IP Library Granted Patent US 12,562,249
Granted Patent B2
US 12,562,249 · App. 18/443,888 · Granted Feb 24, 2026

Automated detection of a physical behavior event and corresponding adjustment of a medication dispensing system

Inventor: Katelijn Vleugels (Austin, TX)
Assignee: MEDTRONIC MINIMED, INC.
G16H20/10G06F3/011G06F3/017G06V10/764G06V40/20G16H20/13G16H20/60
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,562,249
App. No.
18/443,888
Granted
Feb 24, 2026
Kind
B2
Abstract

The disclosed techniques include obtaining sensor data from one or more sensors configured to detect movement related to a user of the one or more sensors, and determining, based on the sensor data, of an occurrence of a gesture-based physical behavior event of the user. The techniques further cause adjustment of a medication dosage for delivery to the user based on determining the occurrence of the gesture-based physical behavior event.

Claims (59)

1 . A system comprising:

one or more processors; and

one or more processor-readable media storing instructions which, when executed by the one or more processors, cause performance of:

obtaining a first set of data including user physical activity data indicating a food intake event;

determining that the food intake event is probable, imminent or actually occurring based on the obtained first set of data;

determining characteristics of the food intake event based on the obtained first set of data that includes the user physical activity data;

determining a delivery schedule for medication based on the characteristics of the food intake event; and

causing delivery of the medication according to the delivery schedule.

2 . The system of claim 1 , wherein causing the delivery of the medication according to the delivery schedule comprises increasing a dosage of the medication or increasing a frequency of delivering the medication.

3 . The system of claim 1 , wherein the delivery schedule for the medication comprises information related to a number of doses in a given period of time to be delivered and a timing of when to deliver the doses in the given period of time.

4 . The system of claim 1 , further comprising:

one or more sensors configured to obtain the first set of data; and

a medication delivery device configured to deliver the medication, wherein the instructions further cause performance of:

transmitting the delivery schedule to the medication delivery device.

5 . The system of claim 1 , further comprising:

one or more sensors configured to detect movement related to a user of the system, wherein causing the medication to be delivered according to the delivery schedule further comprises:

obtaining the first set of data using the one or more sensors; and

determining, based on the first set of data,

occurrence of the food intake event; and

pace of the food intake event.

6 . The system of claim 1 , wherein the characteristics of the food intake event comprise at least one of the following characteristics of the food intake event: time duration; start time; end time; number of bites; number of sips; eating method; type of utensils used; type of containers used; amount of chewing before swallowing; chewing speed; amount of food consumed; amount of carbohydrates consumed; time between bites; time between sips; or content of food consumed.

7 . The system of claim 1 , wherein the delivery schedule is configured for delivery of an entire medication dosage anticipating the food intake event.

8 . The system of claim 1 , wherein the delivery schedule is configured for delivery of a portion of an entire medication dosage anticipating the food intake event.

9 . The system of claim 1 , wherein the instructions further cause performance of:

obtaining a glucose level of a user of the system; and

dynamically adjusting the delivery schedule based on the glucose level.

10 . The system of claim 9 , wherein dynamically adjust the delivery schedule based on the glucose level further comprises:

determining that the glucose level of the user is lower than a predetermined threshold; and

reducing a delivery rate of the medication.

11 . The system of claim 1 , wherein the instructions further cause performance of:

obtaining a second set of data indicating an end of the food intake event; and

determining an updated delivery schedule for the medication based on the end of the food intake event.

12 . A processor-implemented method comprising:

obtaining a set of data including user physical activity data indicating a food intake event;

determining that the food intake event is probable, imminent or actually occurring based on the obtained set of data;

determining characteristics of the food intake event based on the set of data that includes the user physical activity data;

determining a delivery schedule for medication based on the characteristics of the food intake event; and

causing delivery of the medication according to the delivery schedule.

13 . The processor-implemented method of claim 12 , wherein causing the delivery of the medication according to the delivery schedule comprises increasing a dosage of the medication or increasing a frequency of delivering the medication.

14 . The processor-implemented method of claim 12 , wherein the delivery schedule for the medication comprises information related to a number of doses in a given period of time to be delivered and a timing of when to deliver the doses in the given period of time.

