- Digital Global Systems, Inc. v. Deepsig, Inc.Some claims unpatentablePTAB · Mar 6, 2026 · IPR2024-01358 · APJ William V Saindon · IPR · Final written decision
Claims 1–3, 7–11, 15–19, 23, and 24 are unpatentable as obvious; claims 4–6, 12–14, and 20–22 were not shown unpatentable because the prior art did not teach the claimed received-signal feedback and transmitter-model update.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner asserts that: Persons of ordinary skill in the art (“POSITA”) would have a bachelor’s degree in electrical engineering, computer engineering, or an equivalent degree and at least two years of experience working with of radio communication systems and machine learning. Additional work or research experience can substitute for less or different education, and vice-versa. Pet. 3–4 (citing Ex. 1003 ¶¶ 33–34). Patent Owner does not appear to challenge this level of skill. We use Petitioner’s definition for purposes of this Decision because it appears consistent with the level of skill reflected in the prior art and ’704 patent.” slip op. at 7
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“parameters “associated with the base station.” PO Resp. 31–32. In particular, Patent Owner argues that a transmitter “implemented in a base station” is not “associated with the base station.” Id. at 31. Petitioner argues that Patent Owner offers no reason to believe that a transmitter “implemented in a base station” is not “associated with the base station.” Pet. Reply 4–5; see also id. at 3–6 (entire argument). A plain reading of a “model associated with a base station” would encompass a model that operates in a base station. We do not see anything in the ’704 specification that would indicate “associated with” has any special meaning, or has a meaning contrary to our understanding of the plain meaning. We do not see the word “associated” outside the claims, whereas we see the word “implement” throughout the specification, generally in reference to an actual use of a model (consistent with our plain reading). See, e.g., Ex. 1001, 5:35–39, 6:3–17, 10:55–11:3 (discussing “implementations” where the model or some other feature of the system is used in a particular way). Accordingly, we construe a model “implemented in a base station” to be “associated with the base station.”” slip op. at 12
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“scenarios” (see PO Resp. 16–21), Patent Owner argues that “Jüschke does not disclose any association of the weight or bias parameters, . . . to any deployment scenario, and . . . base station” (id. at 19). For the reasons explained in our claim construction section above, we construe “deployment scenarios” to include “inline mode” models located within a base station, according to the list of deployment scenarios set out in the ’704 patent. See Ex. 1001, 2:38–65. The in-line deployment scenario depicted in Figure 6A of the ’704 patent bears a striking resemblance to the arrangement depicted in Figure 1 of Jüschke. In both figures, the analog radio signal is fed directly into the model and then the model directly outputs the signal to the amplifier. Compare Ex. 1001, Fig. 6A, with Ex. 1005, Fig. 1. As construed, the “deployment scenarios” represent the physical configurations of the device in which the model is found, such as “in-line.” Petitioner shows by a preponderance of the evidence that Jüschke’s similar in-line configuration is a “deployment scenario” as claimed because it teaches an inline model for a cellular system transmitter (i.e., base station). Pet. 26–29 (citing, e.g., Ex. 1005, Fig. 1, ¶¶ 6, 59; Ex. 1003 ¶¶ 146–147); see also Ex. 1001, 2:37–41 (stating that “[t]he particular deployment scenario[] may be . . . sending a radio transmission from a cellular base station that includes the . . . model . . . in an inline mode”).” slip op. at 26
- BurdenNot shown unpatentable
“Based on our claim construction analysis of claim 4, above, we agree with Patent Owner that claim 4 requires an actually transmitted signal and an update of the transmitter’s model. This claim construction eliminates Petitioner’s position regarding Holt teaching a modeled signal. See, e.g., Pet. Reply 17–23. We then turn to Petitioner’s argument that Holt teaches updating a model using an actually transmitted signal. See Pet. 59–60. There, Petitioner relies on a disclosure in Holt of an “actual communication channel 302 used to train the channel model 208.” Ex. 1006, 18:1–2. This is depicted in Figure 6 of Holt, in connection with a “fourth loss function” which is used to “train the decoder model.” Id. at 18:42–48; see generally id. at 17:58–18:51 (describing Figure 6). Whether training the channel model or the decoder model, Holt here does not disclose using the actual communication channel to train the encoder, i.e., transmitter. In sum, we find that Petitioner has not shown by a preponderance of the evidence that the prior art describes the claimed step of “obtaining a received radio signal,” and even if it did, Petitioner has not shown by a preponderance of the evidence that the prior art describes the claimed step of “updating the value of the model parameters” in the manner required by claim 4. Claims 12 and 20 are nearly identical to claim 4, and Petitioner’s ground fails for similar reasons. See Pet. 76. Claims 5, 6, 13, 14, 21 and 22 depend from claims 4, 12, and 20, and Petitioner’s ground fails for similar reasons as those claims. See id. at 77–80.” slip op. at 31
Patent outcomesUS 11,018,704 mixedClaim construction§ 103 obviousnessPatents in suitUS 11,018,704 - Kia Corp. / Toyota Motor Corp. v. Emerging Automotive LLCAll claims unpatentablePTAB · Dec 9, 2025 · IPR2024-00981 · APJ Georgianna W Braden · IPR · Final written decision
Claims 1–20 are unpatentable over the Kleve-based grounds; the Board found the Zaid-based grounds did not render their challenged claims unpatentable.
