Showing posts with label patentable weight. Show all posts
Showing posts with label patentable weight. Show all posts

Monday, March 26, 2018

PTAB finds claims directed to tissue volume movement monitoring not ineligible as law of nature, abstract idea

Takeaway: The applicants appealed subject-matter eligibility rejections made under 35 U.S.C. § 101, alleging that the tissue volume monitoring claims were directed to a law of nature and an abstract idea.  Persuaded by the appellants' improvement arguments, the PTAB reversed the rejections, holding that "while using generic and known tracking modalities (such as ultrasound and MRI), [the claimed invention] improves the internal tissue monitoring by using the slower rate modality to adjust parameters of the physical model to predict target volume location, which, in turn, is used to determine a tracking error for deciding when to turn off treatment."

Details:


Ex parte Vortman
Appeal No. 2017-003076; Application No. 13/226,060; Tech. Center 3700
Decided:  Feb. 16, 2018

The application on appeal described methods and systems for continuously monitoring movement of an internal volume of tissue during treatment.  A representative claim on appeal read:
1.     A method of continuously monitoring movement of an internal volume of tissue during treatment thereof, the method comprising the steps of:
        using a physical model of anticipated movement of an internal target volume to predict a target volume location as a function of time;
        continuously and directly tracking the internal target volume during treatment thereof using two tracking modalities, wherein
                the first tracking modality provides initial estimated target volume locations based directly on first image contents of the internal target volume obtained at a first information update rate, and
                the second tracking modality identifies subsequent estimated target locations of the internal target volume based directly on second image contents of the internal target volume obtained at a second information update rate lower than the first information update rate wherein the subsequent estimated target locations are more accurate than the initial estimated target volume locations;
        comparing the initial estimated target locations to the predicted target volume locations to determine a tracking error;
        if the tracking error exceeds a safety threshold, suspending treatment; and
        adjusting one or more parameters of the physical model based on the subsequent estimated target locations of the target volume.
(Emphasis added.)

The examiner found the claims to be directed to a law of nature because 
they contained "nothing more than 'well-understood, routine, conventional activity previously engaged in by researchers in the field."'  The examiner further found the claims to be directed to an abstract idea because "there is no clear transformation of the determination and/or image data," no machine was required to obtain the physical model recited in the claims, and all the steps could be "derived by mind or by hand with writing utensil and writing surface."

In the appeal brief, the appellants argued that the claims' "approach clearly does not occur in nature and has markedly different characteristics compared to any natural phenomenon. Indeed, the subject matter of claim 1 is not even remotely relevant to the concepts that courts have found to be laws of nature (such as an isolated DNA, a correlation that is the consequence of how a certain compound is metabolized by the body, electromagnetism to transmit signals, and the chemical principle underlying the union between fatty elements and water)."  The appellants asserted that the examiner had skipped to the second step of the Alice/Mayo framework without properly analyzing the claims under the first step, i.e., the examiner's attempt to characterize the claims as directed to a law of nature was improper in the first place.

As to the allegation that the claims were directed to an abstract idea, the appellants argued:
[N]o case has held, and the Office's guidelines do not state, that a transformation of image data is necessary for patent eligibility under § 101. Rather, to determine whether the claim contains a judicial exception, the Office's guidelines identify several categories of subject matter that represent "abstract ideas" within the scope of binding judicial precedent: fundamental economic practices, certain methods of organizing human activity, an idea "of itself," and mathematical relationships/formulas. Claim I of the present application recites a method of treatment involving target tracking, i.e., continuously monitoring movement of an internal volume of tissue during treatment using two tracking modalities; this hardly qualifies as an "abstract idea" that is merely being applied. It can hardly be characterized as a fundamental economic practice, a method of organizing human activity, an idea "of itself," or a mathematical relationships/formula, nor can it even be analogized to such concepts. . . . [W]hether or not image data is "transformed" in some way is not germane to the patentability of claim 1, because the claim is not limited to mere acquisition of image data, nor does it recite merely recognizing data within collected data sets or a mental process that "can be performed in the human mind, or by a human using a pen and paper."
The appellants further argued that the recitations of suspension of therapy if necessary and updating the basis on which target tracking occurs amounted to a transformation of the image data.  Finally, noting the criticality of "determin[ing] whether the target volume location during treatment significantly deviates from the predicted target location," appellants threw in a brief improvement argument: "this advantageously allows the treatment to be suspended before the healthy, non-target tissue is damaged. Accordingly, claim 1 provides safety improvements in treatment and contains real-world application" (emphasis added).

In the examiner's answer brief, the examiner argued again that the claims amounted to "nothing more than routine data collection and/or insignificant extra-solution activity."  The examiner alleged that "the abstract idea is a critical aspect of the claimed invention."  The examiner also addressed the improvement argument by arguing that it amounted to mere attorney argument and was not supported by evidence such as experimental data.

By the time of the reply brief, the CAFC had favorably decided the pure-software, "self-referential table" case of Enfish, LLC v. Microsoft Corp., 822 F.3d 1327 (Fed. Cir. 2016).  The appellants were thus prompted to expand somewhat on their improvement argument, the germ of which had been included in their appeal brief:
[In Enfish,] the Court of Appeals for the Federal Circuit determined that a claimed invention qualified as patentable subject matter under step 1 of the Alice framework because the claims focused on an improvement to computer functionality.  Here, the claims focus on an improvement to medical imaging and require operations on image contents based on tracking modalities. If anything, the present claims recite specialized equipment with even greater specificity than in Enfish.
The appellants also challenged the examiner's assertion that experimental evidence was required to demonstrate that the claims were directed to an improvement:
Characterizing the claimed invention as an improvement for § 101 purposes requires no evidence because the proposition is, in fact, self-evident: paragraph [0006] of the specification explains the challenge encountered during tissue treatment; paragraph [0007] describes the drawbacks of conventional approaches; and paragraph [0009] sets forth an approach utilized in the present application to overcome the treatment challenge while avoiding the drawbacks of conventional approaches. . . . [T]o the extent evidence is needed, it is supplied by the present specification.
After finding that the claims amounted to "significantly more" under the second step of the Alice/Mayo framework, the Board further found the improvement argument to be sufficient to overcome the allegation of subject-matter ineligibility:
The holding in [Enfish] also supports the patent eligibility of the claims. . . . In this case, the claims improve the way the tracking modalities operate in determining the movement of tissue volume to determine when to suspend treatment.  Thus, the claimed subject matter is not merely an algorithm or natural phenomenon, but constitutes an improvement to how tracking systems operate, such as ultrasound and MRI, that improves their ability to monitor tissue movement during treatment.  Thus, unlike the claims in In re TLI Commc’ns LLC Patent Litig., 823 F.3d 607, 610 (Fed. Cir. 2016), the claims include a sufficient inventive concept to satisfy § 101.
(Emphasis added.)

My two cents:

I don't want to say the Board got the outcome wrong.  It is my sense that the claims are not directed to an abstract idea under the framework established by the Supreme Court, as elaborated and expounded upon by the Federal Circuit.  But, I think, even if the Board arrived at the right answer, some of their reasoning gets it very wrong indeed.

In my last post, I highlighted the growing importance of improvement arguments, and provided a series of practice tips for successfully rebutting judicial-exception subject-matter eligibility rejections with improvement arguments.  In this and the next few posts, I'll look at recent PTAB decisions in which improvement arguments helped win reversals of Alice rejections.

It's worth noting that the application was filed on an 8-page specification without drawings.  There is no minimum specification length and no statutory requirement for a drawing so long as none are "necessary for the understanding of the subject matter sought to be patented."  35 U.S.C. § 113.  (It's an interesting question whether the absence of any drawing renders an application immune to the annoyance of objections lodged under Rule 83 ("[t]he drawing in a nonprovisional application must show every feature of the invention specified in the claims").  However, I note that 35 U.S.C. § 113 and Rule 81(c) appear to authorize the examiner to demand a drawing whenever the "subject matter admits of illustration.")  But a thin description may lead to trouble in prosecution, inasmuch as it can give the practitioner very little to lean on when the going gets tough.  In my last post, I discussed the desirability, when making improvement arguments, of underscoring with sufficient explanation the real-world benefits of the improvement (practice tip #5), providing evidence to support the improvement (practice tip #7), and carefully identifying the previous state of the technology field (practice tip #8).  Evidently, the specification was ample enough in this case to provide the needed explanations and evidence.  But if any of the information necessary to make the improvement argument had been culled from the spec in the drafting phase, it could have complicated matters for the prosecuting practitioners, who might have been challenged to provide documentary or testimonial evidence to support their arguments.

But there's a bigger problem here, one that was not addressed by any party or the Board on appeal.  The conditional clause near the end of claim 1, directing the suspending of treatment "if the tracking error exceeds a safety threshold," is properly afforded no patentable weight when considering the patentability of the claim, either under an eligibility rejection or an art-based one.  See MPEP § 2103(I)(C), 4th paragraph, 4th sentence: "Language that suggests or makes a feature or step optional but does not require that feature or step does not limit the scope of a claim under the broadest reasonable claim interpretation."  See also Ex parte Schulhauser, No. 2013-007847 (P.T.A.B. Apr. 26, 2016) (affirming obviousness rejections where a broadest reasonable reading of the claim excised method steps that only needed to be performed if certain conditions precedent are met, and holding that "[a] proper interpretation of claim language, under the broadest reasonable interpretation of a claim during prosecution, must construe the claim language in a way that at least encompasses the broadest interpretation of the claim language for purposes of infringement."); In re Johnston, 435 F.3d 1381 (Fed. Cir. 2006) (optional elements do not narrow claims as they can be omitted).

In the last post, I discussed the importance of the scope of the improvement argument matching the scope of the claim (practice tip #6).  Here, because the claim reads as much on a method that does not suspend treatment as one that does, and because the improvement argument leans heavily on the functionality of this clause that might as well be stricken from the claim (see, e.g., the boldfaced portions of the appellant argument and the decision on appeal, quoted above), there is a potentially crippling scope mismatch between what is actually claimed and what it is argued that is claimed.  Consequently, the applicability of the improvement argument might have been more limited than the examiner, appellants, and Board realized.

It is not clear whether, absent an effective improvement argument, the Board would have given the appellants the win based on their Alice step 2 arguments ("[W]e agree with Appellants that the claim as a whole is significantly more than the ineligible concepts.").  This is because the Board's step 2 analysis seems to rely on the appellants' improvement arguments: "We are persuaded that the claimed
method . . . improves the internal tissue monitoring" (emphasis in original).  As the Federal Circuit has held in various cases, improvement arguments are applicable at either step of the framework.

So, although an improvement argument won this case, perhaps it shouldn't have, at least not as argued and decided, and the Board likely erred in not realizing that a conditional limitation is no limitation.  Possibly, the appellants could have avoided this issue with more artful drafting; "based on the tracking error exceeding a safety threshold, suspending treatment" gets the job done without the complication of patentably weightless conditional claiming language.

Tuesday, October 1, 2013

Board reverses 101 rejection based on a server recited in the preamble

Posted by: Adam Ellsworth

Takeaway:
In an appeal involving a computer-implemented method of matching mobile agents with location-based orders (such as assigning a taxi to a customer), the Board reversed the rejection under 35 U.S.C. § 101 of a method claim that recited a server in the preamble. The Board acknowledged that the machine-or-transformation test was not the sole test to apply, but found that the claims satisfied the “machine” prong of the test, which was sufficient to render the claims patent-eligible.

Details
Appeal 2012-005110, App. No. 09/740,201, Center 3600
Decided: September 26, 2013
The application on appeal was directed to assigning mobile agents to location-based orders. Claim 1 reads as follows:
1. A computer-implemented method of allocating a location-related order to one of a plurality of mobile agents, said method being carried out by an ordering server programmed to carry out the steps of the method, which comprise: 
a) maintaining a current order record identifying a first location and first time at which each agent is expected to become free to fulfill a new order; 
b) maintaining a prioritized listing of locations including both scheduled locations which an agent is currently due to visit and unscheduled locations which said agent is not currently due to visit, with locations in said listing being prioritized to rank both the scheduled and unscheduled locations for said agent according to availability of the agent to reach each location after said first time, said availability having been calculated for each location irrespective of whether or not said agent is currently due to visit a particular location in said listing; 
c) receiving said location-based order and recording the location and time at which said order is to be fulfilled; 
d) determining from said prioritized listing of locations a suitable agent to fulfill said order; and 
e) allocating said order to said suitable agent.

