Prosecution Insights
Last updated: October 25, 2026
Application No. 18/486,846

SYSTEM AND METHOD FOR RESPIRATORY RATE MONITORING

Final Rejection §101
Filed
Oct 13, 2023
Examiner
PATEL, NIDHI NIRAJ
Art Unit
3791
Tech Center
3700 — Mechanical Engineering & Manufacturing
Assignee
Actigraph L L C
OA Round
2 (Final)
53%
Grant Probability
Moderate
3-4
OA Rounds
7m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 53% of resolved cases
53%
Career Allowance Rate
64 granted / 121 resolved
-17.1% vs TC avg
Strong +48% interview lift
Without
With
+47.5%
Interview Lift
resolved cases with interview
Typical timeline
3y 8m
Avg Prosecution
44 currently pending
Career history
179
Total Applications
across all art units

Statute-Specific Performance

§101
17.5%
-22.5% vs TC avg
§103
45.5%
+5.5% vs TC avg
§102
16.1%
-23.9% vs TC avg
§112
18.5%
-21.5% vs TC avg
Black line = Tech Center average estimate • Based on career data from 121 resolved cases

Office Action

§101
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Response to Amendment In response to amendment filed July 1, 2026, claims 1 -2, 5-6, 8, 12-13, 15, 18-19 are amended. No claims are cancelled and no new claims are added. Claims 1-20 are pending. Response to Arguments Applicant’s arguments, see Remarks, filed July 1, 2026, with respect to rejection of claims under 35 U.S.C 112 have been fully considered and are persuasive in view of the amendments. The rejection of claims 1-7 under 35 U.S.C 112 has been withdrawn. Applicant’s arguments, see Remarks, filed July 1, 2026, with respect to the rejection of claims under 35 U.S.C 103 have been fully considered and are persuasive in view of the amendments. The rejection of claims 1-20 has been withdrawn. Applicant's arguments filed July 1, 2026 have been fully considered but they are not persuasive with respect to the rejection of claims under 35 U.S.C 101. In response to applicant’s arguments that the claims do not recite an abstract idea, Examiner respectfully disagrees. The abstract ideas are identified as the steps of generating; combining; selecting; outputting; applying; identifying; and providing. That is, as broadly and reasonably interpreted, the above recited steps of generating; combining; selecting; outputting; applying; identifying; and providing are steps that can practically be performed in the mind or with the aid of pen/paper. An experienced physician can perform the claimed step of generating by mentally noting respiratory rate estimates from sensor data. The experienced physician can then further combine mentally the IMU and PPG respiratory rate estimates into finalized IMU and PPG respiratory rate estimates respectively and can further select one of the finalized respiratory rate estimates based on a set of optimization and rule parameters that the experienced physician has mentally noted and then can output the final respiratory rate using a pen/pencil and paper. Thus, the claims can be readily interpreted as being a mere application of a mental process on a computer. An improved abstract idea is still an abstract idea even if such an abstract idea results in more accurate results. Applicant refers to the tangible claim elements that are in addition to the abstract idea (i.e., the additional elements). Applicant argues that because the additional elements are tangible, the claims are not directed to an abstract idea. However, this is not the test for eligibility. “As the Supreme Court explained in Alice Corp., mere physical or tangible implementation of an exception does not guarantee eligibility.” MPEP 2106.04(d) I. citing Alice Corp. Pty. Ltd. v. CLS Bank Int’l, 573 U.S. 208, 224, 110 USOQ2d 1976, 1983-84 (2014). Thus, applicant’s identification of the additional elements in the claims as not being abstract does not influence the eligibility analysis. Applicant should not conflate the abstract idea with the elements of the claim that are in addition to the abstract idea (i.e. additional elements). In response to Applicant’s argument that the claims integrate the abstract idea into practical application, Examiner respectfully disagrees. An improvement to the technology cannot be in the abstract idea. MPEP 2106.05a. “[L]imitations that amount to merely indicating a field of use or technological environment in which to apply a judicial exception do not amount to significantly more than the exception itself, and cannot integrate a judicial exception into a practical application.” MPEP 2106.05(h). “[T]he additional element in Flook ... was not sufficient to make the claim eligible, because it was merely an incidental or token addition to the claim that did not alter or affect how the process steps of calculating the alarm limit value were performed.” Further, the data-gathering step of “receiving and obtaining” does not add a meaningful limitation to the claims as they are insignificant extra-solution activity. Furthermore, the abstract idea amounts to simply implementing the abstract idea on a computer. For example, the recitations regarding the generic computer components for generating; combining; selecting; outputting; applying; identifying; providing; performing; updating and filtering merely invoke a computer as a tool to perform an existing process. The additional elements are identified in the 101 section below as being the elements that comprise a processor; a set of sensor devices comprising a photoplethysmography (PPG) sensor and an inertial movement unit (IMU) sensor; a computer-readable medium; a respiratory rate estimator; a respiratory rate fusion model; a selection manager; a user interface; a PPG sensor device; an IMU sensor device; one or more computer storage devices with computer executable instructions; and a computer. Those in the relevant field of art would recognize the above-identified additional elements as being well-understood, routine, and conventional means for data-gathering and computing, as demonstrated by the NPL previously cited. When considered in combination, the additional elements (i.e. the generic computer functions and conventional equipment/steps) do not amount to significantly more than the abstract idea. Looking at the claim limitations as a whole adds nothing that is not already present when looking at the elements taken individually. There is no indication that the combination of elements improves the functioning of a computer or improves any other technology. Their collective functions merely provide conventional computer implementation. Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 1-20 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. Claims 1-20 are all within at least one of the four categories. The independent claim 1 recites: generate a plurality of respiratory rate estimates from the sensor data in parallel, the plurality of respiratory rate estimates comprising a plurality of PPG-based respiratory rate estimates based on wavelengths of PPG signals extracted from the PPG sensor data and a plurality of IMU-based respiratory rate estimates based on accelerometer and gyroscope sensor data in parallel; combine the plurality of PPG-based respiratory rate estimates into a final PPG-based respiratory rate estimate; combine the plurality of IMU-based respiratory rate estimates into a final IMU-based respiratory rate estimate; select a final respiratory rate from a set of respiratory rate estimates based on a set of performance optimization models and a set of rules maintained by a rules engine, the set of respiratory rate estimates comprising the final PPG-based respiratory rate estimate and the final IMU-based respiratory rate estimate; and output the final respiratory rate and a quality estimate associated with the final respiratory rate, wherein the final respiratory rate is a continuous respiration rate of a user wearing the set of sensor devices. The independent claim 8 recites: applying a set of rules for filtering and processing the PPG sensor data and the IMU sensor data, wherein the set of rules comprises at least one rule for isolating breath-related peaks in PPG signals from the PPG sensor data and identifying motion activity associated with respiration from the IMU sensor data; generating respiratory rate estimates, including a PPG-based respiratory rate estimate based on the PPG sensor data and an IMU-based respiratory rate estimate based on the IMU sensor data in parallel; selecting a final respiratory rate from the respiratory rate estimates based on a quality metric, wherein the quality metric comprises a quality score for each respiratory rate estimate indicating reliability of a given respiratory rate estimate; and identifying the final respiratory rate and the quality score. The independent claim 15 recites: applying a set of rules for filtering and processing the PPG sensor data and the IMU sensor data, wherein the set of rules comprises at least one rule for filtering out IMU signal data associated with motion activity unrelated to respiratory activity of a user; generating respiratory rate estimates, including a PPG-based respiratory rate estimate based on the PPG sensor data and an IMU-based respiratory rate estimate based on the IMU sensor data in parallel; selecting a final respiratory rate from the respiratory rate estimates based on a quality metric, wherein the quality metric comprises a quality score; and providing the final respiratory rate and the quality score to a user via a user interface. The above claim limitations constitute an abstract idea that is part of the Mathematical Concepts and/or Mental Processes group identified in the 2019 Revised Patent Subject Matter Eligibility Guidance published in the Federal Register (84 FR 50) on January 7, 2019. See footnotes 14 and 15. “A mathematical relationship is a relationship between variables or numbers. A mathematical relationship may be expressed in words ….” October 2019 Update: Subject Matter Eligibility, II. A. i. “[T]here are instances where a formula or equation is written in text format that should also be considered as falling within this grouping.” Id. at II. A. ii. “[A] claim does not have to recite the word “calculating” in order to be considered a mathematical calculation.” Id. at II. A. iii. See for example, SAP Am., Inc. v. InvestPic, LLC, 898 F.3d 1161, 1163-65 (Fed. Cir. 2018) (performing a resampled statistical analysis to generate a resampled distribution). The claimed steps of generating; combining; selecting; outputting; applying; identifying; and providing can be practically performed in the human mind using mental steps or basic critical thinking, which are types of activities that have been found by the courts to represent abstract ideas. Examples of ineligible claims that recite mental processes include: a claim to “collecting information, analyzing it, and displaying certain results of the collection and analysis,” where the data analysis steps are recited at a high level of generality such that they could practically be performed in the human mind, Electric Power Group, LLC v. Alstom, S.A.; claims to “comparing BRCA sequences and determining the existence of alterations,” where the claims cover any way of comparing BRCA sequences such that the comparison steps can practically be performed in the human mind, University of Utah Research Foundation v. Ambry Genetics Corp. a claim to collecting and comparing known information (claim 1), which are steps that can be practically performed in the human mind, Classen Immunotherapies, Inc. v. Biogen IDEC. See p. 7-8 of October 2019 Update: Subject Matter Eligibility. With respect to the pending claims, for example, an experienced physician can perform the claimed step of generating by mentally noting respiratory rate estimates from sensor data. The experienced physician can then further combine mentally the IMU and PPG respiratory rate estimates into finalized IMU and PPG respiratory rate estimates respectively and can further select one of the finalized respiratory rate estimates based on a set of optimization and rule parameters that the experienced physician has mentally noted and then can output the final respiratory rate using a pen/pencil and paper. Thus, the claims can be readily interpreted as being a mere application of a mental process on a computer. Regarding the dependent claims 2-7, 9-14 and 16-20, the dependent claims are directed to either 1) steps that are also abstract or 2) additional data output that is well-understood, routine and previously known to the industry. For example, dependent claims recite steps (e.g. performing; selecting; updating; filtering; applying) that can be performed in the mind. Although the dependent claims are further limiting, they do not recite significantly more than the abstract idea. A narrow abstract idea is still an abstract idea and an abstract idea with additional well-known equipment/functions is not significantly more than the abstract idea. This judicial exception (abstract idea) in claims 1-20 is not integrated into a practical application because: The abstract idea amounts to simply implementing the abstract idea on a computer. For example, the recitations regarding the generic computing components for generating; combining; selecting; outputting; applying; identifying; providing; performing; updating and filtering merely invoke a computer as a tool. The data-gathering step (receiving and obtaining) does not add a meaningful limitation to the method as they are insignificant extra-solution activity. There is no improvement to a computer or other technology. “The McRO court indicated that it was the incorporation of the particular claimed rules in computer animation that "improved [the] existing technological process", unlike cases such as Alice where a computer was merely used as a tool to perform an existing process.” MPEP 2106.05(a) II. The claims recite a computer that is used as a tool for generating; combining; selecting; outputting; applying; identifying; providing; performing; updating and filtering. The claims do not apply the abstract idea to effect a particular treatment or prophylaxis for a disease or medical condition. Rather, the abstract idea is utilized to determine a relationship among data to provide information on respiration rates. The claims do not apply the abstract idea to a particular machine. “Integral use of a machine to achieve performance of a method may provide significantly more, in contrast to where the machine is merely an object on which the method operates, which does not provide significantly more.” MPEP 2106.05(b). II. “Use of a machine that contributes only nominally or insignificantly to the execution of the claimed method (e.g., in a data gathering step or in a field-of-use limitation) would not provide significantly more.” MPEP 2106.05(b) III. The pending claims utilize a computer for generating; combining; selecting; outputting; applying; identifying; providing; performing; updating and filtering. The claims do not apply the obtained data to a particular machine. Rather, the data is merely output in an post-solution step. The additional elements are identified as follows: a processor; a set of sensor devices comprising a photoplethysmography (PPG) sensor and an inertial movement unit (IMU) sensor; a computer-readable medium; a respiratory rate estimator; a respiratory rate fusion model; a selection manager; a user interface; a PPG sensor device; an IMU sensor device; one or more computer storage devices with computer executable instructions; and a computer Those in the relevant field of art would recognize the above-identified additional elements as being well-understood, routine, and conventional means for data-gathering and computing, as demonstrated by the non-patent literature cited by applicant: Ruixuan Dai et al.; RespWatch: Robust Measurement of Respiratory Rate on Smartwatches with Photoplethysmography; Intl Conference on Internet-of-Things Design and Implementation (IoTDI '21), May 18-21, 2021; 13 pages see Section 2.2; Section 2.3 and Section 3 Delaram Jarchi et al.; Estimation of respiratory rate from motion contaminated photoplethysmography signals incorporating accelerometry; Healthcare Technology Letters, 2019, Vol. 6, Iss. 1; November 20, 2018; 8 pages see Section 2 Thus, the claimed additional elements “are so well-known that they do not need to be described in detail in a patent application to satisfy 35 U.S.C. § 112(a).” Berkheimer Memorandum, III. A. 3. Furthermore, the court decisions discussed in MPEP § 2106.05(d)(lI) note the well-understood, routine and conventional nature of such additional elements as those claimed. See option III. A. 2. in the Berkheimer memorandum. When considered in combination, the additional elements (i.e. the generic computer functions and conventional equipment/steps) do not amount to significantly more than the abstract idea. Looking at the claim limitations as a whole adds nothing that is not already present when looking at the elements taken individually. There is no indication that the combination of elements improves the functioning of a computer or improves any other technology. Their collective functions merely provide conventional computer implementation. Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to NIDHI PATEL whose telephone number is (571)272-2379. The examiner can normally be reached Mondays to Fridays 9AM-5PM. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Jennifer Robertson can be reached at (571) 272-5001. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /N.N.P./Examiner, Art Unit 3791 /JENNIFER ROBERTSON/ Supervisory Patent Examiner, Art Unit 3791
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Prosecution Timeline

Oct 13, 2023
Application Filed
Apr 01, 2026
Non-Final Rejection mailed — §101
Jul 01, 2026
Response Filed
Oct 14, 2026
Final Rejection mailed — §101 (current)

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Prosecution Projections

3-4
Expected OA Rounds
53%
Grant Probability
99%
With Interview (+47.5%)
3y 8m (~7m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 121 resolved cases by this examiner. Grant probability derived from career allowance rate.

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