RulingsFinal written decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Pet. 2. Patent Owner filed a Preliminary Response (Paper 7, “Prelim. Resp.”). Petitioner filed an authorized Reply to Patent Owner’s Preliminary Response (Paper 8, “Prelim. Reply”), and Patent Owner filed an authorized Sur-reply to Petitioner’s Reply (Paper 9, “Prelim. Sur-reply”). Trial was instituted on the asserted grounds of unpatentability. Paper 10 (“Inst. Dec.”), 56.” slip op. at 3
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends express claim construction is unnecessary and states that all terms should be given their plain and ordinary meaning. Pet. 8. Patent Owner does not address claim construction in its Response. Construction is needed only for those terms “that are in controversy, and only to the extent necessary to resolve the controversy.” See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). There are no claim terms in controversy that need be construed for our analysis.” slip op. at 10
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Here, Petitioner asserts a person of ordinary skill in the art would have “had at least a four-year undergraduate degree in electrical engineering, automotive engineering, or [a] closely related field and [at] least two years of experience in the field of access control systems, vehicle electronics, and/or cryptography.” Pet. 2 (citing Ex. 1003 ¶¶ 79–82). Dr. Almeroth supports Petitioner’s position and further testifies that “[a]dditional education could substitute for professional experience and vice versa.” Ex. 1003 ¶ 79. Patent Owner does not assert a different level of skill in the art at the time of the alleged invention and appears to apply Petitioner’s proposed level of skill. See PO Resp. Patent Owner’s declarant, Dr. Malek, explicitly adopts Petitioner’s level of skill in the art but states that his opinions would be applicable under any reasonable definition for an ordinarily skilled artisan at the critical time. See Ex. 2001 ¶ 37. For the purposes of this Decision, we too adopt Petitioner’s level of ordinary skill in the art because it appears consistent with the problems addressed in the ’188 patent and the prior art of record.” slip op. at 11
- Expert testimonyPetitioner expert creditedPatent owner expert discountedDecided for petitioner
“Additionally, we credit the testimony of Dr. Almeroth, who opines that Kleve discloses that certain restrictions are sent with the request to generate a virtual key. Ex. 1003 ¶¶ 118–123. Specifically, Dr. Almeroth testifies that Kleve discloses that the virtual key “enable[s] the keyless drive system for the appropriate Temporary User during a given rental period.” Id. According to Dr. Almeroth, this “indicates that rental agreement restrictions were sent with the request so that the virtual key could be associated with said restrictions.” Id. (citing Ex. 1004 ¶¶ 39, 68 (“Once the rental period has expired the virtual key may be reset and cleared from the VCS.”)). Dr. Almeroth further testifies that the virtual key in Kleve is always generated after the rental agreement. Id. (citing Ex. 1004 ¶¶ 39 (“[O]nce the Temporary User selects the vehicle, pays the appropriate amount and signs a consent agreement, th[e]n the system may generate a virtual key to distribute to the Temporary User and VCS.”), 68). We do not agree with Patent Owner’s argument that Dr. Almeroth’s declaration testimony contradicts Kleve. See PO Resp. 27–29. Rather, as discussed previously, we find that Kleve’s vehicle owner can set a restriction, such as the rental start period, prior to step 214 in Kleve’s Figure 2 and that such restrictions can be associated with the e-key. We also do not agree with Patent Owner’s argument that (1) Dr. Almeroth’s declaration testimony contradicts his deposition testimony or that (2) Dr. Almeroth “admitted his testimony was wrong.” See PO Sur-Reply 7 (citing Ex. 2030, 27:5–10, 27:21–28:1). In a particular embodiment to which Dr. Almeroth was citing, he noted that the e-key is always generated after the rental agreement. See Ex. 2030, 26:14–20. Then the following exchange occurs: Q. So you use typically and always. So always does not refer to all of the embodiments of Kleve, is that fair? A. I think a person of skill in the art could read Kleve and understand that there are probably multiple ways in which the flow of actions among the parties could occur. And I think thinking about a real world scenario, in most cases you have an agreement before you would generate an eKey, but maybe, maybe not. I don’t -- I don't know that the real world is necessarily cut and dry. So reading -- a person reading Kleve would understand it’s describing embodiments where it’s always the case. That might be a pretty common scenario, but I don't know that it would necessarily be a hard and fast rule in every embodiment or in the understanding a person of skill in the art would have. Id. at 28:3–20. There is nothing in the deposition testimony by Dr. Almeroth that appears inconsistent with his declaration testimony nor does there appear to be the kind of admission touted by Patent Owner. Instead, it is Dr. Malek who takes an overly narrow view of Kleve that appears inconsistent with Kleve’s disclosure when read as a whole. See, e.g., Ex. 2001 ¶¶ 56–57. Therefore, we do not credit or agree with Dr. Malek’s testimony that Kleve teaches away from the concept of a virtual key created with the agreed-upon rental period as a restriction. See id. ¶ 57.” slip op. at 31
Patent outcomesUS 9,365,188 unpatentableClaim construction§ 103 obviousnesscites Phillips · GrahamPatents in suitUS 9,365,188 - Arashi Vision (U.S.) LLC (D/B/A Insta360) v. Gopro, Inc.Some claims unpatentablePTAB · Dec 2, 2025 · IPR2024-01052 · APJ Brian D Range · IPR · Final written decision
Claims 1, 2, 7–12, and 17–20 are unpatentable as obvious; claims 3–6 and 13–16 were not shown unpatentable because the asserted Watanabe combinations were unsupported.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“cameras.” Pet. 6 (citing Ex. 1002 ¶¶ 36–38). Petitioner further contends “[a]n advanced graduate degree in the disciplines cited above may make up for the work experience indicated above.” Id. Patent Owner does not dispute and applies Petitioner’s proposed level of skill. PO Resp. 6. We find that Petitioner’s proposal is reasonable and consistent with the ’832 patent specification and the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art). Thus, we apply Petitioner’s proposal in our analysis.” slip op. at 13