15 . The processor-implemented method of claim 12 , further comprising:

transmitting the delivery schedule to a medication delivery device configured to deliver the medication.

16 . The processor-implemented method of claim 12 , further comprising:

detecting movement related to a user of a sensor configured for obtaining the set of data,

wherein causing the medication to be delivered according to the delivery schedule comprises:

determining, based on the set of data,

occurrence of the food intake event; and

pace of the food intake event.

17 . The processor-implemented method of claim 12 , wherein the characteristics of the food intake event comprise at least one of the following characteristics of the food intake event: time duration; start time; end time; number of bites; number of sips; eating method; type of utensils used; type of containers used; amount of chewing before swallowing; chewing speed; amount of food consumed; amount of carbohydrates consumed; time between bites; time between sips; or content of food consumed.

18 . A processor-implemented method comprising:

obtaining sensor data including user physical activity data indicating a food intake event;

determining that the food intake event is probable, imminent or actually occurring based on the obtained sensor data;

determining characteristics of the food intake event based on the sensor data that includes the user physical activity data;

determining a delivery schedule for medication based on the characteristics of the food intake event; and

causing delivery of the medication according to the delivery schedule.

19 . The processor-implemented method of claim 18 , wherein:

the sensor data includes sensor data indicating movement of a user; and

determining the characteristics of the food intake event includes determining gestures of the user based on the sensor data.

20 . The processor-implemented method of claim 18 , wherein the delivery schedule includes delivery of at least a portion of a total dosage of the medication in anticipation of the food intake event.

Assignments (2)
SECURITY INTEREST Recorded Jan 16, 2026
From: MEDTRONIC MINIMED, INC.; COMPANION MEDICAL, INC.
To: CITIBANK, N.A.
Reel/Frame 074394/0237 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 16, 2024
From: VLEUGELS, KATELIJN
To: MEDTRONIC MINIMED, INC.
Reel/Frame 068309/0495 →
Continuity (4)
Continuation 17836302 · Jun 9, 2022
Continuation 16667641 · Oct 29, 2019
Provisional Application 62753819 · Oct 31, 2018
Related Publication 20240185977A1 · Jun 6, 2024
References Cited (282)
US 4562751A · Nason et al. · 1986 [cited by applicant]
US 4685903A · Cable et al. · 1987 [cited by applicant]
US 4755173A · Konopka et al. · 1988 [cited by applicant]
US 5080653A · Voss et al. · 1992 [cited by applicant]
US 5097122A · Colman et al. · 1992 [cited by applicant]
US 5391250A · Cheney, II et al. · 1995 [cited by applicant]
US 5485408A · Blomquist · 1996 [cited by applicant]
US 5505709A · Funderburk et al. · 1996 [cited by applicant]
US 5522803A · Teissen-Simony · 1996 [cited by applicant]
US 5665065A · Colman · 1997 [cited by examiner]
US 5800420A · Gross et al. · 1998 [cited by applicant]
US 5807375A · Gross et al. · 1998 [cited by applicant]
US 5925021A · Castellano et al. · 1999 [cited by applicant]
US 5954643A · Vanantwerp et al. · 1999 [cited by applicant]
US 6017328A · Fischell et al. · 2000 [cited by applicant]
US 6072494A · Nguyen · 2000 [cited by applicant]
US 6186982B1 · Gross et al. · 2001 [cited by applicant]
US 6246992B1 · Brown · 2001 [cited by applicant]
US 6248067B1 · Causey, III et al. · 2001 [cited by applicant]
US 6248093B1 · Moberg · 2001 [cited by applicant]
US 6355021B1 · Nielsen et al. · 2002 [cited by applicant]
US 6379301B1 · Worthington et al. · 2002 [cited by applicant]
US 6485465B2 · Moberg et al. · 2002 [cited by applicant]
US 6544212B2 · Galley et al. · 2003 [cited by applicant]
US 6554798B1 · Mann et al. · 2003 [cited by applicant]
US 6558320B1 · Causey, III et al. · 2003 [cited by applicant]
US 6558351B1 · Steil et al. · 2003 [cited by applicant]
US 6591876B2 · