” generated by Boser’s SVM, but Petitioner provides no persuasive basis to find that a skilled artisan would have viewed Hocking’s “ranking based on weight values” to be a simple or computationally efficient ranking criteria in Kohavi’s wrapper method used with an SVM. Although Petitioner’s expert refers to Hocking’s teaching that an optimal subset of variables can be derived “with a minimum of computation” (Ex. 1003 ¶ 216), we find little persuasive value in this representation as a motivating factor because it is unclear a skilled artisan would have recognized a link between the minimal computational benefits of Hocking’s ranking when applied to Kohavi/Boser combination. It is undisputed that Hocking’s ranking is characterized as using “a minimum of computation” in the context of a very different application than SVMs and relies on different objectives and assumptions. See Reply 11, 13, 15. Petitioner has not shown persuasively that those computational gains would also have been recognized by skilled artisans to occur in the context of Kohavi’s wrapper method applied to Boser’s SVM. Petitioner expert suggests that, because Kohavi describes using the computationally complex “backwards feature elimination,” “Hocking’s teachings of simple and computationally efficient ranking criteria for feature selection” would have motivated further improvement to Kohavi’s wrapper method.” Ex. 1003 ¶ 216. No persuasive technical reasoning or evidence, however, is offered to actually demonstrate that a skilled artisan would have reasonably expected an improvement to occur; for example, neither Petitioner, nor its expert, explains how the modification would have improved upon what was previously known. All that is provided is a conclusory statement that has little, if any, evidentiary value.” slip op. at 32

    • Expert testimonyPatent owner expert creditedDecided for patent owner

      “Regarding Petitioner’s contention that such modification would have been more computationally efficient, Patent Owner’s expert credibly and persuasively explains why a skilled artisan would not have recognized Hocking’s linear regression model to be reducible to the computationally efficient form that Petitioner’s expert suggests. Ex. 2014 ¶¶ 40–54. In particular, we find it credible that a skilled artisan would not have known at the time of the invention that the estimated variance values of the combined Hocking’s Equations (5) and (6) could be treated as a constant and, as a result, canceled out of the equations. Id. In view of this fact, we are not persuaded that Hocking’s reference to simplicity and computational efficiency demonstrates a skilled artisan had a motivation to make the modification Petitioner proposes. Furthermore, because a skilled artisan would not have recognized at the time of the invention that Hocking’s Equations (5) and (6) were reducible to the form Petitioner proposes,” slip op. at 34

    Patent outcomesUS 7,542,959 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 7,542,959
  • PTAB · Sep 6, 2022 · IPR2021-00550 · APJ Garth D Baer · IPR · Final written decision

    Claims 1–23 were not shown unpatentable under § 103 because Petitioner did not establish a motivation to combine the references to use SVM weights as ranking criteria.

    RulingsFinal written decision
    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner

      “C. CLAIM CONSTRUCTION Petitioner proposes that we construe the term “data” as “biological data.” Pet. 22. Patent Owner disputes Petitioner’s construction, and asserts that we need not construe the term to resolve any asserted ground in this petition. See Resp. 22–26. We agree with Patent Owner that no claim terms require express construction in order to determine whether or not to institute inter partes review. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e 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 8

    • Skill levelSkill level board ownOther

      “B. LEVEL OF SKILL IN THE ART Petitioner contends a person of ordinary skill in the art at the time of the alleged invention of the ’188 patent (a “POSITA”) would have had “at least a Master’s degree in electrical engineering, computer science, or the equivalent with three years of experience in machine learning and data-analysis techniques.” Pet. 22–23 (citing Ex. 1003 ¶ 15). Further, “[a]dditional education could substitute for professional experience, and vice versa. Id. at 23. Patent Owner does not contest that a skilled artisan would have this kind background knowledge and experience, except that it “believes that the use of the term ‘at least’ is inappropriate inasmuch as it would extend to persons having more than ordinary skill in the art.” Resp. 26. We agree with Patent Owner and adopt the parties’ articulation of the level of ordinary skill in the art without the term “at least.” This articulation is supported by Dr. Evgeniou’s testimony and appears commensurate with the level of ordinary skill as reflected in the asserted prior art and the ’188 patent.” slip op. at 8

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

      “teachings demonstrates that a skilled artisan would have had a motivation at the time of the invention to modify Kohavi’s wrapper method, when used with a Boser SVM, to change the computed ranking criteria from the estimated accuracy or performance of Boser’s SVM classifier to the optimized plurality of weights computed by Boser’s SVM algorithm in the process of providing a classifier. As noted above, at most, the combined Kohavi/Boser/Hocking disclosures suggest that a skilled artisan, once presented with the separate pieces of highlighted information from those references, may have understood that they could be combined in the manner claimed, but that is not enough because Petitioner has not shown persuasively why a skilled artisan would have known to pick out those three references and combine them to arrive at the claimed invention. See Personal Web Techs., LLC v. Apple, Inc., 848 F.3d 987, 993 (Fed. Cir. 2017) (holding that the Board’s reasoning that “a person of ordinary skill in the art reading Woodhill and Stefik would have understood that the combination of Woodhill and Stefik would have allowed for the selective access features of Stefik to be used with Woodhill’s content-dependent identifiers feature” to be deficient to establish a motivation because it “say[s] no more than that a skilled artisan, once presented with the two references, would have understood that they could be combined. And that is not enough: it does not imply a motivation to pick out those two references and combine them to arrive at the claimed invention”).” slip op. at 30

    Patent outcomesUS 7,117,188 not shown unpatentable
    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 7,117,188
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