- Prior constructionPrior construction adoptedDecided for petitioner
“In our Institution Decision, we construed “determin[ing] a viewing window for the visual content as a function of progress through the progress length” as “requiring determining a viewing window for different times of the video.” Inst. Dec. 21. Neither party disputes this construction. PO Resp. 7; Pet. Reply 1–7. We maintain this same construction.” slip op. at 13
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“Thomason are in the same field of endeavor. Thomason describes a camera and method for correctly orientating pictures from the camera. See, e.g., Ex. 1004 ¶¶ 1, 2 29–40, Figs. 3a–3b. In particular, Thomason is interested in rotating and cropping images to reduce the effect of poor orientation. Pet. 9 (citing Ex. 1004 ¶¶ 2, 34, 36). Pacurariu likewise describes aligning and resizing/cropping of a captured image to correct poor orientation. See, e.g., Ex. 1005 ¶¶ 1, 3, 45–56, Figs. 5A–5C. The preponderance of the evidence also supports that a person having ordinary skill in the art would have had reason to combine the Pacurariu’s teachings with Thomason to predictably improve Thomason. Thomason teaches correct rotation of video data and makes use of rotation sensor to correct rotated images. Pet. 19–21 (citing, e.g., Ex. 1004 ¶¶ 4, 27, 29, 35; Ex. 1002 ¶¶ 76–77). Pacurariu similarly uses sensors and measures tilt angle of the camera. Id at 21–22 (citing, e.g., Ex. 1005 ¶¶ 51–52, Fig. 6; Ex. 1002 ¶ 78). Pacurariu further teaches that its tilt data angle can be stored for each “video frame.” Id. at 22 (citing Ex. 1005 ¶ 52). Petitioner, with support from credible testimony of Dr. Katsaggelos, explains how the teachings of Thomason and Pacurariu could be successfully combined. Id. at 23 (citing, for example, Ex. 1002 ¶ 81). A person of ordinary skill in the art could have known that Thomason’s system could be improved by saving rotation data for each video frame and correcting images on a frame-by-frame basis. Id. at 23–24. The testimony of Dr. Katsaggelos is credible in this regard. Ex. 1002 ¶¶ 80–81. Petitioner and Dr. Katsaggelos explain the references’ teachings and, based on these teachings, assert that a person having skill in the art would have had reason to combine with reasonable expectation of success based on those teachings. Reason to combine may properly come from the references themselves. KSR Int’l Co., 550 U.S. at 418 (explaining reason to combine may come from “interrelated teachings of multiple patents”). Based on the evidence presented, Petitioner establishes by a preponderance of the evidence that a person having ordinary skill in the art would have had reason to combine the teachings of Thomason and Pacurariu with a reasonable expectation of success. Ex. 1002 ¶¶ 76–81, 89–92; Ex. 1004 ¶¶ 4, 8–9, 27, 29, 35; Ex. 1005 ¶¶ 26, 41, 46, 51–52, 55–57, Figs. 6, 7.” slip op. at 27
- Obviousness (§103) › Objective indicia / secondary considerations › NexusObjective indicia no nexusDecided for patent owner
“evaluating nexus between the claimed invention and objective evidence of nonobviousness, also referred to as secondary considerations. Lectrosonics, Inc. v. Zaxcom, Inc., IPR2018-01129, Paper 33 at 33 (PTAB Jan. 24, 2020) (precedential). We first consider whether Patent Owner has demonstrated “that its products are coextensive (or nearly coextensive) with the challenged claims,” resulting in a rebuttable presumption of nexus. Id. at 33. If not, that “does not end the inquiry into secondary considerations”; “the patent owner is still afforded an opportunity to prove nexus by showing that the evidence of secondary considerations is the ‘direct result of the unique characteristics of the claimed invention.’” Id. (quoting Fox Factory, 944 F.3d at 1373–75).” slip op. at 62
Patent outcomesUS 11,336,832 mixedClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,336,832 - Good Sportsman Marketing, LLC v. Hangzhou ZH Tech Co., Ltd.All claims unpatentablePTAB · Nov 20, 2025 · PGR2024-00034 · APJ Annette R Reimers · PGR · Final written decision
Claims 1–19 are unpatentable: claims 1–19 as obvious over Unger and Smith, claim 18 also as obvious over Unger, Smith, and Hakansson, and claims 3–6, 8, 9, and 16 as indefinite.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“We note that the identification of a Ph.D. as an example of “more formal education” creates a vast range of education relative to a bachelor’s degree. Thus, we treat the identification of a Ph.D. just as it is—an example—and not a requirement. In this case, “more formal education” can be satisfied by a level of education less than a Ph.D (but greater than a bachelor’s degree). Based on our review of the record before us, we determine that Petitioner’s stated level of ordinary skill in the art is reasonable because it appears consistent with the evidence of record, including the asserted prior art. Accordingly, we adopt Petitioner’s definition, limited as discussed above, for the purposes of this Decision.” slip op. at 15
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends that it “does not believe any terms need to be construed to resolve the prior art issues presented in this Petition.” Pet. 20 (citing Ex. 1002 ¶ 89). any claim language because doing so would have no effect on our analyses below of Petitioner’s asserted grounds and will not assist in resolving the present controversy between the parties. 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 15
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“Petitioner argues that one of ordinary skill in the art would have found the proposed modification obvious for several reasons. Pet. 30. For instance, Petitioner argues that “Unger contains an express teaching, suggestion and/or motivation to incorporate an element such as Smith’s torsional spring into the lower and/or upper mount assemblies 308, 312 to facilitate attachment and detachment.” Id. Namely, Petitioner points to Unger’s disclosure that device mounts 308, 312 may be flexible or resilient so that device mounts 308, 312 may be bent to engage a portion of hearing protection device 108 and are then allowed to return to a normal state to secure communication device 104 to hearing protection device 108. Id. at 30–31 (quoting Ex. 1004, 6:20–37). Petitioner adds that one of ordinary skill in the art would have understood this disclosure “to teach that mount arms 308, 312 could be removable from housing 304 (e.g., as mount arm 312 is in Figure 6) and/or they could be designed to be ‘flexible’ or ‘resilient’ such that they can be manipulated,” and “that ‘resilient’ is defined as ‘bouncing or springing back into shape, position, etc. after being stretched, bent, or, esp., compressed.’” Id. at 31 (citing Ex. 1002 ¶ 117). Thus, according to Petitioner, this disclosure of Unger suggests using a torsion spring. Id. In addition, Petitioner asserts that one of ordinary skill in the art would have understood Unger’s disclosure to “suggest the use of a torsion designed to impart this functionality.” Pet. 30 (citing Ex. 1002 ¶ 118). Petitioner also asserts that one of ordinary skill in the art would have “understood that there were a limited number of ways to impart the referenced resilient or flexible ‘manipulation,’” and “would have been motivated to look to various known solutions to impart the suggested functionality, including the torsional spring mechanism of Smith that is used in a similar hearing protection device application for a similar purpose as Unger’s mounting arms (to apply a clamping force).” Id. at 32 (citing Ex. 1002 ¶¶ 120–121). Other reasons for combining the references set forth by Petitioner are the proposed modification: (1) “would have involved applying a known technique to a known device ready for improvement to yield predictable results” (Pet. 39–49 (citing Intel Corp. v. PACT XPP Schweiz AG, 61 F.4th 1373, 1380 (Fed. Cir. 2023); Ex. 1002 ¶ 131)), (2) would have constituted “combining prior art elements using known methods to achieve predictable results” (id. at 40 (citing KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 416 (2007); Ex. 1002 ¶ 133)); and (3) would have been “the simple substitution of one known element (i.e., Smith’s torsion spring mechanism) into another (i.e., the connection point of Unger’s lower mount arm 308 and housing 304)” (id. at 40–41 (citing Apple Inc. v. Samsung Elecs. Co., 839 F.3d 1034, 1077 (Fed. Cir. 2016); Ex. 1002 ¶ 135)). Petitioner argues that one of ordinary skill in the art would have had a” slip op. at 22
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“i) Conclusion For the above reasons, we find, based on the record before us, that Petitioner establishes by a preponderance of the evidence that claim 1 would have been obvious over the combination of Unger and Smith. Patent Owner does not contend that any limitations in claim 1 are absent in the combination of Unger and Smith, or that claim 1 would not have been obvious over the combination of Unger and Smith, and therefore, has waived such arguments.8” slip op. at 28
Patent outcomesUS 11,736,855 unpatentableClaim construction§ 103 obviousness§ 112 disclosurecites KSR · Graham · NautilusPatents in suitUS 11,736,855 - PLR Worldwide Sales Ltd. v. Flip Phone Games Inc.All claims unpatentablePTAB · Nov 5, 2025 · IPR2024-00133 · APJ Scott B Howard · IPR · Final written decision
Claims 1–10 are unpatentable as obvious over Sturman and Ho; the Board found the Ho/Jiau/Choi grounds, with and without Ellis, insufficient.
RulingsFinal written decision- Skill levelSkill level patent owner adoptedDecided for patent owner
“We see very little difference between the parties’ respective proposals. We adopt Patent Owner’s marginally more specific proposal as it better reflects the ’089 patent. Additionally, because we would reach the same conclusions under Petitioner’s proposal, we agree with Patent Owner that this does not affect our analysis.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed board ownDecided for patent owner
“Consistent with Phillips, we begin with the “ordinary and customary meaning” of the words of the claims. Phillips, 415. F.3d at 1312–13 (quoting Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). The parties agree that the ordinary and customary meaning of the phrase “background object” is consistent with the dictionary definition and means an object that is “not in the foreground.” Tr. 8:10–16; PO Resp. 8–9; Ex. 2008 (AMERICAN HERITAGE DICTIONARY 2006); see also Ex. 2009 (“the scenery or ground behind something,” “the part of a painting representing what lies behind objects in the foreground”) (MERRIAM- WEBSTER DICTIONARY 2007); Ex. 2010 (“the part of a picture or pattern that is behind the main people or things in it” (MACMILLIAN ENGLISH DICTIONARY 2007); Ex. 2011 (“the ground or parts, as of a scene, situated in the rear (opposed to foreground)”) (RANDOM HOUSE WEBSTER’S COLLEGE DICTIONARY 2005). Having determined the ordinary and customary meaning, we need only look to see if there is some reason—such as the applicant acting as a lexicographer or the ordinary and customary meaning being improperly subjective—why the ordinary and customary meaning is not controlling.” slip op. at 15
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for patent owner
“We do not find that the prosecution history demonstrates that the applicant acted as a lexicographer by “clearly set forth a definition of the disputed claim term,” or “clearly express[ing] an intent to define the term” as required by Thorner, 669 F.3d at 1365. Instead, the language in the prosecution history is consistent with the ordinary and customary meaning. That is, the applicant focuses on the location of the object relative to the area of game play, i.e., the foreground. For example, the applicant distinguishes Chu’s object as not being “background objects” because they “are featured in the forefront of [the] game play as primary objects to be manipulated or used during game play (see Chu at ¶¶ [0063]–[0065]).” Ex. 1002, 85 (emphasis added).12 The applicant continued by arguing that Chu’s objects “exist in the background, outside of the primary focus of game play and as unexpectedly interactive components, and are not themselves needed or required in order to play the game.” Id. If anything, this demonstrates an intent of the applicant to use the customary and ordinary meaning—not in the foreground—and not act as a lexicographer.” slip op. at 17
- Expert testimonyPetitioner expert creditedDecided for petitioner
“We do not agree with Patent Owner’s argument. Under our rules, “[e]xpert testimony that does not disclose the underlying facts or data on which the opinion is based is entitled to little or no weight.” 37 C.F.R. § 42.65(a). We have reviewed Dr. Zagal’s testimony on this subject (see Ex. 1003 ¶¶ 156–160, 163, 166, 172, 177–178) and find that it complies with our requirements. Specifically, Dr. Zagal provides his opinion and identifies specific evidence in the record that supports it. We do not find MarkForged, a nonprecedential decision, persuasive. Although MarkForged cites 37 C.F.R. § 42.65(a) as support for the proposition that expert testimony “is entitled to little to no weight [if] it merely parrots the Petition,” the rule is silent on that point. Patent Owner has not directed us to any rule or precedential decision that says that non- 17 The decision was affirmed by the Director. Xerox Corp. v. Bytemark, Inc., IPR2022-00624, Paper 12 (PTAB Aug. 24, 2022). conclusory testimony which cites underlying factual support, such as Dr. Zagal gives in this proceeding, is entitled to no weight.” slip op. at 49