The application first went to appeal in 2006 and the Board reached a decision in that appeal in 2009. In that decision, the Board reversed the Examiner’s obviousness rejections under 35 U.S.C. § 103(a), but the Board entered a new ground of rejection under 35 U.S.C. § 101, holding that the claims were directed to patent-ineligible subject matter. The Board applied the machine-or-transformation test to determine patent eligibility, which was the test of the time as set forth by the Federal Circuit. The preamble of the claim at the time of the first appeal recited only that the method was “computer-implemented.” The Board stated that the term “computer-implemented” in the preamble of the claims did not recite a “particular” machine, and no other elements of the claims tied the claims to a machine or transformed an article to another thing.

During the intervening prosecution between the first appeal and the present appeal, the Appellants amended the preamble of claim 1 to recite “A computer-implemented method of allocating a location-related order to one of a plurality of mobile agents, said method being carried out by an ordering server programmed to carry out the steps of the method, which comprise:”

The Examiner rejected the claims by applying only the machine-or-transformation test. Interestingly, the Examiner cited the Supreme Court decision Bilski v. Kappos, 95 USPQ2d 1001 (2010) as a reference in the Final Office Action, even though that case states that the machine-or-transformation test is not the sole test to apply to determine patent eligibility. The Appellants pointed out that reliance solely on the machine-or-transformation test was inconsistent with the Supreme Court decision Bilski, to which the Examiner responded in the Final Office Action: “The Examiner respectfully disagrees,” and the Examiner didn’t address the argument further. Nor did the pre-appeal review board address the error.

In maintaining the rejection, the Examiner argued in the Answer to the Appeal Brief that the “ordering server” recitation was (1) insufficient recitation of a machine or transformation, (2) the recitation was merely nominally, insignificantly, or tangentially related to the performance of the steps, and (3) merely recited the field in which the method was intended to be applied.

The Examiner also refused to give the amended preamble patentable weight, arguing that the preamble recited merely the purpose of the process, and was not required by the steps in the body of the claim.

The Board disagreed with the Examiner on both counts. First, the Board held that the preamble, and in particular the limitation that the method be carried out by an ordered server, should be given patentable weight. Since the “ordered server” was a required element for performing the steps in the claim, the ordered server gave “life, meaning, and vitality” to the claim,

Second, the Board held that the term “said method being carried out by an ordering server…” recited in the preamble rendered the claim patent-eligible under 35 U.S.C. § 101. The Board acknowledged that the standard for determining patent eligibility under § 101 had evolved since the first appeal, but stated that the machine and/or transformation prongs are factors for determining whether a claim is patent-eligible. The Board held stated that the recitation of the ordering server in the preamble of the claims sufficiently tied the claims to a machine, and so the claims satisfied the machine-or-transformation test and were patent-eligible.

My two cents:
This opinion is remarkable for two reasons. First, the Board held that a limitation in the preamble limited the scope of the claim. It is common practice for Examiners to refuse to give preambles any patentable weight, but the Board points out that the “ordering server” in the preamble is a required element for practicing the claim steps and thus gives meaning to the entire claim. The Board appears to have been swayed by the specificity of the recited machine, since the Board had previously rejected the claim when the preamble recited only “a computer-implemented method.” Second, the Board acknowledged that its previous opinion was based on outdated law, and reversed an Examiner who tried to rely on the Board’s previous opinion to maintain the rejection.

The Appellants in this case did a good job of referring to the “Interim Guidance for Determining Subject Matter Eligibility for Process Claims in View of Bilski v. Kappos,” 75 Fed. Reg. 43,922, 43926 in their Appeal Brief. The Appellants pointed out that even though the machine-or-transformation test was not the sole test to apply, it was one test to be applied under the Interim Guidance, and the Appellants pointed to the specific prongs of the test described in the Interim Guidance that were satisfied by the claims. Although the Examiner ignored the Interim Guidance during regular prosecution and on appeal, the Board was persuaded by the Appellants’ arguments.

While the machine-or-transformation test is not the sole test to apply to determine patent-eligibility of a claim, the Board treated the test as a threshold in this case. Once it found that the claims satisfied the "machine" prong of the test, it didn't apply any other test. I agree with this approach. There are multiple tests available to demonstrate patent-eligible subject matter. In the Interim Guidance, some are listed as "Factors that Weigh in Favor of Patent Eligibility." Factors that are not part of the machine-or-transformation test include practical application of a law of nature and observable and verifiable performance of steps of a method. Not every test needs to be applied in each case, and a claim may be found patent-eligible based on only one of the tests. But if practitioners want an Examiner to apply any test other than the machine-or-transformation test, they should not merely state that "the machine-or-transformation test is not the sole test to apply." Instead, they should supply what they consider to be the appropriate test to the Examiner, supported by the Interim Guidance and other case law, as appropriate.

Friday, September 9, 2011

BPAI gives no patentable weight to a "mental step" limitation

Takeaway: The Board gave no patentable weight to the limitation "at least one set of text that was authored not for any purpose related to creating or accessing the profile" because an objective reader of the claim could not determine the author's purpose. The Board found that the limitation amounted to a mental step and was therefore not to be given patentable weight. (Ex parte Gilmour, BPAI 2011.)

Details:

Ex parte Gilmour
Appeal 2009-003143; Appl. No. 10/135,2541; Tech. Center 2100
Decided  August 8, 2011
The technology on appeal related to profiling electronic documents. A representative claim on appeal read:
178. A machine-implemented method comprising:
   automatically constructing a profile of a first entity based on a plurality of sets of text, the plurality of sets of text including at least one set of text that was authored not for any purpose related to creating or accessing the profile;
   storing the profile in a machine-accessible storage facility;
   in response to an action of a second entity, identifying the first entity as meeting one or more criteria, based on the profile of the first entity; and
   outputting an indication to the second entity that the first entity meets the one or more criteria.
(Emphasis added.)
The Examiner rejected the above independent claim as being obvious over a combination of two references, Robertson and Barrett.

On appeal, the Applicant argued that the combination did not teach the limitation emphasized above. The Applicant argued that Barrett disclosed prompts which were authored specifically for the purpose of creating a viewer profile, "which is directly contrary to the claim limitation in question." The Applicant then noted that the final Office Action did not explain how Barrett taught the limitation, but instead only made the naked assertion that:
Barrett teaches monitoring a user's viewing preferences to create a profile. Preferences, which are viewed by a user, are included in a profile. Preferences, which are not viewed by a user, are not included in a profile, are not purposed [sic] for creating a profile (abstract, col. 2, lines 17-67).


In the Answer, the Examiner first noted that the Applicant's specification did not "support" the limitation at issue, and "thus, Examiner is entitled to give claim limitation its broadest reasonable interpretation in light of the specification."

The Examiner's Answer then explained how Barrett taught the limitation at issue, as follows:
The above information shows that only a single set of programs is selected and the other sets of programs from the programs in the viewer profile template are not selected to create the profile. In this case, the other set is program names, which are not selected, are authored not for any purpose related to creating or accessing the profile. The other set program names are represented as at least one set of text that authored not for any purpose related to creating or accessing the profile.


In a Reply Brief, the Applicant first responded to the Examiner's comment that the limitation at issue was not "supported' by the specification. The Reply Brief also rebutted the Examiner's explanation of Barrett

Finally, the Applicant argued that the Examiner had improperly dissected the claim limitation:
     Furthermore, to properly evaluate the invention as a whole, when applying the prior art, it is improper to dissect a single claim limitation into parts and then find disclosure of each part of the limitation in different references (or different places in the same reference), as the Examiner has done. Hence, with regard to claims 178 and 202, one cannot separate the concept of "a set of text [used to create a profile]" from the concept of "authored not for any purpose related to creating or accessing the profile". These concepts are inextricably linked to form a single limitation in claims 178 and 202, which cannot be dissected (i.e., a set of text that
is used to create a profile of an entity and authored not for any purpose related to creating or accessing the profile). To dissect this limitation into component parts when applying prior art vitiates its meaning.
     Accordingly, the Examiner cannot simply use some disclosure in Barrett of the general notion of "not for any purpose related to creating or accessing a profile," where that notion is unrelated in Barrett to any set of text that is used to create a profile, and then rely upon Robertson's general disclosure of "sets of text" to provide the rest of the claim limitation. To find the present invention prima facie obvious, the Examiner must first find some disclosure of a set of text that is used to create a profile of an entity but which is authored not for any
purpose related to creating or accessing the profile.


The Board affirmed the obviousness rejection by finding that the limitation at issue was not to be given patentable weight.  First, the Board noted that the limitation appeared to be intended use, as it "added no structure to the claim nor functionally changes the 'at least one set of text' that it modifies."

Furthermore, according to the Board, "authored not for any purpose related to creating or accessing a profile" was a mental step and as such, it was not entitled to patentable weight. Although the mental steps doctrine is typically used to analyze for compliance with 101, the Board found it also appropriate in assessing patentable weight.  
We find that this purpose is an undecipherable thought, fully within the mind of the author as he or she composed the text. We strongly question whether one can discern the true purpose of any text, such as an e-mail: was an author’s purpose to inform or misinform the sender or recipient; was the purpose the author’s self aggrandizement or humble flattery of the sender or recipient; was the purpose to acknowledge some debt or to seek relief from it or, as recited in this claim, to be part of a profile. No objective reader of a set of text knows for sure what the author’s purpose in authoring the text was, let alone knowing specifically whether its purpose was related to creating or accessing a profile. The purported limitation expresses a mere idea, a mental step taken by an author and unknown by any but that author, if indeed he can discern his real purpose in authoring the set of text.

Because this was the only limitation argued by the Applicant, and because the Board also found the references to be properly combinable, the Board affirmed the obviousness rejection.

One ALJ dissented from the majority's position. According to the dissent:
[T]he language of claim 178 does not require that someone discern the true purpose of the text. Instead, I find that the negative limitation contained therein is directed towards discriminating whether the text is related to creating/accessing a profile or not. 
Applying the broadest reasonable interpretation in light of the specification, the dissent found that the limitation encompassed "intercepting text, such as e-mails, that is generally not inputted into a profile template."

While Appellants’ choice of terminology, e.g., “authored” and “purpose”, could possibly draw one to conclude that an intended use may be at the horizon when read in isolation, I find that when the claim is read in its entirety and read in light of the specification, it becomes apparent that Appellant is merely attempting to discriminate one type of data from another and not trying to create some mind-reading phenomenon.

The dissent also found that the limitation did affect the claimed functionality, and was therefore not intended use:
When looking at devices, it is understood that the structure of a data file does not change with the type of data placed therein. However, I am not convinced that the same analysis applies to the method steps of the present invention. ... The step of including a set of text with a particular characteristic affects the functionality depending on the type of text intercepted. Accordingly, I disagree with the Majority that the claimed “at least one set of text” should not be given any patentable weight.


My two cents: The Board's use of the mental steps doctrine to determine patentable weight seems out of left field. I don't get it. If an "objective reader" could not figure out the meaning of the limitation at issue, an indefiniteness rejection would have been more appropriate.

Nor do I see how you come up with intended use, because the use was actually claimed.

Then, with its talk about the limitation not providing any "functional changes" to the claimed text, the Board sounded like it was trying to invoke the Non-Functional Descriptive Material doctrine. But, as the dissent noted, NFDM is not applicable here, since the claimed data does affect the functionality. Namely, it affects the claimed construction of a profile.

Seems to me that the Board just didn't like this claim, but didn't know how to reject it, so it tried a shotgun approach: intended use, quasi-Non-Functional-Descriptive-Material, mental steps ...

I feel strongly that the claim was badly written from an enforcement point of view. I don't want to put intent in my claim because that gives the accused infringer plenty to argue about. Plus, what sort of proof do you use to show the author's "purpose" in creating a text?

Let's assume the limitation has patentable weight, and look at the Examiner's position. Best I can tell, the Examiner's logic is as follows:
  • Viewer is presented with information about multiple television programs
  • Viewer's choices determine which programs are included in a viewer profile
  • Those programs which are included read on "authored for a purpose related to creating or accessing the profile"
  • Those programs which are not included read on "authored NOT for any purpose related to creating or accessing the profile." 
Is the Examiner's position devious, or way off-base?

Any program not used in creating the profile is ... by definition ... "NOT for any purpose related to creating the profile". On the other hand, that doesn't take into account the claim term "authored." How does the term "authored" fit with the reference's TV programs?

The Applicant characterized the claim language as "a set of text used to create a profile" where the set includes a text NOT authored for any purpose ... " If the claim really said that, I think the Examiner is wrong. Because the unselected programs the Examiner is relying on to meet the "not authored" limitation are not included in (are not "used to create") the profile.

But the claim doesn't say that. Instead, the claim says "automatically constructing a profile of a first entity BASED ON a plurality of sets of text". And the reference does base its profile construction on the entire group of programs: those that make the cut and are selected for inclusion in the profile; and those that are not selected for inclusion in the profile. So isn't the profile constructed BASED ON the entire set of programs?

In total, I think the Examiner's position isn't off base in quite the way the Applicant argued, but does have some holes in it.