- Google LLC v. Withrow Networks Inc.InstitutedPTAB · Sep 29, 2025 · IPR2025-00775 · APJ Jason J Chung · IPR · Institution
The Board instituted IPR on claims 1–9 and all asserted grounds, finding a reasonable likelihood that at least one claim is unpatentable, including over Carmel and Mattavelli.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“1. Principles of Law A claim is unpatentable under § 103 if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, “would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains.” KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007). The question of obviousness is resolved on the basis of underlying factual determinations, including (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of skill in the art; and (4) when in evidence, objective indicia of obviousness or non-obviousness (i.e., secondary considerations, such as commercial success, long-felt but unsolved need, failure of others, etc.).5 Graham v. John Deere Co. of Kansas City, 383 U.S. 1, 17–18 (1966). We analyze the asserted grounds based on obviousness with the principles we identify above in mind.” slip op. at 9
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Factors pertinent to a determination of the level of ordinary skill in the art include “(1) the educational level of the inventor; (2) type of problems encountered in the art; (3) prior art solutions to those problems; (4) rapidity with which innovations are made; (5) sophistication of the technology; and (6) educational level of active workers in the field.” Envtl. Designs, Ltd. v. Union Oil Co. of Cal., 713 F.2d 693, 696 (Fed. Cir. 1983) (citing Orthopedic Equip. Co. v. All Orthopedic Appliances, Inc., 707 F.2d 1376, 1381–82 (Fed. Cir. 1983)). “Not all such factors may be present in every case, and one or more of these or other factors may predominate in a particular case.” Id. at 696–97. Relying on the testimony of Dr. Polish, Google argues the following: [a] person of ordinary skill in the art . . . would have possessed at least a bachelor’s degree in computer science, computer engineering, electrical engineering, or an equivalent field requiring learning computation principles, and two years of work experience in networking or streaming media systems, particularly audio and video, over the Internet. Additional education could compensate for less practical experience and vice versa.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“In the Petition, Google states that it “does not presently contend that any [claim] term requires express construction.” Pet. 6. In response, Withrow acquiesces; in particular, Withrow argues “the Board need not construe any terms of the ’849 Patent. Petitioner does not contend any [claim] terms require express construction.” Prelim. Resp. 13 (citing Pet. 6). Based on the preliminary record, there is no readily discernible controversy between the parties that requires us to construe any claim terms at this time. See, e.g., 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 8
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundInstituted
“Turning to rationale to combine, Google contends that Carmel and Mattavelli are both directed to processing multimedia data playback “for the appreciation of a user,” while providing the highest perceived audio and video output quality possible in view of system constraints to ensure playback continuity. Pet. 50–51 (citing Ex. 1003, 10:48–54, 11:9–18, 7:35– 49, Figs. 3D, 6B; Ex. 1004, 2309, 2310). Google argues that both Carmel and Mattavelli pertain to compression of multimedia data using well-known coding and compression standards for video streaming. Pet. 51 (citing Ex. 1003, 7:25–26, 11:24–52; Ex. 1004, 2309–2311). Google argues a PHOSITA would appreciate both Carmel and Mattavelli complement each other because Carmel pertains to addressing constraints to available network bandwidth, whereas Mattavalli relates to addressing limits on available processing resources at the client/multimedia player. Pet. 52 (citing Ex. 1003, Abstract, 7:36–41; Ex. 1004, 2309–2312). Google argues that a PHOSITA would have been motivated to combine the complementary teachings in Carmel and Mattavelli to create a more robust streaming system that addresses both bandwidth constraints and client processing limits to provide a best possible playback experience. Pet. 52 (citing Ex. 1002 ¶¶ 212–215). Google argues that Mattavelli teaches merely optimizing transmission bandwidth is not sufficient and is potentially harmful, which provides an express motivation to combine Carmel’s and Mattavelli’s complementary teachings to ensure that different, related links in the streaming playback chain are optimized together. Pet. 53 (citing Ex. 1002 ¶¶ 216–217; Ex. 1004, 2310). In addition, Google argues Carmel contains an express disclosure that would have motivated a PHOSITA to combine Carmel with Mattavelli’s complementary teachings because Carmel states that multimedia playback is achieved “preferably with only a minimal necessary transmission and decoding delay.” Pet. 53–54 (citing Ex. 1002 ¶ 218; Ex. 1003, 10:50–54). Withrow does not specifically respond to these arguments, except for limitations 1[c.ii] and 1[c.iv] discussed infra. See generally Prelim. Resp. Nonetheless, the burden of persuasion remains on Petitioner to demonstrate unpatentability. See Dynamic Drinkware, LLC v. Nat’l Graphics, Inc., 800 F.3d 1375, 1378 (Fed. Cir. 2015). Based on the preliminary record, we discern no deficiency in Google’s characterizations of Carmel, Mattavelli, or the general background knowledge in the art. In addition, for purposes of institution, we are persuaded by Dr. Polish’s testimony concerning the relevant disclosures in Carmel and Mattavelli.” slip op. at 22
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,771,849 - Microsoft Corporation v. Partec AGInstitutedPTAB · Jul 8, 2025 · IPR2025-00318 · APJ Jameson Lee · IPR · Institution
The Board instituted IPR on claims 1–10, finding a reasonable likelihood that Lippert and Budenske render the challenged claims obvious.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. See 35 U.S.C. § 314 (2018); 37 C.F.R. § 42.4(a). An inter partes review may not be instituted unless the information presented in the Petition “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential).” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner states that for purposes of the Preliminary Response it has applied Petitioner’s recitation of the level of skill in the art. Prelim. Resp. 15. Patent Owner has not proposed its own articulation of the level of ordinary skill. We adopt Petitioner’s statement of the level of ordinary skill in the art. It is supported by the testimony of Dr. Long and not disputed by Patent Owner. Further, it appears consistent with what is reflected by the content of the applied prior art. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). B.” slip op. at 7
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“Regarding motivation to combine, Petitioner explains: A POSITA would have been motivated to implement the heterogeneous computing system of Lippert with the dynamic iterative sub-tasks assignment method of Budenske partly because doing so would facilitate efficient distributions of subtasks and processing resources during execution of an iterative application, thus fully leveraging the flexibility of the heterogeneous architecture and “reduc[ing] execution time” of computing iterations. EX1005, 391; EX1003, ¶59. Pet. 17. Petitioner further explains: Second, Budenske provides express motivation from implementing its method in a heterogeneous computing system such as Lippert, namely to “fully utilize the architectural flexibility of such a [heterogeneous parallel computing] system.” EX1005, 390. A POSITA would have found that the dynamic flexibility of the heterogeneous computing system taught by Lippert through the “loose coupling” of computation nodes and boosters (EX1004, [0013], [0015] (describing “a maximum flexibility in providing hardware resources”)), naturally complements the dynamic flexibility of remapping sub-tasks among processing resources to account for the actual processing of the sub-tasks by the processing resources during preceding iterations, as taught by Budenske (EX1005, 391), and that the combination for these teachings would provide increased flexibility for optimally processing iterative applications. EX1003, ¶60.” slip op. at 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
“teaching away” argument: “As discussed above, Budenske actually teaches away from distributing subtasks between processor types, noting that for its teachings to work all processors utilized for a given task must be of the same type. EX1005 at 392; Section VI.A.1.” Prelim. Resp. 23. We already discussed and rejected above Patent Owner’s contention that Budenske describes its teachings would work only if all processors utilized for a given task are of the same type. Thus, the “teaching away” argument also lacks merit. Alternatively, Patent Owner asserts that even if we reject Patent Owner’s “teaching away” argument, “Budenske’s teachings would have strongly weighed against motivating a skilled artisan to develop a system according to the ‘442 Patent claims.” Prelim. Resp. 23–24. We disagree. As discussed above, Budenske acknowledged that its resource mapping method would be more easily accomplished if all the processors were of the same type. It nowhere indicates, as Patent Owner argues, that the method would work only if all the processors were of the same type. slip op. at 24
§ 103 obviousnessPatents in suitUS 11,537,442 - PTAB · Oct 12, 2023 · IPR2023-00614 · APJ Zhenyu Yang · IPR · Institution
The Board instituted review of claims 1–3, 6–18, 21–24, and 27–29 on all asserted grounds, finding a reasonable likelihood of obviousness over Ducharme, Ianiro, Katzir, and Hasnain.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“inter partes review may not be instituted “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). For the reasons provided below, we determine Petitioner has satisfied the threshold requirement set forth in 35 U.S.C. § 314(a). Patent Owner has not persuaded us to exercise our discretion to deny institution. Accordingly, we institute an inter partes review of all challenged claims based on all grounds raised in the Petition. See SAS Inst., Inc. v. Iancu, 138 S. Ct. 1348, 1359–60 (2018).” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsDecided for petitioner
“consider “whether the petitioner has demonstrated that the Office erred in a manner material to the patentability of challenged claims.” Advanced Bionics, 8. We focus our analysis on Ducharme, one of the primary references asserted in the Petition. Although Ducharme was “not before the Office during examination of the [’]895 Patent,” Patent Owner asserts that it is cumulative to a reference that “was presented to the Office during examination by IDS.” Prelim. Resp. 42–43. Patent Owner does not point to, and we have not found, any evidence showing discussion or application of the previously presented reference by the Examiner during prosecution of the ’895 patent or its related patents. In other words, “the record of the Office’s previous consideration of the art is not well developed or silent.” Advanced Bionics, 10. In such situations, “a petitioner may show the Office erred by overlooking something persuasive.” Id.; see also id. at 8 n.9 (“An example of a material error may include misapprehending or overlooking specific teachings of the relevant prior art where those teachings impact patentability of the challenged claims.”). On this record, Petitioner has shown sufficiently that the Examiner overlooked Ducharme’s teachings of the limitations that were the basis for allowing the challenged claims. Indeed, the Examiner allowed the challenged claims, stating that the closest prior art references lack the teachings of the emitted light being suitable for the commercial image recording when the emitted light is simultaneously at least 1000 lumens when either the first or the second LEDs are lit, is broad-spectrum white light having a color deviation corresponding to less than 5 points of both green and magenta of color compensation, and has a color rendering index of light emitted from each of the first or the second LEDs (whichever is lit) that is greater than 90. Ex. 1002, 150. Petitioner’s evidence indicates that Ducharme teaches an LED light suitable for commercial image recording that includes a plurality of first white LEDs having a first spectrum and a plurality of second white LEDs having a second spectrum. See, e.g., Ex. 1005, 4:1–7. Petitioner’s evidence also indicates that a person of ordinary skill in the art would have had reason to select first white LEDs with a daylight spectrum and second white LEDs with a tungsten spectrum. See, e.g., Ex. 1003 ¶ 449; Ex. 1006 ¶ 53. Further, Petitioner’s evidence indicates that LEDs satisfying the light quality parameters recited in the challenged claims were known to those of ordinary skill in the art. See, e.g., Ex. 1003 ¶ 480; Ex. 1005, 25:36–43; Ex. 1007, 7:11–15; Ex. 1008, 4:1–3. Thus, the evidence cited in the Petition demonstrates that the Office” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“The parties agree that, for purposes of this Decision, no claim term needs specific construction beyond its plain and ordinary meaning. Pet. 14; Prelim. Resp. 14. 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 address the construction of any claim term.” slip op. at 9
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that a person of ordinary skill in the art would have had “at least a Bachelor of Science degree in electrical engineering, or a closely related field, along with at least two years of experience in the design of entertaining lighting systems, and the design and use of LEDs.” Pet. 14 (citing Ex. 1003 ¶ 32). Patent Owner does not dispute Petitioner’s definition of the skill level at this stage of the proceeding. Prelim. Resp. 13. For purposes of this Decision, we adopt Petitioner’s definition of the skill level because it is consistent with the prior art’s demonstration of the skill level at the time of the invention.” slip op. at 9
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSRPatents in suitUS 10,566,895 - PTAB · Oct 10, 2023 · IPR2023-00611 · APJ Christopher L Crumbley · IPR · Institution
The Board instituted IPR on claims 1, 3, 4, 7–13, 23, 25, 26, 28, 29–39, and 41–45 on all asserted grounds, finding a reasonable likelihood of success over Mueller, Ansems, and Simon.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. 35 U.S.C. § 314(b); 37 C.F.R. § 42.4(a) (2022). The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.”” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsDenied
“whether the Office erred in a manner material to the patentability of the challenged claims. Advanced Bionics, Paper 6 at 8. Central to this analysis is factor (c) of Becton, Dickinson, which “focuses on the record developed by the Office in previously reviewing the art or arguments.” Id. at 10. In cases where the Office raised a specific teaching of a reference during prosecution, and the petitioner disagrees with that specific finding of record, “then ordinarily the petitioner’s required showing of material error must overcome persuasively that specific finding of record.” Id. On the other hand, we are often presented with circumstances such as those found in the present case, where the prior art that was previously presented to the Office was not substantively remarked upon or applied in a rejection of the claims. This often occurs in the context of art submitted on an IDS, which is the manner in which the majority of the references identified by Colt in this case were incorporated into the file history. Ex. 1002, 216 (Kit, Ducharme ’261, Mueller ’029), 217 (Katzir). Only Simon” slip op. at 13
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Skill Quasar asserts that a person of ordinary skill in the art at the time of the invention would have had “at least a Bachelor of Science degree in electrical engineering, or a closely related field, along with at least two years of experience in the design of entertaining lighting systems, and the design and use of LED lights.” Pet. 16 (citing Ex. 1003 ¶¶ 32–33). Colt does not dispute Quasar’s characterization of the level of skill, arguing that “the proposed level of ordinary skill does not affect the ultimate analysis.” Prelim. Resp. 15. At this stage of the proceeding, we adopt Quasar’s definition of the level of skill in the art, which is consistent with the disclosure of the ’224 patent and asserted prior art of record. If the parties disagree with our preliminary finding, they are invited to further brief the issue of level of ordinary skill in the art and, in particular, which disputed issues material to patentability turn on the definition adopted by the Board.” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“35 U.S.C. § 282(b), as articulated in Phillips v. AWH Corp., 415 F.3d 1303 (Fed. Cir. 2005) (en banc), and its progeny. See 37 C.F.R. § 42.100(b) (2022). Under this standard, the words of a claim are generally given their “ordinary and customary meaning,” which is the meaning the term would have to a person of ordinary skill at the time of the invention, in the context of the entire patent including the specification. See Phillips, 415 F.3d at 1312–13. Both parties agree that the terms of the claims of the ’224 patent should be given their ordinary and customary meaning, but neither party further elaborates on what those meanings are for any particular claim term. Pet. 16–17; Prelim. Resp. 15. We interpret the parties’ positions to be that no claim term of the ’224 patent requires express construction for purposes of deciding whether to institute trial. Upon review of the record and the parties’ arguments, we agree. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Ltd., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“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 9
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 10,197,224 - PTAB · Oct 10, 2023 · IPR2023-00613 · APJ Robert J Weinschenk · IPR · Institution
Instituted IPR on claims 1–3, 6–14, 16–19, 21–24, and 26–31 on all petitioned grounds; petitioner showed a reasonable likelihood of prevailing on obviousness over Ducharme, Ianiro, Katzir, and Hasnain.