Patent outcomesUS 8,688,089 unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 8,688,089 - Apple Inc. v. Resonant Systems, Inc.All claims unpatentablePTAB · Oct 23, 2025 · IPR2024-00983 · APJ Norman H Beamer · IPR · Final written decision
Claims 1–6, 10, 17, 19, and 20 are unpatentable under § 103 over Alexander and Cosper; the alternative Gregorio-based grounds did not establish unpatentability.
RulingsFinal written decision- Claim Construction › Functional claiming / §112(f) means-plus-function › Whether §112(f) applies (Williamson, nonce words)§112(f) appliesDecided for patent owner
“112(f). Williamson v. Citrix Online, LLC, 792 F.3d 1339, 1348 (Fed. Cir. 2015). But if the term does not use the word “means,” then it is presumed not to be subject to Section 112(f). Id. “That presumption can be overcome, but only if the challenger demonstrates that the claim term fails to recite sufficiently definite structure or else recites function without reciting sufficient structure for performing that function.” Samsung Elecs. Am., Inc. v. Prisua Eng’g Corp., 948 F.3d 1342 (Fed. Cir. 2020). “The correct inquiry, when ‘means’ is absent from a limitation, is whether the limitation, read in light of the remaining claim language, specification, prosecution history, and relevant extrinsic evidence, has sufficiently definite structure to a person of ordinary skill in the art.” Apple Inc. v. Motorola, Inc., 757 F.3d 1286, 1298 (Fed. Cir. 2014).” slip op. at 12
- Prior constructionPrior construction adoptedDecided for patent owner
“both parties have asserted in the Apple Litigation that the “control component” requirement is a means-plus-function limitation subject to 35 U.S.C. §112(f), despite the fact that the control component limitation does not recite “means for.” Pet. 3 (citing Ex. 1012, 3–8; Ex. 1013, 13); PO Resp. 6–7. Indeed, the court in the Apple Litigation has concluded that the control component requirement is subject to 35 U.S.C. § 112(f), and has construed that requirement accordingly: Function: receiving control signals input to the oscillating resonant module; receiving outputs from the one or more sensors; controlling oscillation of the mass to produce a vibration response according to the received control signals by generating, using one or more of the received sensor outputs, control outputs to an actuator that drives the mass to oscillate. Structure: a microcontroller, a processor, a microprocessor, or a CPU that performs the algorithm shown in Figure 45 or the algorithm described in the corresponding text. See, e.g., 31:19–32:13, and equivalents thereof. Ex. 2001, 10; Ex. 2002, 40. Because of the Apple Litigation record, Petitioner presents its challenges in the alternative, first applying a plain meaning approach to the control component requirement, and also analyzing the requirement under the construction adopted in the Apple Litigation. Pet. 3–5. We adopt the court’s construction in the Apple Litigation. 35 U.S.C.” slip op. at 11
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner’s expert declarant contends that person of ordinary skill in the art (POSITA) “would have had a degree in mechanical engineering, electrical engineering, physics, or a related technical field, and at least 2–3 years of experience related to the design or development of vibration-generating systems; additional years of experience could substitute for the advanced-level degree.” Ex. 1003 ¶ 27. Patent Owner offers “a similar level of ordinary skill in the art.” PO Resp. 2. Based on a review of the record, we adopt Petitioner’s proposed level of ordinary skill in the art because it is consistent with the evidence of record, including the asserted prior art and ’882 patent specification.” slip op. at 9
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“(1) Analogous Art Our reviewing court has stated that “[t]wo separate tests define the scope of analogous prior art: (1) whether the art is from the same field of endeavor, regardless of the problem addressed and, (2) if the reference is not within the field of the inventor's endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” In re Bigio, 381 F.3d 1320, 1325 (Fed. Cir. 2004) (citations and internal quotes omitted). While these two criteria are helpful in many instances, we must not lose sight of the key question at hand: what is “prior art” as that term is used in 35 U.S.C. § 103(a)? References that are “too remote to be treated as ‘prior art’” are excluded from the obviousness analysis. In re Sovish, 769 F.2d 738, 741, 226 (Fed. Cir. 1985). The non-analogous art test provides helpful insight on the underlying question of what is “prior art” within the meaning of the statute; we should not, however, be blind to the reality of the circumstances of the case before us. In re Wood, 599 F.2d 1032, 1036 (CCPA (1979). Nor should we adhere to rigid and mandatory formulas that overly limit the inquiry. KSR Int’l Co., 550 U.S. at 419.” slip op. at 22
Patent outcomesUS 11,152,882 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,152,882 - Apple Inc. v. Resonant Systems Inc., D/B/A/ RevelhmiAll claims unpatentablePTAB · Oct 9, 2025 · IPR2024-00698 · APJ Brian D Range · IPR · Final written decision
Claims 1–5 are unpatentable as obvious under § 103 based on the asserted combinations of Izumi, Cosper, Rossi, Ibuki, and Aldrich.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner contends that a person of ordinary skill in the art (POSITA) would have had a degree in mechanical engineering, electrical engineering, physics, or a related technical field, and at least 2–3 years of experience related to the design or development of systems incorporating linear actuators; additional years of experience could substitute for the degree. Pet. 4 (citing Ex. 1003 ¶ 30–31). Patent Owner contends a POSITA would have had (1) a bachelor’s degree in electrical engineering, mechanical engineering, or a comparable field of study, and (2) at least two years of professional experience with electro-mechanical control systems, or other similarly relevant industry experience. PO Resp. 2–3. Additional relevant industry experience may compensate for lack of formal education or vice versa. Id. Patent Owner further contends this is similar to Petitioner’s POSITA contention. Id. at 3. For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the ’767 patent specification and the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art). Our reasoning herein would be the same under Patent Owner’s similar proposal.” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingDecided for petitioner
“Claim 1, Preamble. Both parties agree that the preamble of claim 1 is limiting. PO Resp. 6. We agree that claim 1’s preamble is limiting. We also note that the parties agreed that this preamble is limiting in the District Court case. Dist. Ct. Const. 10.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for petitioner
“Because neither party asserts that construction of “driving component” or “control component” is necessary to resolve the issues before us, we decline to expressly construe these claim terms. See, e.g., 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)). For clarity, because Petitioner argues that plain and ordinary meaning is appropriate and because Patent Owner does not dispute that construction, we adopt the plain and ordinary meaning of these claim terms when comparing the challenged claims to the prior art. Other claim terms. It is unnecessary for us to expressly construe other claim terms for purposes of this Decision. See, e.g., Realtime Data, LLC, 912 F.3d at 1375.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner
“Petitioner argues that a person having ordinary skill in the art would have combined Izumi’s module to include multiple sensors in accordance with Cosper’s teachings. Pet. 15. Petitioner argues that the sensors would monitor the moving element and generate a control signal in accordance with Izumi. Id. at 15–16. Petitioner further argues that Izumi’s controller would have been implemented using a microprocessor and memory as Cosper suggests. Id. at 16. Petitioner argues three reasons why a person having ordinary skill in the art would have combined Izumi with Cosper’s teachings. Id. at 16–19. First, Petitioner argues that a person having ordinary skill in the art would have looked to Cosper as a way to further Izumi’s objective of having a sensor that detects the and controls the movement of the moving element. Id. at 16–17. Second, Petitioner argues that the combination of Izumi and Cosper would have enhanced reliability of the feedback sensors by capturing “data specific to different operating parameters.” Id. at 17–18. Third, combining the references’ teachings would “facilitat[e] implementation of software instructions” by using a microprocessor and memory. Id. at 18–19. Patent Owner does not dispute Petitioner’s rationale to combine the references’ teachings. Based on our review and consideration of the record, we determine that a preponderance of the evidence supports that a person of ordinary skill in the art would have combined the teachings of Izumi and Cosper in the manner Petitioner argues (“the Izumi-Cosper combination”).” slip op. at 17
Patent outcomesUS 8,093,767 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 8,093,767 - Apple Inc. v. Resonant Systems Inc., D/B/A/ RevelhmiAll claims unpatentablePTAB · Oct 9, 2025 · IPR2024-00697 · APJ Brian D Range · IPR · Final written decision
Claims 1–5 are unpatentable under § 103 based on the combinations of prior art listed in the decision.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“physics, or a related technical field, and at least 2–3 years of experience related to the design or development of systems incorporating linear actuators; additional years of experience could substitute for the degree. Pet. 4 (citing Ex. 1003 ¶ 30–31). Patent Owner contends a POSITA would have had (1) a bachelor’s degree in electrical engineering, mechanical engineering, or a comparable field of study, and (2) at least two years of professional experience with electro-mechanical control systems, or other similarly relevant industry experience. PO Resp. 2–3. Additional relevant industry experience may compensate for lack of formal education or vice versa. Id. Patent Owner further contends this is similar to Petitioner’s POSITA contention and states that “Patent Owner does not believe that any of the arguments herein would change if the Board were to adopt Petitioner’s definition for the level of ordinary skill rather than Patent Owner’s.” Id. at 3. For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the ’767 patent specification and the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art). Our reasoning herein would be the same under Patent Owner’s similar proposal.” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingDecided for petitioner
“Claim 1, Preamble. Both parties agree that the preamble of claim 1 is limiting. Pet. 6; PO Resp. 6. We agree that claim 1’s preamble is limiting. We also note that the parties agreed that this preamble is limiting in the District Court case. Dist. Ct. Const. 10.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for petitioner
“Because neither party asserts that construction of “driving component” or “control component” is necessary to resolve the issues before us, we decline to expressly construe these claim terms. See, e.g., 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)). For clarity, because Petitioner argues that plain and ordinary meaning is appropriate and because Patent Owner does not dispute that construction, we adopt the plain and ordinary meaning of these claim terms when comparing the challenged claims to the prior art. Other claim terms. It is unnecessary for us to expressly construe other claim terms for purposes of this Decision. See, e.g., Realtime Data, LLC, 912 F.3d at 1375.” slip op. at 10
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“Our reviewing court has stated that “[t]wo separate tests define the scope of analogous prior art: (1) whether the art is from the same field of endeavor, regardless of the problem addressed and, (2) if the reference is not within the field of the inventor's endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” In re Bigio, 381 F.3d 1320, 1325 (Fed. Cir. 2004) (citations and internal quotes omitted). While these two criteria are helpful in many instances, we must not lose sight of the key question at hand: what is “prior art” as that term is used in 35 U.S.C. § 103(a)? References that are “too remote to be treated as ‘prior art’” are excluded from the obviousness analysis. In re Sovish, 769 F.2d 738, 741, 226 (Fed. Cir. 1985). The non-analogous art test provides helpful insight on the underlying question of what is “prior art” within the meaning of the statute; we should not, however, be blind to the reality of the circumstances of the case before us. In re Wood, 599 F.2d 1032, 1036 (CCPA (1979). Nor should we adhere to rigid and mandatory formulas that overly limit the inquiry. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 419 (2007).” slip op. at 20
