Prosecution Insights
Last updated: July 17, 2026
Application No. 18/908,495

SYSTEM AND METHOD OF USING PERSONALIZED SONIFICATION MODELS TO COMMUNICATE HEALTH INFORMATION

Non-Final OA §101§103
Filed
Oct 07, 2024
Priority
Oct 05, 2023 — provisional 63/542,727
Examiner
HANKS, BENJAMIN L
Art Unit
3684
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
University of Virginia Patent Foundation
OA Round
3 (Non-Final)
21%
Grant Probability
At Risk
3-4
OA Rounds
1y 4m
Est. Remaining
51%
With Interview

Examiner Intelligence

Grants only 21% of cases
21%
Career Allowance Rate
30 granted / 142 resolved
-30.9% vs TC avg
Strong +30% interview lift
Without
With
+30.1%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
24 currently pending
Career history
170
Total Applications
across all art units

Statute-Specific Performance

§101
16.2%
-23.8% vs TC avg
§103
67.6%
+27.6% vs TC avg
§102
11.7%
-28.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 142 resolved cases

Office Action

§101 §103
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 . Continued Examination Under 37 CFR 1.114 A request for continued examination under 37 CFR 1.114, including the fee set forth in 37 CFR 1.17(e), was filed in this application after final rejection. Since this application is eligible for continued examination under 37 CFR 1.114, and the fee set forth in 37 CFR 1.17(e) has been timely paid, the finality of the previous Office action has been withdrawn pursuant to 37 CFR 1.114. Applicant's submission filed on 14 April 2026 has been entered. Status of Claims This action is in reply to the claims filed on 14 April 2026. Claims 1 and 11 were amended. Claims 2 and 12 were previously canceled. Claims 1, 3-11, and 13-22 are currently pending and have been examined. 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, 3-11, and 13-22 are rejected under 35 USC § 101 Step 1: Is the claim to a process, machine, manufacture, or composition of matter? Claims 1, 3-11, and 13-22 fall within one or more statutory categories. Claims 1, 3-9, and 21 fall within the category of a process. Claim 10 falls within the category of a manufacture. Claims 11, 13-20, and 22 fall within the category of a machine. Step 2A Prong One: Does the claim recite an abstract idea, law of nature, or natural phenomenon? Claims 1, 3-11, and 13-22 recite an abstract idea. Representative claim 1 recites a method of generating music that encodes personalized information, the method comprising: generating a personalized sonification model based on music modeling data pertaining to a user, wherein the music modeling data includes a personalized relationship parameter representing a relationship between a musical feature and a wellness level as perceived by the user; receiving physiological data pertaining to the user, wherein the physiological data is related to at least one of a physical wellness or a behavioral wellness of the user, wherein receiving the physiological data includes generating a score corresponding to the physiological data; generating a melody by converting the score to musical feature parameters based on the personalized relationship parameter and generating the melody from the musical feature parameters, wherein the melody [encompasses] a wellness information or modification based on the personalized sonification model and the physiological data; and providing the melody to the user to convey the wellness information or modification. Therefore, the claim as a whole is directed to “music therapy,” which is an abstract idea because it is a method of organizing human activity. “Music therapy” is considered to be a method of organizing human activity because it is an example of managing personal behavior or relationships or interactions between people (including social activities, teaching, and following rules or instructions). The broadest reasonable interpretation of the claims includes the interaction between a healthcare provider and a patient. Further, the claims can be considered to be directed to a mental process because it recites concepts capable of being performed in the human mind (including an observation, evaluation, judgment, opinion) with the aid of pen and paper. Step 2A Prong Two: Does the claim recite additional elements that integrate the judicial exception into a practical application? This judicial exception is not integrated into a practical application. In particular, claim 1 recites the following additional element(s): [the melody] encodes a wellness information or modification based on the personalized sonification model and the physiological data (i.e. the information is reduced to a form of computer code, with the use of the word “encodes”). The additional elements individually or in combination do not integrate the exception into a practical application. This additional element merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). Accordingly, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea. Claim 1 is directed to an abstract idea. Step 2B: Does the claim recite additional elements that amount to significantly more than the judicial exception? Claim 1 does not include additional elements, considered individually or in combination, that are sufficient to amount to significantly more than the judicial exception. As discussed above with respect to integration of the abstract idea into a practical application, the additional element(s), individually and in combination, merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). Accordingly, claim 1 is ineligible. Dependent claim 3 recites the method of claim 1, wherein: the musical feature includes at least one of a tempo, a pitch, a key, a dynamic, a smoothness, or a chord progression. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 3 is considered to be ineligible. Dependent claim 4 recites the method of claim 1, wherein: receiving the physiological data includes receiving sensor data from a smartphone or wearable device associated with the user. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claim 4 is ineligible. Dependent claim 5 recites the method of claim 4, wherein: the sensor data includes at least one of physical activity data, mood data, or emotional state data. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 5 is considered to be ineligible. Dependent claim 6 recites the method of claim 4, wherein: receiving the physiological includes data generating a score corresponding to the sensor data and converting the score to a physical activity level. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 6 is considered to be ineligible. Dependent claim 7 recites the method of claim 1, wherein: generating the melody includes creating the melody with notes or note combinations configured to encode the wellness information or modification. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 7 is considered to be ineligible. Dependent claim 8 recites the method of claim 1, wherein: generating the melody includes retrieving a preexisting song, and modifying at least one musical feature of the preexisting song to encode the wellness information or modification. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 8 is considered to be ineligible. Dependent claim 9 recites the method of claim 1, wherein: receiving a feedback from the user regarding the provided melody; and modifying the personalized sonification model based on the feedback. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 9 is considered to be ineligible. Claim 10 is parallel in nature to claim 1. However, claim 10 recites the following additional element: a non-transitory computer-readable medium storing instructions that, when executed by at least one processor of a computing device, cause the computing device to perform operations comprising the method of claim 1. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claim 10 is rejected as being directed towards ineligible subject matter based upon the same analysis above. Claims 11 and 13-17 are parallel in nature to claims 1, 3-5, and 7-8. However, independent claim 11 recites the following additional element: at least one processor; and a memory operatively connected to the at least one processor and storing instructions that, when executed by the at least one processor, cause the system to perform operations comprising: [the method of claim 1]. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claims 11 and 13-17 are rejected as being directed towards ineligible subject matter based upon the same analysis above. Dependent claim 18 recites the system of claim 11, wherein: the system is a smartphone or wearable device associated with the user. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claim 18 is ineligible. Dependent claim 19 recites the system of claim 18, wherein: providing the melody to the user includes outputting an audio signal corresponding to the melody via an audio output of the smartphone or wearable device. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claim 19 is ineligible. Dependent claim 20 recites the system of claim 18, wherein: generating the melody includes transmitting the physiological data to an external device, and receiving the melody from the external device. The additional elements present in this claim merely recites the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely includes instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). These types of additional elements are not enough to integrate the abstract idea into a practical application, nor do they amount to significantly more than the judicial exception. Accordingly, claim 20 is ineligible. Dependent claim 21 recites the system of claim 1, wherein: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user. This merely further limits the abstract idea of claim 1 discussed above and does not provide further additional elements. Therefore, claim 21 is considered to be ineligible. Dependent claim 22 recites the system of claim 11, wherein: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user. This merely further limits the abstract idea of claim 11 discussed above and does not provide further additional elements. Therefore, claim 22 is considered to be ineligible. Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. The factual inquiries for establishing a background for determining obviousness under 35 U.S.C. 103 are summarized as follows: 1. Determining the scope and contents of the prior art. 2. Ascertaining the differences between the prior art and the claims at issue. 3. Resolving the level of ordinary skill in the pertinent art. 4. Considering objective evidence present in the application indicating obviousness or nonobviousness. Claim 1, 3-11, and 13-22 is rejected under 35 U.S.C. 103 as being unpatentable over Bass (U.S. 2020/0214615), hereinafter “Bass,” in view of Grace et al. (U.S. 2021/0030308), hereinafter “Grace.” Regarding claim 1, Bass discloses a method of generating music that encodes personalized information, the method comprising: generating a personalized sonification model based on music modeling data pertaining to a user (See Bass [0037] system serves as a bridge for software in devices that gather sensory data such gait information, kinematics, along with important end users information regarding their music preferences, age, height, weight, gender, diagnosis, name, as well as have a preexisting catalog of music in formats such as DSD or its equivalent which is encoded with the corresponding sensorimotor functional data as a key code for the audio therapy stream generator to synchronize with. [0043] the system compiles input including, but not limited to pertinent patient profile data, sensor data, music catalog (including encoded functional data: i.e. sensorimotor, respiratory, heart rate correlates), and an ongoing/real time, client audio stream treatment history catalog. [0032] In some embodiments the medical device records data from the patient including name, height, weight, age, gender, date of birth, heart rate, blood pressure, strength, stride, step length and/or step speed, diagnosis and the like. See also [0025].); receiving physiological data pertaining to the user (See Bass [0037] serves as a bridge for software in devices that gather sensory data such gait information, kinematics, along with important end users information regarding their music preferences, age, height, weight, gender, diagnosis, name, as well as have a preexisting catalog of music in formats such as DSD or its equivalent which is encoded with the corresponding sensorimotor functional data as a key code for the audio therapy stream generator to synchronize with. [0043] compiles input including, but not limited to pertinent patient profile data, sensor data, music catalog (including encoded functional data: i.e. sensorimotor, respiratory, heart rate correlates), and an ongoing/real time, client audio stream treatment history catalog.), wherein the physiological data is related to at least one of a physical wellness or a behavioral wellness of the user (See Bass [0025] the music has been prepared based on the patient's characteristics, including ailment and treatment history, and sensor information. [0028] musical structure relates to and impacts non-musical functional movement of a person.), wherein receiving the physiological data includes generating a score corresponding to the physiological data (See Bass [0011] The system takes the sensor information and generates a personalized user score. [0032] sensor data includes any information obtained from or related to a patient physical or mental attribute, such as EKG, treadmill data, FitBit sensor data, and the like.); generating a melody by converting the score to musical feature parameters … and generating the melody from the musical feature parameters (See Bass [0011] the system identifies music tracks by the music tracks data applicable to the user score. [0029] Creation of music pairing (sensorimotor) movement algorithm that can deliver a prescribed audio file instantly to a user once movement diagnostics sensors/software has given movement diagnostics information to the music pairing (sensorimotor) movement algorithm. [0042] system plays different tracks and adds/subtracts based on the monitored patient characteristics. [0039] tracks used by the system are defined as specific parts of music that pertain to particular therapeutic effect.), wherein the melody encodes a wellness information or modification (See Bass [0031] composition, recording and technical integration of music tracks into medical devices used to improve the rehabilitation patients with motor defects such as those with Parkinson's Disease and children with Cerebral Palsy. Rehabilitation takes the form of many activities including but not limited to walking, dancing, running, using an elliptical trainer, treadmill, mobile bicycle, stationary bicycle, weights, and the like.) based on the personalized sonification model and the physiological data (See Bass [0037] serves as a bridge for software in devices that gather sensory data such gait information, kinematics, along with important end users information regarding their music preferences, age, height, weight, gender, diagnosis, name, as well as have a preexisting catalog of music in formats such as DSD or its equivalent which is encoded with the corresponding sensorimotor functional data as a key code for the audio therapy stream generator to synchronize with. [0044] These inputs are interpreted and combined to select, mix and match with music composition stems and functional desired outcomes (i.e. sensorimotor, NICU oxygen saturation levels, cardio/pulmonary, pain/analgesia, stress/anxiety, mood states, cognition/speech).); and providing the melody to the user to convey the wellness information or modification (See Bass [0042] system plays different tracks and adds/subtracts based on the monitored patient characteristics. [0039] tracks used by the system are defined as specific parts of music that pertain to particular therapeutic effect.). Bass does not disclose: wherein the music modeling data includes a personalized relationship parameter representing a relationship between a musical feature and a wellness level as perceived by the user; [generating the melody] based on the personalized relationship parameter. Grace teaches: wherein the music modeling data includes a personalized relationship parameter representing a relationship between a musical feature and a wellness level as perceived by the user (See Grace [0035] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0038] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0039] add emotional nuance to the communication through music to more effectively express how a person is feeling. [0040] a user may generate music associated with different emotions and smoothly transition between generating music associated with different emotions. The unique input of each user will cause the music that is generated to uniquely vary in sound and expression.); [generating the melody] based on the personalized relationship parameter (See Grace [0035] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0038] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0039] add emotional nuance to the communication through music to more effectively express how a person is feeling. [0040] a user may generate music associated with different emotions and smoothly transition between generating music associated with different emotions. The unique input of each user will cause the music that is generated to uniquely vary in sound and expression.). The system of Grace is applicable to the disclosure of Bass as they both share characteristics and capabilities, namely, they are directed to using music to modify user physical activity. It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Bass to include physical activity metrics as taught by Grace. One of ordinary skill in the art before the effective filing date of the claimed invention would have been motivated to modify Bass in order to provide improvements to the functionality and effectiveness of entrainment sonification (see Grace [0004]). Regarding claim 3, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass further discloses a method, wherein: the musical feature includes at least one of a tempo, a pitch, a key, a dynamic, a smoothness, or a chord progression (See Bass [0027] The system provides for tailoring musical composition to the user, subject or patient by modifying a musical characteristic such as pace, pitch, tone, increasing scales, decreasing scales, increasing the number and/or complexity of the musical instruments, and/or increasing or decreasing the complexity of the harmonic structure or melody. [0040] discussion of tempo ranges. [0041] In some embodiments musical attributes that can be modified and have therapeutic or rehabilitative benefits for a patient include, but are not limited to tempo, meter, force.). Regarding claim 4, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass further discloses a method, wherein: receiving the physiological data includes receiving sensor data from a smartphone or wearable device associated with the user (See Bass [0032] sensor information is provided to the system for storage and analysis. By sensor information is meant any information obtained from or related to a patient physical or mental attribute, such as EKG, treadmill data, FitBit sensor data. [0043] the monitor may be worn by the patient. [0050] can include a portable electronic device that the user may hold in his or her hand, such as a smartphone.). Regarding claim 5, Bass in view of Grace discloses the method of claim 4 as discussed above. Bass further discloses a method, wherein: the sensor data includes at least one of physical activity data, mood data, or emotional state data (See Bass [0035] Whether worn on the patient or in connection with exercise equipment, monitors made take a variety of characteristics about the patient, including heart rate, respiration, strength, heel strike, gait stride symmetry, velocity, cadence, balance, weight shift, body rotation, arm swinging, normalized walking pattern and the like.). Regarding Claim 6, Bass in view of Grace discloses the method of claim 4 as discussed above. Bass further discloses a method, wherein: receiving the physiological data includes generating a score corresponding to the sensor data… (See Bass [0011] system can compile user information and sensor information to generate a personalized user score.). Bass does not disclose: converting the score to a physical activity level. Grace teaches: converting the score to a physical activity level (See Grace [0239] the system can use the generated music to increase a user’s steps per minute, which is a type of physical activity level. This means the system calculates an initial score/level, provides the music to increase that score/level, and then measures the score/level again to determine that the level has been reached.). The system of Grace is applicable to the disclosure of Bass as they both share characteristics and capabilities, namely, they are directed to using music to modify user physical activity. It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Bass to include physical activity metrics as taught by Grace. One of ordinary skill in the art before the effective filing date of the claimed invention would have been motivated to modify Bass in order to provide improvements to the functionality and effectiveness of entrainment sonification (see Grace [0004]). Regarding claim 7, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass further discloses a method, wherein: generating the melody includes creating the melody with notes or note combinations configured to encode the wellness information or modification (See Bass [0042] system plays different tracks and adds/subtracts based on the monitored patient characteristics. [0039] tracks used by the system are defined as specific parts of music that pertain to particular therapeutic effect.). Regarding claim 8, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass further discloses a method, wherein: generating the melody includes retrieving a preexisting song, and modifying at least one musical feature of the preexisting song to encode the wellness information or modification (See Bass [0038] system mallows for upload of songs by the user and adjustment to those songs for the purposes of the therapy. Adjustments include but are not limited to the ability to control around 5%-10% only increases in tempo and to integrate sensory data and sync the data with prescribed therapy protocol.). Regarding claim 9, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass further discloses a method, comprising: receiving a feedback from the user regarding the provided melody (See Bass [0044] automatic shut off of musical stream when sensor data inputs indicate patient is not responding within functional outcomes ranges preset within formulas.); and modifying the personalized sonification model based on the feedback (See Bass [0044] automatic shut off of musical stream when sensor data inputs indicate patient is not responding within functional outcomes ranges preset within formulas.). Regarding claim 10, Bass in view of Grace discloses the method of claim 1 as discussed above. Claim 10 recites non-transitory computer-readable medium storing instructions that, when executed by at least one processor of a computing device, cause the computing device to perform operations comprising the method of claim 1. Accordingly, claim 10 is rejected based on the same analysis. Regarding claims 11 and 13-17, Bass in view of Grace discloses the method of claims 1, 3-5, and 7-8 as discussed above. Claims 11 and 13-17 recite a system that performs a method that is substantially similar to the method of claims 1, 3-5, and 7-8. Accordingly, claims 11 and 13-17 are rejected based on the same analysis. Regarding claim 18, Bass in view of Grace discloses the system of claim 11 as discussed above. Bass further discloses a system, wherein: the system is a smartphone or wearable device associated with the user (See Bass [0044] It may be used within stationary and ambulatory clinical and non-clinical settings in both wearable and detached device form. [0050] system can include a portable electronic device that the user may hold in his or her hand, such as a smartphone.). Regarding claim 19, Bass in view of Grace discloses the system of claim 18 as discussed above. Bass further discloses a system, wherein: providing the melody to the user includes outputting an audio signal corresponding to the melody via an audio output of the smartphone or wearable device (See Bass [0030] A delivery system has capacity for full band width audio files, and has left/right capacity (i.e. headphones, left/right speakers (channels). [0056] device can have audio output circuitry.). Regarding claim 20, Bass in view of Grace discloses the system of claim 18 as discussed above. Bass further discloses a system, wherein: generating the melody includes transmitting the physiological data to an external device, and receiving the melody from the external device (See Bass [0062] electronic device can be coupled a host device for data transfers, synching the communications device, software or firmware updates, providing performance information to a remote source or performing any other suitable operation that can require electronic device to be coupled to a host device.). Regarding claim 21, Bass in view of Grace discloses the method of claim 1 as discussed above. Bass does not further disclose a method, wherein: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user. Grace teaches: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user (See Grace [0035] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0038] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0039] add emotional nuance to the communication through music to more effectively express how a person is feeling. [0040] a user may generate music associated with different emotions and smoothly transition between generating music associated with different emotions. The unique input of each user will cause the music that is generated to uniquely vary in sound and expression. For the user to select which music to use for different emotion levels, the system is understood to present the option to the user.). The system of Grace is applicable to the disclosure of Bass as they both share characteristics and capabilities, namely, they are directed to using music to modify user physical activity. It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Bass to include physical activity metrics as taught by Grace. One of ordinary skill in the art before the effective filing date of the claimed invention would have been motivated to modify Bass in order to provide improvements to the functionality and effectiveness of entrainment sonification (see Grace [0004]). Regarding claim 22, Bass in view of Grace discloses the system of claim 11 as discussed above. Bass does not further disclose a system, wherein: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user. Grace teaches: generating the personalized sonification model includes presenting the musical feature to the user and receiving a response from the user indicating the wellness level as perceived by the user (See Grace [0035] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0038] instead of sending text/photographic emojis, users of these methods, systems, and apparatuses may send musical emojis to express how they are feeling. [0039] add emotional nuance to the communication through music to more effectively express how a person is feeling. [0040] a user may generate music associated with different emotions and smoothly transition between generating music associated with different emotions. The unique input of each user will cause the music that is generated to uniquely vary in sound and expression. For the user to select which music to use for different emotion levels, the system is understood to present the option to the user.). The system of Grace is applicable to the disclosure of Bass as they both share characteristics and capabilities, namely, they are directed to using music to modify user physical activity. It would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to modify Bass to include physical activity metrics as taught by Grace. One of ordinary skill in the art before the effective filing date of the claimed invention would have been motivated to modify Bass in order to provide improvements to the functionality and effectiveness of entrainment sonification (see Grace [0004]). Response to Arguments Applicant's arguments filed 14 April 2026, with respect to the 35 U.S.C. §101 rejection of the claims, have been fully considered but they are not persuasive. First, Applicant argues that the claims do not fall into one of the enumerated categories of abstract ideas under Step 2A Prong One (see Applicant Remarks page 7). This is not persuasive. The broadest reasonable interpretation of the present claims include the interaction between a healthcare provider and a patient, which is an example of managing personal behavior or relationships or interactions between people (including social activities, teaching, and following rules or instructions). Accordingly, under Step 2A Prong One, the claims recite an abstract idea and the analysis must continue to consider any additional elements under Step 2A Prong Two and Step 2B. Finally, Applicant argues that the claims recite an improvement to the functioning of a computer or other technological field under Step 2A Prong Two (see Applicant Remarks pages 8-9). This is not persuasive. The additional elements present in the claims (not those cited by Applicant from the specification that are not recited in the claims) amount to reciting the words ‘‘apply it’’ (or an equivalent) with the judicial exception, or merely including instructions to implement an abstract idea on a computer, or merely using a computer as a tool to perform an abstract idea (see MPEP 2106.05(f)). This is not enough to integrate the abstract idea into a practical application. Accordingly, the claims remain rejected as being directed to ineligible subject matter. Applicant's arguments filed 14 April 2026, with respect to the 35 U.S.C. §103 rejection of the claims, have been fully considered and are persuasive. Therefore, the rejection has been withdrawn. However, upon further consideration, a new grounds of rejection is made in view of previously uncited portions of the Bass and Grace references. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Meier-Keller (U.S. 2025/0087333) teaches a system and method to treat a psychological issue of a user by providing customized therapy media to the user based on the psychological state of the user. Any inquiry concerning this communication or earlier communications from the examiner should be directed to BENJAMIN L HANKS whose telephone number is (571)270-5080. The examiner can normally be reached Monday-Friday 8am-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, Shahid Merchant can be reached at (571) 270-1360. 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. /B.L.H./Examiner, Art Unit 3684 /KENNETH BARTLEY/Primary Examiner, Art Unit 3684
Read full office action

Prosecution Timeline

Oct 07, 2024
Application Filed
Sep 23, 2025
Non-Final Rejection mailed — §101, §103
Dec 22, 2025
Response Filed
Jan 14, 2026
Final Rejection mailed — §101, §103
Apr 14, 2026
Request for Continued Examination
Apr 23, 2026
Response after Non-Final Action
Jun 16, 2026
Non-Final Rejection mailed — §101, §103 (current)

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METHODS AND SYSTEMS FOR DETECTING ENVIRONMENT FEATURES IN IMAGES TO PREDICT LOCATION-BASED HEALTH METRICS
2y 2m to grant Granted May 06, 2025
Patent 12288617
SPLIT VISION VISUAL TEST
3y 7m to grant Granted Apr 29, 2025
Patent 12230370
SECURE REMOTE HEALTH DATA
3y 9m to grant Granted Feb 18, 2025
Patent 12205690
SYSTEMS AND METHODS FOR EXCLUDED RISK FACTOR PREDICTIVE MODELING
1y 10m to grant Granted Jan 21, 2025
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
21%
Grant Probability
51%
With Interview (+30.1%)
3y 2m (~1y 4m remaining)
Median Time to Grant
High
PTA Risk
Based on 142 resolved cases by this examiner. Grant probability derived from career allowance rate.

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