Accenture Global Solutions LimitedDownload PDFPatent Trials and Appeals BoardDec 31, 20202020004776 (P.T.A.B. Dec. 31, 2020) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www.uspto.gov APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 15/136,182 04/22/2016 Alex M. Kass 12587-0555001 3318 26212 7590 12/31/2020 FISH & RICHARDSON P.C. (ACCENTURE) P.O. BOX 1022 MINNEAPOLIS, MN 55440-1022 EXAMINER JARRETT, SCOTT L ART UNIT PAPER NUMBER 3623 NOTIFICATION DATE DELIVERY MODE 12/31/2020 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address(es): PATDOCTC@fr.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte ALEX M. KASS ____________ Appeal 2020-004776 Application 15/136,182 Technology Center 3600 ____________ Before ANTON W. FETTING, JOSEPH A. FISCHETTI, and TARA L. HUTCHINGS, Administrative Patent Judges. HUTCHINGS, Administrative Patent Judge. DECISION ON APPEAL STATEMENT OF THE CASE Appellant1 appeals under 35 U.S.C. § 134(a) from the Examiner’s final rejection of claims 1–3, 6–11, 14–17, 19, and 20. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 We use the term “Appellant” to refer to “applicant” as defined in 37 C.F.R. § 1.42. Our decision references the Specification (“Spec.,” filed Apr. 22, 2016, Final Office Action (“Final Act.,” mailed Dec. 4, 2019), Appeal Brief (“Appeal Br.,” filed Mar. 30, 2020), Answer (“Ans.,” mailed Apr. 13, 2020), and Reply Brief (“Reply Br.,” filed June 8, 2020). Appellant identifies Accenture Global Solutions Limited as the real party in interest. Appeal Br. 4. Appeal 2020-004776 Application 15/136,182 2 CLAIMED INVENTION Claims 1, 9, and 15 are the independent claims on appeal. Claim 1, reproduced below with bracketed notations added, is illustrative of the claimed subject matter: 1. A computer-implemented method for automated determination of an overall result for a decision, the method comprising: [(a)] receiving input data associated with the decision; [(b)] determining node evaluation results comprising a first node evaluation result for a first decision node and a second node evaluation result for a second decision node included a plurality of decision nodes of a decision hierarchy for the decision, wherein the first node evaluation result is determined by providing at least a portion of the input data to a first model that has been trained to output the first node evaluation result, the second node evaluation result is determined by providing at least a portion of the input data to a second model that has been trained to output the second node evaluation result, and wherein each of the first model and the second model has been trained to output the first node evaluation result and the second node evaluation result, respectively, based on a machine learning (ML) algorithm and labeled training data associated with the respective decision node; [(c)] determining an overall result based on traversing the decision hierarchy according to the node evaluation results; [(d)] presenting the overall result and the node evaluation results in a reviewer user interface (UI); and [(e)] receiving, in multiple review iterations, reviewer feedback to modify at least one of the node evaluation results, the reviewer feedback provided through the reviewer UI and, for each review iteration, determining a modified overall result based on re-traversing the decision hierarchy according to the node evaluation results including the modified at least one node evaluation result, and presenting the modified overall result in the reviewer UI. Appeal 2020-004776 Application 15/136,182 3 REJECTION Claims 1–3, 6–11, 14–17, 19, and 20 are rejected under 35 U.S.C. § 101 as directed to a judicial exception without significantly more. ANALYSIS Appellant argues the pending claims as a group. Appeal Br. 12–18. We select independent claim 1 as representative. The remaining claims stand or fall with claim 1. See 37 C.F.R. §41.37(c)(1)(iv). Under 35 U.S.C. § 101, a claim is patent eligible if it claims a “new and useful process, machine, manufacture, or composition of matter.” 35 U.S.C. § 101. The Supreme Court, however, has long interpreted § 101 to include an implicit exception: “[l]aws of nature, natural phenomena, and abstract ideas” are not patentable. Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 216 (2014). The Supreme Court, in Alice, reiterated the two-step framework previously set forth in Mayo Collaborative Services v. Prometheus Laboratories, Inc., 566 U.S. 66 (2012), “for distinguishing patents that claim laws of nature, natural phenomena, and abstract ideas from those that claim patent-eligible applications of those concepts.” Alice Corp., 573 U.S. at 217. The first step in that analysis is to “determine whether the claims at issue are directed to one of those patent-ineligible concepts.” Id. If the claims are not directed to a patent-ineligible concept, e.g., an abstract idea, the inquiry ends. Otherwise, the inquiry proceeds to the second step where the elements of the claims are considered “individually and ‘as an ordered combination’” to determine whether there are additional elements that “‘transform the nature of the claim’ into a patent-eligible application.” Id. (quoting Mayo, Appeal 2020-004776 Application 15/136,182 4 566 U.S. at 79, 78). This is “a search for an ‘inventive concept’ — i.e., an element or combination of elements that is ‘sufficient to ensure that the patent in practice amounts to significantly more than a patent upon the [ineligible concept] itself.’” Id. at 217–18 (alteration in original). The U.S. Patent and Trademark Office (the “USPTO”) published revised guidance on January 7, 2019 for use by USPTO personnel in evaluating subject matter eligibility under 35 U.S.C. § 101. 2019 REVISED PATENT SUBJECT MATTER ELIGIBILITY GUIDANCE, 84 Fed. Reg. 50, 57 (Jan. 7, 2019) (the “Guidance”).2 The Guidance revised the USPTO’s examination procedure with respect to the first step of the Mayo/Alice framework by (1) “[p]roviding groupings of subject matter that [are] considered an abstract idea”; and (2) clarifying that a claim is not “directed to” a judicial exception if the judicial exception is integrated into a practical application of that exception. Id. at 50. The first step, as set forth in the Guidance (i.e., Step 2A), is, thus, a two-prong test. In Step 2A, Prong One, we look to whether the claim recites a judicial exception, e.g., one of the following three groupings of abstract ideas: (1) mathematical concepts; (2) certain methods of organizing human activity, e.g., fundamental economic principles or practices, commercial or legal interactions; and (3) mental processes. Id. at 54. If so, we next determine, in Step 2A, Prong Two, whether the claim as a whole integrates the recited judicial exception into a practical application, i.e., whether the additional elements recited in the claim beyond the judicial exception, apply, 2 The USPTO issued an update on October 17, 2019 (the “October 2019 Update: Subject Matter Eligibility,” available at https://www.uspto.gov/sites/ default/files/documents/peg_oct_2019_update.pdf) clarifying the 2019 Revised Guidance in response to public comments. Appeal 2020-004776 Application 15/136,182 5 rely on, or use the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception. Id. at 54–55. Only if the claim (1) recites a judicial exception and (2) does not integrate that exception into a practical application do we conclude that the claim is “directed to” the judicial exception, e.g., an abstract idea. Id. If the claim is determined to be directed to a judicial exception under revised Step 2A, we next evaluate the additional elements, individually and in combination, in Step 2B, to determine whether they provide an inventive concept, i.e., whether the additional elements or combination of elements amounts to significantly more than the judicial exception itself; only then, is the claim patent eligible. Id. at 56. Here, in rejecting the pending claims under § 101, the Examiner determined that independent claims 1, 9, and 15 recite a process for “human decision making” that comprises a series of steps that can be performed in the human mind or via pen and paper and, thus, is a “mental process,” which is an abstract idea. Final Act. 15. The Examiner also determined that the claims are directed to “assisting a user in making a decision,” which is a certain method of organizing human activity, i.e., an abstract idea. Id. The Examiner further determined that the claims do not include additional elements that integrate the abstract idea into a practical application or that are sufficient to amount to significantly more than the abstract idea itself. Id. at 15–17. Finally, the Examiner determined that dependent claims 2–8, 10, 11, 14, 16, 17, 19, and 20 are patent ineligible for substantially similar reasons. Id. at 17. Appeal 2020-004776 Application 15/136,182 6 Step One of the Mayo/Alice Framework (Guidance, Step 2A) We are not persuaded by Appellant’s argument that the Examiner erred in determining that claim 1 is directed to an abstract idea. Appeal Br. 15–17. The Federal Circuit has explained that “the ‘directed to’ inquiry applies a stage-one filter to claims, considered in light of the specification, based on whether ‘their character as a whole is directed to excluded subject matter.’” Enfish, LLC v. Microsoft Corp., 822 F.3d 1327, 1335 (Fed. Cir. 2016) (quoting Internet Patents Corp. v. Active Network, Inc., 790 F.3d 1343, 1346 (Fed. Cir. 2015)). It asks whether the focus of the claims is on a specific improvement in relevant technology or on a process that itself qualifies as an “abstract idea” for which computers are invoked merely as a tool. See id. at 1335–36. Here, it clear from the Specification (including the claim language) that claim 1 focuses on an abstract idea and not on any improvement to technology or a technical field. The Specification is titled “HIERARCHICAL VISUALIZATION FOR DECISION REVIEW SYSTEMS,” and describes, in the Background section, that organizations make decisions regarding the organization’s operations and/or business processes. Spec. ¶ 1. The organization may use computing systems executing decision engines programmed with artificial intelligence or other algorithms to make decisions automatically. Id. However, traditional decision engines output the result without any explanation as to the reasons for the result. Id. Because of the failure “to provide visibility into the decision-making process, traditional decision engines . . . make it difficult or impossible to improve the decision making process to enable higher confidence in the decision results.” Id. The claimed invention is intended to improve on these existing practices by providing “a visualization system that presents a hierarchical arrangement of Appeal 2020-004776 Application 15/136,182 7 decision nodes and node evaluation results to facility the review of a decision that includes multiple sub-decisions indicated by the multiple decision nodes.” Id. ¶ 2. Claim 1, thus, recites a computer-implemented method for automated determination of an overall result for a decision comprising: (1) “receiving input data associated with the decision” (step (a)); (2) determining node evaluation results and an overall result, i.e., determining node evaluation results comprising a first node evaluation result for a first decision node and a second node evaluation result for a second decision node included a plurality of decision nodes of a decision hierarchy for the decision, wherein the first node evaluation result is determined by providing at least a portion of the input data to a first model that has been trained to output the first node evaluation result, the second node evaluation result is determined by providing at least a portion of the input data to a second model that has been trained to output the second node evaluation result, and wherein each of the first model and the second model has been trained to output the first node evaluation result and the second node evaluation result, respectively, based on a machine learning (ML) algorithm and labeled training data associated with the respective decision node; determining an overall result based on traversing the decision hierarchy according to the node evaluation results; (steps (b) and (c)); (3) “presenting the overall result and the node evaluation results . . .” (step (d)); and receiving feedback to modify at least one of the node evaluation results and determining a modified overall result based on re-traversing the decision hierarchy , i.e., receiving, in multiple review iterations, reviewer feedback to modify at least one of the node evaluation results, the reviewer feedback provided . . . for each review iteration, determining a modified overall result based on re-traversing the decision hierarchy according to the node evaluation results including the modified at least one node evaluation result, and presenting the modified overall result . . . Appeal 2020-004776 Application 15/136,182 8 (step (e)). The Specification describes that the claimed invention “enable[s] a reviewer to make better use of their time by allowing them to identify and focus in on likely trouble spots quickly, make a judgement about the degree of certainty of the automated results, and improve metrics and/or dimensions that involve combining the automated intelligence with human intelligence and review.” Spec. ¶ 6. Broadly construed, steps (a) through (e) of claim 1 recite a method for improving determining an overall result for a decision. This concept relates to managing interactions between people (including following rules or instructions), i.e., a certain method of organizing human activity, which is an abstract idea. See Guidance, 84 Fed. Reg. at 52. Appellant argues that independent claim 1 is not directed to an abstract idea at least because the claim does not recite subject matter that falls within one of the enumerated groupings of abstract ideas. Appeal Br. 15–16. According to Appellant, claim 1 addresses deficiencies in traditional decision engines that provide no visibility into the decision- making process. Id. at 16 (citing Spec. ¶ 1). Specifically, the claimed