Patent outcomesUS 8,093,767 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 8,093,767 - Apple Inc. v. Geoscope Technologies Pte. Ltd.All claims unpatentablePTAB · May 28, 2025 · IPR2024-00255 · APJ Annette R Reimers · IPR · Final written decision
Claims 2, 4, and 6–10 are unpatentable as obvious over Bhattacharya and Zeng, and over Bhattacharya, Zeng, and Spain; claims 1, 3, and 11 were disclaimed.
RulingsFinal written decision- Skill levelSkill level patent owner adoptedDecided for patent owner
“Second, the key differences between Petitioner’s and Patent Owner’s proposed qualifications for a person of ordinary skill in the art at the time of the invention is that Patent Owner asserts “experience in wireless telecommunications and cellular technology is necessary,” as well as a background in radio frequency communications and/or navigation system technology with two years of industry experience working in the same, would be required. PO Resp. 22–23 (citing Ex. 2018 ¶ 46); see also id. 44– 45. The ’104 patent is directed to locating a wireless mobile device in a geographic region. Ex. 1001, 1:13–20; PO Resp. 44. Bhattacharya is 9 Patent Owner refers to IPR2024-01209, but the correct citation is IPR2023- 01209. See PO Resp. 22. 1005, code (57), ¶¶ 1, 13; PO Resp. 44. Zeng is directed to handoff from one cell to another in a wireless cellular communication system to achieve continuous service. Ex. 1006, 1; PO Resp. 44. Spain is directed to a method for locating the concentration of mobile radio traffic in a coverage area. Ex. 1007, code (54), ¶¶ 1, 11; PO Resp. 44. We find that there is support in the ’104 patent and prior art consistent with Patent Owner’s assertion that the qualifications of a person of skill in the art would include knowledge of radio navigation and mobile communications technology. Accordingly, we adopt Patent Owner’s proposed qualifications for a person of ordinary skill in the art.” slip op. at 8
- Expert testimonyPetitioner expert creditedMixed
“In this case, Patent Owner attempts to make much of Dr. Sundaresan’s statement that he had been informed of the qualifications of a person of ordinary skill in the art. See PO Resp. 41–43. Dr. Sundaresan’s testimony, however, set forth this understanding of the requisite level of skill in the art (Ex. 1003 ¶ 8). In his supplemental declaration, Dr. Sundaresan further testifies that: I agreed with this POSITA definition when preparing the Declaration, and I continue to hold the opinion that the POSITA definition is both correct and appropriate based on the disclosures of the ’104 patent and the prior art analyzed in the Declaration. Ex. 1055 ¶ 17. Dr. Sundaresan further testifies that “[i]f I did not agree with the POSITA definition, then it would not have been included in paragraph 8 of the Declaration.” Id. ¶ 18. Dr. Sundaresan’s inclusion of the definition of the level of ordinary skill in his original declaration indicates that he agrees with the definition, as confirmed by his cited subsequent testimony. We note that, even with Patent Owner’s arguments, the record is clear that Patent Owner was on notice of Petitioner’s proposed definition of the level of ordinary skill at the time of the Petition. Pet. 7; cf. Corephotonics, Ltd. v. Apple Inc., 84 F.4th 990, 1006 (Fed. Cir. 2023) (holding that Petitioner is not required to anticipate all arguments in its Petition and allowing consideration of reply where patent owner had sufficient notice of petitioner’s position and adequate opportunity to respond).” slip op. at 14
- BurdenUnpatentable
“Based on the evidence presented, Petitioner adequately establishes by a preponderance of the evidence that a person having ordinary skill in the art would have had reason to reach the Bhattacharya-Zeng combination with a reasonable expectation of success.” slip op. at 44
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“explained below, we agree with Petitioner that Patent Owner’s additional requirement of evaluating the calibration data to determine the boundaries of the area represented by a grid point should not be included in the construction of either “grid point” or “non-uniform grid point.” Instead, based on the full record, we discern no reason to alter our prior construction of “grid point” as “a point associated with representative calibration data for an area” and maintain that construction for this Final Written Decision. The construction of “grid point” we adopt is supported by the Specification of the ’104 patent. Namely, the ’104 patent discloses that “[i]n general, a non-uniform grid point (NUG) may represent the signal characteristics and/or calibration data over a given region,” and “NUGs represent an area of collected calibration data.”18 Ex. 1001, 3:50–60. The district court identified the second quoted passage, which is identically recited in the ’104 patent (see Ex. 2018, 3:56–60) as “provid[ing] a clear indication of the meaning of ‘grid point.’” Ex. 2012, 19 (emphasis added). We agree with the district court’s analysis. Although the ’104 patent does not explain how a generic “grid point” might differ from the described “nonuniform grid point,” we do not find this distinction pertinent to construing “grid point” in this case because neither party raises this issue. Also, based on the claim wording “non-uniform grid point,” a “non-uniform grid point” is a type of grid point. See Pet. Reply 3 (explaining why that plain meaning supports Petitioner’s proposed construction). Furthermore, the district court construed “grid point” only, not “non-uniform grid point.” Ex. 2012, 18–20.” slip op. at 27
Patent outcomesUS 7,561,104 unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 7,561,104 - Apple Inc. v. Geoscope Technologies Pte. Ltd.All claims unpatentablePTAB · May 7, 2025 · IPR2024-00031 · APJ Annette R Reimers · IPR · Final written decision
Claims 16–20, 24, 26, and 27 are unpatentable: claims 16, 19, 20, 24, and 27 are anticipated by Bhattacharya, and all challenged claims are obvious over Bhattacharya and Spain.
RulingsFinal written decision- Skill levelSkill level patent owner adoptedDecided for patent owner
“We agree with Patent Owner for the following reasons. First, Patent Owner’s definition is consistent with our determination in IPR2023-01210, which involved the same ’358 patent, and Petitioner does not explain sufficiently why we should adopt a different definition. See generally Pet. Reply.” slip op. at 8
- Expert testimonyPetitioner expert creditedDecided for petitioner
“Sundaresan Declaration, Dr. Sundaresan implied agreement with the POSITA definition based on its inclusion in a signed declaration.” Pet. Reply 15. We agree with Petitioner. Although Dr. Sundaresan does not state explicitly that the proposed definition of the ordinary skill in the art is his opinion, we are persuaded that the manner in which the definition is set forth in his declaration indicates that he agrees with the definition. In this case, Patent Owner attempts to make much of Dr. Sundaresan’s statement that he had been informed of the qualifications of a person of ordinary skill in the art. See PO Resp. 42–44. Dr. Sundaresan’s testimony, however, set forth this understanding of the requisite level of skill in the art (Ex. 1003 ¶ 8). In his supplemental declaration, Dr. Sundaresan further testifies that: I agreed with this POSITA definition when preparing the Declaration, and I continue to hold the opinion that the POSITA definition is both correct and appropriate based on the disclosures of the ’358 patent and the prior art analyzed in the Declaration. Ex. 1055 ¶ 17. Dr. Sundaresan further testifies that “[i]f I did not agree with the POSITA definition, then it would not have been included [] in paragraph 8 of the Declaration.” Id. ¶ 18. Dr. Sundaresan’s inclusion of the definition of the level of ordinary skill in his original declaration indicates that he” slip op. at 13
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“explained below, we agree with Petitioner that Patent Owner’s additional requirement of evaluating the calibration data to determine the boundaries of the area represented by a grid point should not be included in the construction of either “grid point” or “non-uniform grid point.” Instead, based on the full record, we discern no reason to alter our prior construction of “grid point” as “a point associated with representative calibration data for an area” and maintain that construction for this Final Written Decision. The construction of “grid point” we adopt is supported by the Specification of the ’358 patent. Namely, the ’358 patent discloses that “[i]n general, a non-uniform grid point (NUG) may represent the signal characteristics and/or calibration data over a given region,” and “NUGs district court identified the second quoted passage, which is identically recited in the ’104 patent (see Ex. 2018, 3:50–60) as “provid[ing] a clear indication of the meaning of ‘grid point.’” Ex. 2012, 19 (emphasis added). We agree with the district court’s analysis. Although the ’358 patent does not explain how a generic “grid point” might differ from the described “nonuniform grid point,” we do not find this distinction pertinent to construing “grid point” in this case because neither party raises this issue. Also, based on the claim wording “non-uniform grid point,” a “non-uniform grid point” is a type of grid point. See Pet. Reply 4 (explaining why that plain meaning supports Petitioner’s proposed construction). Furthermore, the district court construed “grid point” only, not “non-uniform grid point.” Ex. 2012, 18–20.” slip op. at 26
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableUnpatentable
“Based on the entire trial record, we agree with Petitioner’s analysis with supporting evidence and credit Dr. Sundaresan’s testimony supporting Petitioner’s position. See Pet. 20–37. Thus, we determine that Bhattacharya discloses the recitations of claim 15. b. Remaining Claims 16, 19, 20, 24, and 27 Claims 16, 19, 20, 24, and 27 depend from claim 15. Ex. 1001, 13:19–21, 12:30–36, 12:52–55; 12:63–67. Petitioner accounts for the limitations recited in each of claims 16, 19, 20, 24, and 27. Pet. 37–42. Patent Owner does not offer any arguments specifically addressing the limitations of claims 16, 19, 20, 24, and 27. See PO Resp. passim. Petitioner shows, by a preponderance of the evidence, that each element of claims 16, 19, 20, 24, and 27 is disclosed by Bhattacharya.” slip op. at 41
Patent outcomesUS 8,400,358 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 8,400,358
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.