RulingsInstitution decision- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsDecided for petitioner
“the following two-part framework: (1) whether the same or substantially the same art previously was presented to the Office or whether the same or substantially the same arguments previously were presented to the Office; and (2) if either condition of the first part of the framework is satisfied, whether the petitioner has demonstrated that the Office erred in a manner material to the patentability of challenged claims. Advanced Bionics, LLC v. MED-EL Elektromedizinische Geräte GmbH, IPR2019-01469, Paper 6 at 8 (PTAB Feb. 13, 2020) (precedential).” slip op. at 6
- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“would have been obvious over Ducharme, Ianiro, Katzir, and Hasnain. Pet. 47–75. For the reasons discussed below, Petitioner demonstrates a reasonable likelihood of prevailing in showing that claims 1–3, 6–14, 16–19, 21–24, and 26–31 would have been obvious over Ducharme, Ianiro, Katzir, and Hasnain.” slip op. at 12
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that a person of ordinary skill in the art would have had “at least a Bachelor of Science degree in electrical engineering, or a closely related field, along with at least two years of experience in the design of entertaining lighting systems, and the design and use of LED lights.” Pet. 13 (citing Ex. 1003 ¶ 32). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Mr. Fred Holmes. Ex. 1003 ¶ 32. Patent Owner does not dispute Petitioner’s description at this stage of the proceeding. Prelim. Resp. 12. We adopt Petitioner’s description for purposes of this Decision.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Construction In an inter partes review proceeding, a patent claim is construed using the same standard used in a civil action under 35 U.S.C. § 282(b), including construing the claim in accordance with the ordinary and customary meaning of the 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). Neither party proposes an express construction for any claim terms at this stage of the proceeding. Pet. 13; Prelim. Resp. 12–14. We determine that no claim terms require express construction for purposes of this Decision.” slip op. at 9
Claim construction§ 103 obviousnessDiscretionary denialPatents in suitUS 10,411,582 - Cisco Systems, Inc. v. Ramot At Tel Aviv University, Ltd.No claims unpatentablePTAB · Oct 3, 2023 · IPR2022-00576 · APJ Monica S Ullagaddi · IPR · Final written decision
Claims 13, 14, and 23–29 were not shown unpatentable as obvious over Roberts and Taraschuk, with or without Wright, because the asserted combinations did not teach or suggest the claimed delta features.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“We do not discern a substantial difference between the parties’ definitions for the level of ordinary skill in the art. Instead, we determine that the parties’ definitions are substantially similar. We adopt Petitioner’s definition of the level of skill in the art, which is consistent with the disclosure of the ’872 patent and asserted prior art of record. The findings and conclusions rendered in this Decision would not change had we adopted Patent Owner’s definition.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“We need not construe any claim term in our Decision in order to resolve the issues before us. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (explaining that construction is needed only for terms that are in dispute, and only as necessary to resolve the controversy).” slip op. at 9
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“for a LUT having the recited deltas except for Dr. Blumenthal’s analysis. Although Wright generally teaches compensating for mismatches, Dr. Blumenthal’s analysis fills in limitations 13.8 and 13.9––Petitioner does not set forth a sufficiently supported reason for using the specific values recited in limitations 13.8 and 13.9. At best, Petitioner presents an “obvious to try rationale”: In addition to the reasons mentioned above, a POSITA would have found it obvious to try a mapping scheme in which entries in the look-up table as taught by Taraschuk are selected such that successively decreasing inputs correspond to digital output entries with either decreasing, increasing, or similar deltas between their values. . . . Doing so would have involved choosing from a finite number of identified, predictable solutions, with a reasonable expectation of success. In that regard, the deltas between values of the corresponding digital outputs can either increase, decrease, or stay the same. Accordingly, there are only three possible relationships between deltas of successive digital outputs. With so few possibilities, a POSITA would have found it obvious to try each of them. Pet. 59 (citing Ex. 1003 ¶ 265). The analysis for 13.8 is incorporated by reference in 13.9. See Pet. 60. Although there are three possible relationships between two, consecutive deltas, there are many possible sequences of deltas––Petitioner does not sufficiently show a finite number of solutions in its challenge.” slip op. at 30
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“We agree with Patent Owner’s argument that the portions of Taraschuk in column 7, lines 61–67 and column 8, lines 13–15 cited by Petitioner in its challenge to claim 13 teach “an end-to-end approach” “because that calculation involves predistortion of the input M-bit word by subtracting a digitized analog sample of the ultimate output,” and as such, teach “[a]n approach that necessarily does one combined correction for all of the nonlinearities that occur in-between those ends—whether bit mismatches in the digital logic or non-linearities in the Mach-Zehnder modulator.” PO Sur-reply 18 (citing PO Resp. 30–36; Ex. 2018 ¶¶ 48, 49, 85–87, 89, 103; Ex. 1006, 7:34–39, 7:61–67). We further agree with Patent Owner’s assertion that [Patent Owner] and Prof. Dallesasse are not suggesting that Dr. Blumenthal should model the logic-level mismatches. But rather pointing out that calculating an idealized sinusoidal response in isolation is not obvious (or flowing naturally) from a reference that can only deal with compensating the combined response of the modulator and digital logic mismatches together—via real-time pre-distortion fed back from the ultimate output and subtracted from the input. Dallesasse testifies that Dr. Blumenthal starts with the premise that all that is required is deriving a complementary function to the sinusoidal response. . . . But this ignores that the disclosure of Taraschuk describes compensating “the sinusoidal response of the modulator” and “logic level mismatches through the D/A converter” together. . . . Dr. Blumenthal’s complementary sinusoidal correction curve won’t do that. The combined non-linearity from the multiple sources likely won’t simply be evenly sinusoidal. Taraschuk does not disclose, or in my opinion render obvious, any pre-calculation solution. (Taraschuk mentions a real-time analog feedback loop to pre-distort, which would not involve pre-calculation.) And it certainly does not suggest one that could deal with the combined and likely complex non-linearities described.” slip op. at 28
Patent outcomesUS 11,133,872 not shown unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,133,872 - Cisco Systems, Inc. v. Ramot At Tel Aviv University, Ltd.No claims unpatentablePTAB · Sep 29, 2023 · IPR2022-00575 · APJ Monica S Ullagaddi · IPR · Final written decision
Claims 1–12, 15–22, and 30 were not shown unpatentable under § 103 over Roberts and Taraschuk because the combination did not teach or suggest the claimed mapping.
RulingsFinal written decision- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“Inst. Dec. 25–26 (citing Ex. 1006, 8:2, 8:8, 6:61–65; Ex. 1003 ¶ 147; Prelim. Resp. 46). Based on our review of the complete record developed during trial, we are persuaded to modify our preliminary determinations. For the reasons discussed below, we are persuaded that the scope of claim 1 does not encompass linear compensation methods effected by analog pre-distortion because the ’872 patent specification distinguishes analog pre-distortion (see Ex. 1001, 1:55–2:34) and the prosecution history specifically distinguishes analog pre-distortion from the claimed approach (see Ex. 1002, 172). We find persuasive Dr. Dallesasse’s testimony that “a person of ordinary skill in the art reading the [’872] patent would understand that th[e] [claimed] approach differs from pre-distortion based on real-time measured analog modulator output.” Ex. 2018 ¶ 33 (citing-in-part Ex. 1001, 2:3–7 (’872 patent disclosing common, prior art solutions such as “an analog predistortion circuit to feed the modulator”)); see also Ex. 1001, (the ’872 patent describing the need for a “digital to analog converter” that would “improve[] linearity of response without sacrificing efficiency or dynamic range” as in the common, prior art solutions). Dr. Dallesasse explains how “the prosecution history of the ’872 patent [illustrates] that when [Patent Owner] changed ‘correct for non-linearities’ to the more specific language ‘determined based on a pattern for actuating drive voltages that alters the linearity of an optical response of the modulator,’” “the Examiner then allowed the claims over a rejection based on Roberts, which “suggests that there are ways to ‘correct for non-linearities’ that do not meet the amended Ex. 2009, 2; Ex. 2003). During prosecution, Patent Owner argued: Roberts does not disclose a “digital-to-digital mapping,” where, “for a given plurality of N digital input data bits, the mapping to the corresponding M digital output data bits is determined based on a pattern for actuating drive voltages that alters the linearity of an optical response of the modulator,” as recited in amended claim 1. Instead, the linear compensation in Roberts is performed pursuant to a compensation function c(t) when the Vx(n) multi-bit sample streams are generated. Importantly, this linear compensation in Roberts occurs before the mapping of Vx(n) to Sx(n). As a result, the mapping between Vx(n) to Sx(n) in Roberts, such as the mapping shown in Table 1 of Roberts, is not a part of the linear compensation operation performed in Roberts. Ex. 1002, 172 (emphasis added). We interpret the quoted passage to exclude analog pre-distortion because we interpret the argument distinguishing Robert’s compensation as happening “before the mapping” to refer to pre-distortion techniques––in particular, those accomplished by analog compensation function, c(t). Id. Both the ’872 patent and Patent Owner’s arguments during prosecution support Dr. Dallesasse’s testimony and Patent Owner’s position that the scope of claim 1 does not encompass linear compensation methods effected by analog pre-distortion.” slip op. at 21
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“mapping is based on an analog feedback loop, by . . . quoting from the reference and leaving out the very next sentence” has merit. Sur-Reply 8 (citing Pet. Reply 23). Petitioner does not sufficiently address the cited teachings and in particular, Taraschuk’s teachings of calculating a difference between a “sampled analog output signal (S) and corresponding M-bit word” to a calculate a mapping “required to obtain the desired output analog signal level.” Ex. 1006, 7:34–39. We are persuaded Petitioner does not sufficiently rebut Patent Owner’s contention that Roberts’ and Taraschuk’s teachings of linear compensation are implemented by analog pre-distortion. Petitioner cannot ignore these teachings of Taraschuk and consider only the portions that support its challenge. See Pet. Reply 17 (citing Pet. 43–45; Ex.1006, 7:56–60) (“Patent Owner’s emphasis on Taraschuk’s digital feedback loop is also misplaced because the Petition simply relied on Taraschuk’s linearizer 44 as a discrete, known device for performing non-linear compensation of a Mach-Zehnder modulator.” (emphasis added)). Petitioner cannot set forth the teachings of Taraschuk in such a piecemeal sufficiently explain why the converter of Taraschuk relies on analog pre-distortion, or explain why analog pre-distortion is encompassed by the invention recited in independent claim 1, Petitioner does not sufficiently carry its burden.” slip op. at 25
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightNot shown unpatentableNot shown unpatentable
“Second, Petitioner concludes that “a POSITA would have found it obvious to map input bits to output bits within the look-up table such that the output bits correspond to voltage values to be transmitted to electrodes of an optical modulator,” but offers no support other than Robert’s teaching that the DSP’s output is a multi-bit parallel binary signal. See id. at 51 (citing Ex. 1005, 6:40–42). That is, the sole basis for Petitioner’s conclusion that it would have been obvious to perform the claimed method is that the output is the same. Id. This is impermissible hindsight. Third, Petitioner essentially argues that a person would have found it obvious to perform the mapping because Taraschuk teaches a look-up table and non-linear compensation. Id. at 51–52. Yet the claim recites how the mapping is performed, which is left unaddressed by Petitioner. Id. That is, Petitioner has not shown where Taraschuck teaches mapping a given number look-up table, so that the output bits compensate for the non-linear effects of the optical modulator. Id. at 52. Rather, Petitioner provides a piecemeal analysis that uses the ’872 patent’s specification as a blueprint to pull together a look-up table, non-linear compensation, and a modulator to arrive at the claimed invention. See id. Thus, all three rationales for limitation 1.9 are deficient. See PO Resp. 27.” slip op. at 30
- Skill levelSkill level petitioner adoptedOther
“We do not discern a substantial difference between the parties’ definitions for the level of ordinary skill in the art. Instead, we determine that the parties’ definitions are substantially similar. We adopt Petitioner’s definition of the level of skill in the art, which is consistent with the disclosure of the ’872 patent and asserted prior art of record. The findings and conclusions rendered in this Decision would not change had we adopted Patent Owner’s definition.” slip op. at 8
Patent outcomesUS 11,133,872 not shown unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,133,872 - Hope Medical Enterprises, Inc. v. Fennec Pharmaceuticals, Inc.No claims unpatentablePTAB · Sep 1, 2023 · IPR2022-00125 · APJ Julia Heaney · IPR · Final written decision
The Board granted the revised noncontingent motion to amend, canceled claims 18 and 20, and entered substitute claims 28 and 29, which were not proven obvious.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner, relying on the testimony of Dr. Rogers, contends that a person of ordinary skill in the art would have [had] a bachelor’s degree or equivalent in any of the pharmaceutical sciences with at least 5 years of experience in solid state chemistry; a master’s degree in any of the pharmaceutical sciences with at least 3 years of experience in solid state chemistry; or a Ph.D. in any of the pharmaceutical sciences with 1 year of experience in solid state chemistry. Pet. 8 (citing Ex. 1008 ¶¶ 24–28). Petitioner further states that such “[a] person could also have qualified as a [person of ordinary skill in the art] with some combination of (1) more formal education and less technical or professional experience or (2) less formal education and more technical or professional experience.” Id. Patent Owner does not dispute Petitioner’s proposed definition of a person of ordinary skill. See generally MTA, RMTA. Having considered the parties’ arguments and evidence, we adopt the level of ordinary skill in the art proposed by Petitioner, because it is consistent with the disclosures of the ’363 patent and the prior art of record. We note, however, that neither party contends that the outcome of this case would differ based on our adoption of any particular definition of a person of ordinary skill in the art.” slip op. at 12
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“In our Preliminary Guidance, we construed “for a pharmaceutical composition” to mean “in combination with pharmaceutically acceptable excipients,” based on the ’363 patent’s definition providing that “[t]he terms ‘formulation’ or ‘pharmaceutical composition’ as used herein refers to the drug in combination with pharmaceutically acceptable excipients.” Prelim. Guid. 5–6 (citing Ex. 1001, 12:26–28; Ex. 2010, 17:11–12; Ex. 2011, 26:26– 27). We also encouraged the parties to address whether “for a pharmaceutical composition,” which appears in the preamble of substitute claims 28 and 29, is limiting, as opposed to a statement of intended use or purpose. Id. at 6. Following our Preliminary Guidance, the parties submitted further arguments concerning the term “for a pharmaceutical composition.” Patent Owner argues the term requires that the claimed process provide STS that is sufficiently pure for use in a pediatric patient (see RMTA 8–11) and that the word “drug” in the ’363 patent’s definition of “pharmaceutical composition” requires that the anhydrous STS is of sufficient purity for pharmaceutical use. Reply RMTA 3. Petitioner argues that the construction set forth in our Preliminary Guidance was correct. See Sur-reply RMTA 2–3. Having considered the arguments and evidence, we do not further construe the term “for a pharmaceutical composition” in this Decision because, as discussed in our analysis of obviousness below, it is not necessary to construe the term in order to determine whether Petitioner has met its burden of demonstrating by a preponderance of the evidence that proposed substitute claims 28 and 29 are unpatentable. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“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 13
- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend, grantedGranted
“1. Reasonable Number of Substitute Claims A motion to amend must “propose a reasonable number of substitute claims.” 35 U.S.C. § 316(d)(1)(B); see 37 C.F.R. § 42.121(a)(3) (“A motion to amend may cancel a challenged claim or propose a reasonable number of substitute claims.”). Patent Owner proposes the same number of substitute claims as the original challenged claims that are cancelled, i.e., a one-to-one substitution for a total of two substitute claims. MTA 2; RMTA. “There is a rebuttable presumption that a reasonable number of substitute claims per challenged claim is one (1) substitute claim.” Lectrosonics, Paper 15 at 4; see 37 C.F.R. § 42.121(a)(3). Petitioner does not argue otherwise. See generally Opp. RMTA. Therefore, we determine that Patent Owner proposes a reasonable number of substitute claims. 2. Support in the Original Disclosure Patent Owner has identified written description support in the originally filed disclosure of the ’363 patent for the new limitations added for the proposed substitute claims. See RMTA 5–8. We have reviewed Patent Owner’s assertions of support in the original disclosure for the proposed revised substitute claims and determine that sufficient support exists. Petitioner does not argue otherwise. See generally Opp. RMTA. Therefore, we determine that Patent Owner has met this requirement. 3. Respond to a Ground of Unpatentability “A motion to amend may be denied where . . . [t]he amendment does not respond to a ground of unpatentability involved in the trial.” 37 C.F.R. § 42.121(a)(2)(i). Patent Owner asserts that the proposed revised substitute claims are patentable over the combination of references that forms the basis of the obviousness ground on which we instituted trial. RMTA 12–13. Petitioner does not argue otherwise. See generally Opp. RMTA. Therefore, we determine that Patent Owner has met this requirement. 4. Scope of the Claims Patent Owner asserts that the proposed revised substitute claims do not enlarge the scope of original claims 18 and 20. RMTA 5. We have reviewed Patent Owner’s assertion that the purity amendments of proposed revised substitute claims 28 and 29 narrow the claims’ scope. Id. Petitioner does not argue otherwise. See generally Opp. RMTA. Therefore, we determine that Patent Owner has met this requirement.” slip op. at 17
- BurdenNot shown unpatentable
“determine the evidence relied on by Petitioner does not support Petitioner’s position that a person of ordinary skill in the art would have been motivated to combine Levenson, Sherman, Edwards, and USP. Petitioner’s contention that it would have been obvious to a person of ordinary skill in the art to combine the teachings of Levenson with Sherman is based on Dr. Rogers’s testimony that “[b]oth references disclose synthesis of sodium thiosulfate pentahydrate.” Ex. 1008 ¶ 151; see Pet. 36, 38. Dr. Rogers further testified it would have been obvious to add Edwards’s dehydrating step to the preparation of STS pentahydrate “which is obtained following the teachings of Levenson and Sherman” because “Edwards itself discloses dehydrating [STS] pentahydrate.” Id. ¶ 154. The Petition included these arguments even though they were inconsistent with Petitioner’s previous statement, during the Sherman prosecution, that Levenson taught STS heptahydrate, and therefore “does not provide any teaching with respect to [STS] pentahydrate.” Ex. 2013, 97. This prior inconsistent statement undercuts Petitioner’s rationale for combining Levenson, Sherman, and Edwards in this proceeding. Moreover, Petitioner’s rationale for combining the references in this proceeding is inconsistent with its statements about Levenson during the Sherman prosecution. Recognizing this inconsistency, Petitioner now takes the position that the Petition and Dr. Rogers’s testimony were incorrect. Paper 32; see Tr. 21:14–22:7, 59:1–2 (reemphasizing that “Petitioner maintains the statements that it made in the Sherman prosecution regarding Levenson”). Petitioner attempts to rationalize the inconsistency between its statements in the Sherman prosecution (including that “Levenson does not provide any teaching with respect to [STS] pentahydrate”) and its position in this proceeding by arguing that Dr. Rogers relies on Levenson as teaching surface activation “regardless of any particular hydrates Levenson discloses.” Tr. 22:8–9. That argument is not persuasive, because Dr. Rogers’s declaration clearly states the primary reason for his opinion that it would have been obvious to a person of ordinary skill in the art to combine the teachings of Levenson with Sherman: “[b]oth references disclose synthesis of sodium thiosulfate pentahydrate.” Ex. 1008 ¶ 151. Contrary to Petitioner’s argument, Dr. Roger’s reliance on the surface activation teachings of Levenson is because he believes that both references pertain to STS pentahydrate; the surface activation teachings are not stated as an independent reason to combine the references. Id. Petitioner provides no further explanation of how a person of ordinary skill in the art would have been motivated to combine Levenson’s teachings regarding manufacture of STS heptahydrate with Sherman’s and Edwards’s teachings regarding STS pentahydrate, or how a person of ordinary skill would have regarded the difference between STS hydrates. Dr. Rogers’s acknowledgement of stability differences among STS hydrates highlights the insufficiency of Petitioner’s showing in this regard. See Ex. 2005, 35, 39. Having changed its position at the close of trial and having effectively withdrawn Dr. Rogers’s testimony as to similarities between Levenson and” slip op. at 24
Patent outcomesUS 10,792,363 not shown unpatentableClaim constructioncites KSR · GrahamPatents in suitUS 10,792,363 - 3M Company v. Bay Materials, LLCInstitution deniedPTAB · Jul 7, 2023 · IPR2023-00243 · APJ Grace Karaffa Obermann · IPR · Institution
The Board denied institution under General Plastic because 3M filed a staggered second petition challenging the same claims without explaining its nearly five-month delay.
RulingsInstitution decision- PTAB / AIA Trials › Discretionary denial › General Plastic (serial petitions)Institution denied general plasticInstitution denied
“Factors 4 and 5 Petitioner makes no attempt to explain its nearly five-month delay between filing the Petition in IPR215 and filing the instant Petition. Prelim. Resp. 21. As Patent Owner points out, the Petition in IPR215 expressly states Petitioner’s intention to file the instant Petition. Id. at 8, 23; IPR215, Paper 2 at 3. Petitioner provides “no explanation of its decision to wait” nearly five months to carry out that intention. Prelim. Resp. 23. An inadequately explained delay of similar length supported denial of institution in Valve, even where a different petitioner filed the second petition. Id. 21– 22 (citing Valve, Paper 10 at 15). Both the length of the delay (factor 4) and Petitioner’s failure to explain the delay (factor 5) favor denying institution.” slip op. at 10
Discretionary denialPatents in suitUS 10,870,263 - Eve Energy Co., Ltd. v. Varta Microbattery GmbHInstitution deniedPTAB · May 12, 2023 · IPR2023-00122 · APJ Jo-Anne M Kokoski · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–22 were unpatentable on the proposed obviousness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“We are not persuaded, on this record, that Petitioner adequately establishes that a POSITA would have been motivated to modify Brown in the manner proposed. Brown teaches that its battery casing with the stacking mechanism is used in both single and multi-cell batteries: A cell casing for a primary dry cell battery of the button type is disclosed which includes a case with a first elongated electrically conductive member affixed centrally to its exterior surface, and a cover with a second elongated electrically conductive hollow member affixed centrally to its interior surface in communication with an aperture. Both a single and a multi-cell battery are described which include the above battery casing.” slip op. at 11
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“establishes that a POSITA would have been motivated to modify Brown in the manner proposed. Brown teaches that its battery casing with the stacking mechanism is used in both single and multi-cell batteries: A cell casing for a primary dry cell battery of the button type is disclosed which includes a case with a first elongated electrically conductive member affixed centrally to its exterior surface, and a cover with a second elongated electrically conductive hollow member affixed centrally to its interior surface in communication with an aperture. Both a single and a multi-cell battery are described which include the above battery casing. Ex. 1016, 1:11–18 (emphasis added). Consistent with this teaching, Brown’s Example I describes a cell casing “formed generally in accordance” mechanism, in particular a screw (member 14) welded to the outside center of case 11. Id. at 2:58–81. In Example II, Brown teaches using the “cell casing of Example I,” which includes the stacking mechanism, in a single-cell battery. Id. at 3:1–18. Brown explicitly states that the aperture in the cover is sealed when the cell is used in a single cell battery, but provides for no other modifications to the casing. Id. at 3:13–16 (“The aperture was then sealed by means of a short #2-56 round-head machine screw and a 10-mil thick polytetrafluoroethylene polymer gasket.”). In Example III, Brown similarly teaches a battery with fifteen stacked cell casings wherein, after each casing member of each cell was threaded into the hollow member of the cover of the adjacent, the aperture on the last cover was “sealed with a threaded screw as in Example II.” Id. at 3:19–29. These teachings demonstrate that Brown contemplated using the casing with the stacking mechanism in a single cell battery, and accounted for that by sealing the aperture in the cover. In light of these disclosures in Brown, neither Petitioner nor Mr. Juzkow sufficiently explains why a POSITA would overlook Brown’s teaching that the casing includes the stacking mechanism regardless of the number of cells in the battery, in order to simplify the manufacturing process and produce a battery with a smooth cup surface that would reduce the space occupied by the battery when only a single cell is used. Pet. 18 (citing Ex. 1003 ¶¶ 159–160); see Ex. 1016, 1:11–18, 3:1–18. Notably, Mr. Juzkow’s testimony in this regard merely repeats the conclusory and unsupported assertions in the Petition, without citing to additional evidence or providing any reasoning to support his statement. Mr. Juzkow’s testimony thus adds little to Petitioner’s conclusory assertions regarding a” slip op. at 11
- Skill levelSkill level petitioner adoptedOther
“Petitioner contends that a person having ordinary skill in the art (“POSITA”) would have had “a bachelor’s degree in engineering (mechanical, electrical or chemical), general science, materials science or the equivalent and 3-4 years of work experience with electrochemical cell packaging systems.” Pet. 5 (citing Ex. 1003 ¶¶ 39–41). Petitioner further 1 The Leahy-Smith America Invents Act (“AIA”), Pub. L. No. 112–29, 125 Stat. 284 (2011), revised 35 U.S.C. §§ 102 and 103 effective March 16, 2013. Petitioner argues, and Patent Owner does not contest, that the pre- AIA statutory provisions apply to this case. See Pet. 5 n.1. Neither party indicates the result would change based on which version of the statute the Board applies for purposes of deciding whether to institute review. 2 Brown, US 3,748,182, issued July 24, 1973 (Ex. 1016). 3 Higuchi, Chinese Patent App. Pub. CN101286572 A, published October 15, 2008 (Exs. 1009 (English translation), 1010 (original Chinese)). 4 Okochi, EP 0829105 B1, published May 21, 2003 (Ex. 1013). 5 Brenner, DE 102005058132 A1, published June 6, 2007 (Ex. 1014, with English translation). 6 Kubota, US 5,654,114, issued August 5, 1997 (Ex. 1015). of education, such as a master’s or doctorate degree,” and “less education may be compensated by more work experience.” Id. Patent Owner states that the Preliminary Response “establishes that Petitioner’s arguments fail under its proffered definition of” a person of ordinary skill in the art. Prelim. Resp. 11. Patent Owner does not propose a different level of skill in the art at this stage of the proceeding. See id. (“Patent Owner reserves the right to dispute Petitioner’s definition of a [person of ordinary skill in the art] if an IPR is instituted.”). To the extent necessary, and for purposes of this Decision, we accept the uncontested assessment offered by Petitioner.” slip op. at 5
- Expert testimonyPetitioner expert discountedOther
“In light of these disclosures in Brown, neither Petitioner nor Mr. Juzkow sufficiently explains why a POSITA would overlook Brown’s teaching that the casing includes the stacking mechanism regardless of the number of cells in the battery, in order to simplify the manufacturing process and produce a battery with a smooth cup surface that would reduce the space occupied by the battery when only a single cell is used. Pet. 18 (citing Ex. 1003 ¶¶ 159–160); see Ex. 1016, 1:11–18, 3:1–18. Notably, Mr. Juzkow’s testimony in this regard merely repeats the conclusory and unsupported assertions in the Petition, without citing to additional evidence or providing any reasoning to support his statement. Mr. Juzkow’s testimony thus adds little to Petitioner’s conclusory assertions regarding a Xerox Corp. v. Bytemark, Inc., IPR2022-00624, Paper 9 at 15 (PTAB Aug. 24, 2022) (precedential).” slip op. at 12
Claim construction§ 103 obviousnesscites PhillipsPatents in suitUS 11,258,092
Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.