invention “presents a hierarchical arrangement of decision nodes and node evaluation results to facilitate the review of a decision that includes multiple sub-decisions indicated by the multiple decision nodes.” Id. at 16 (quoting Spec. ¶ 2). In the Reply Brief, Appellant asserts that claim 1 is not directed to “an improved user interface” (Reply Br. 1), but instead “addresses visibility into decisions provided by computer-executed decision engines” (id. at 2). Yet, providing visibility into a decision-making process of an organization and facilitating the review of a decision relates to managing personal behavior or relationships or interactions between people (including Appeal 2020-004776 Application 15/136,182 9 following rules or instructions), which is a subgrouping of the abstract idea grouping “certain methods of organizing human activity.” See 2019 Revised Guidance, 84 Fed. Reg. at 52; see also MPEP § 2106.04(a)(2)(II)(C). Having concluded that claims recite a judicial exception, i.e., an abstract idea (Step 2A, Prong One), we next consider whether the claims recite additional elements that integrate the judicial exception into a practical application (Step 2A, Prong Two). See Revised Guidance, 84 Fed. Reg. at 54. The only additional element beyond the abstract idea recited in claim 1 is a “reviewer user interface.” However, these additional elements are recited and described at a high level of generality. See, e.g., Spec. ¶ 58. Moreover, Appellant acknowledges that the claimed invention is not directed to an improved user interface. Appeal Br. 18. We also are not persuaded by Appellant’s arguments that claim 1 integrates the recited abstract idea into a practical application. For example, Appellant argues that claim 1 provides a technical improvement over traditional decision engines. Appeal Br. 15. According to Appellant, the automated decision engine of claim 1 “refin[es], improv[es], or otherwise enhanc[es] the decision results and/or the models used to evaluate a decision”; is “more accurate, more efficient and configured to operate while consuming less processor and/or memory recources compared to traditional decision engines”; and “facilitat[es] efficient review of decisions through presentation of the hierarchical arrangement of node evaluation results.” Id. (quoting Spec. ¶ 6); see also id. at 16–17 (repeating these assertions). Yet, there is a fundamental difference between computer functionality improvements, on the one hand, and uses of existing computers as tools to perform a particular task, on the other — a distinction that the Federal Circuit applied in Enfish, in rejecting a § 101 challenge at the first stage of Appeal 2020-004776 Application 15/136,182 10 the Mayo/Alice framework because the claims at issue focused on a specific type of data structure, i.e., a self-referential table, designed to improve the way a computer stores and retrieves data in memory, and not merely on asserted advances in uses to which existing computer capabilities could be put. See Enfish, 822 F.3d at 1335–36. The alleged improvement that Appellant touts, i.e., providing a decision engine that is “more accurate,” “more efficient” or uses “less processor and/or memory resources,” does not concern an improvement to computer capabilities. Instead, at best, it relates to an alleged improvement to the abstract idea of determining an overall result for a decision — a process in which a user interface is used as a tool in its ordinary capacity. This is not enough for patent eligibility. See SAP Am., Inc. v. InvestPic, LLC, 898 F.3d 1161, 1170 (Fed. Cir. 2018) (“[P]atent law does not protect such claims[, i.e., claims to an asserted advance in the realm of abstract ideas], without more, no matter how groundbreaking the advance.”). Appellant asserts that, like the claims at issue in DDR Holdings LLC v. Hotels, Inc., 773 F.3d 1245 (Fed. Cir. 2014), claim 1 is patent-eligible “because the underlying technology (computer-implemented decision engines) exists and the claimed subject matter addresses issues (traditional decision engines may fail to provide visibility into the decision making process . . . ) arising in the underlying technology.” Appeal Br. 17; see also Reply Br. 2–3. However, limiting the use of the abstract idea to a particular technological environment (a computer-implemented decision engine) is insufficient to transform an otherwise patent-ineligible abstract idea inot patent-eligible subject matter. See Alice, 573 U.S. at 222. In DDR Holdings the Federal Circuit determined that the claimed invention “address[ed] a business challenge (retaining website visitors) Appeal 2020-004776 Application 15/136,182 11 [that] is a challenge particular to the Internet.” DDR Holdings, 773 F.3d at 1257. The court also determined that the invention was “necessarily rooted in computer technology in order to overcome a problem specifically arising in the realm of computer networks,” and that the claimed invention did not simply require the performance of some business practice on the Internet. Id. Rather, there was a change to the routine, conventional functioning of Internet hyperlink protocol. Id. Unlike the situation in DDR Holdings, the problem identified by Appellant (providing visibility into a decision making process) addresses a shortcoming in a process that is the abstract idea itself, not a problem peculiar to computer networks or technology. Here, we see no technological improvement recited in claim 1 analogous to the change to the routine, conventional functioning of computer networks provided by the claims at issue in DDR Holdings. See DDR Holdings, 773 F.3d at 1257. At most, claim 1 requires implementing the abstract idea using a generic user interface. Id. at 1256 (“[A]fter Alice, there can remain no doubt: recitation of generic computer limitations does not make an otherwise ineligible claim patent-eligible.”). We find that the invocation of a user interface is not sufficient to transform Appellant's otherwise patent-ineligible abstract idea into patent-eligible subject matter. We conclude, for the reasons outlined above, that claim 1 recites a method of organizing human activity, i.e., an abstract idea, and that the additional element recited in the claim beyond the abstract idea (i.e., the user interface) is no more than a generic computer component used as a tool to perform the recited abstract idea. As such, it does not integrate the abstract idea into a practical application. See Alice Corp., 573 U.S. at 223–24 (“[W]holly generic computer implementation is not generally the sort of Appeal 2020-004776 Application 15/136,182 12 ‘additional featur[e]’ that provides any ‘practical assurance that the process is more than a drafting effort designed to monopolize the [abstract idea] itself.’” (quoting Mayo, 566 U.S. at 77)). Accordingly, we agree with the Examiner that claim 1 is directed to an abstract idea. Step Two of the Mayo/Alice Framework (2019 Revised Guidance, Step 2B) Having determined under step one of the Mayo/Alice framework that claim 1 is directed to an abstract idea, we next consider under Step 2B of the Guidance, the second step of the Mayo/Alice framework, whether claim 1 includes additional elements or a combination of elements that provides an “inventive concept,” i.e., whether an additional element or combination of elements adds specific limitations beyond the judicial exception that are not “well-understood, routine, conventional activity” in the field (which is indicative that an inventive concept is present) or simply appends well- understood, routine, conventional activities previously known to the industry to the judicial exception. 2019 Revised Guidance, 84 Fed. Reg. at 56. Under step two of the Mayo/Alice framework, the elements of each claim are considered both individually and “as an ordered combination” to determine whether the additional elements, i.e., the elements other than the abstract idea itself, “transform the nature of the claim” into a patent-eligible application. Alice Corp., 573 U.S. at 217 (citation omitted); see Mayo, 566 U.S. at 72–73 (requiring that “a process that focuses upon the use of a natural law also contain other elements or a combination of elements, sometimes referred to as an ‘inventive concept,’ sufficient to ensure that the patent in practice amounts to significantly more than a patent upon the natural law itself” (emphasis added) (citation omitted)). Appeal 2020-004776 Application 15/136,182 13 Here, the Examiner determined, and we agree, that the only additional element recited in claim 1 beyond the abstract idea is a “reviewer user interface,” i.e., generic computer component. See Alice, 573 U.S. at 223 (“[T]he mere recitation of a generic computer cannot transform a patent- ineligible abstract idea into a patent-eligible invention.”). Appellant has not identified any additional elements recited in the claim that, individually or in combination, provides significantly more than the abstract idea. We are not persuaded, on the present record, that the Examiner erred in rejecting independent claim 1 under 35 U.S.C. § 101. Therefore, we sustain the Examiner’s rejection of claim 1, and claims 2, 3, 6–11, 14–17, 19, and 20, which fall with claim 1. CONCLUSION In summary: Claims Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1–3, 6–11, 14–17, 19, and 20 101 Eligibility 1–3, 6–11, 14–17, 19, 20 No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation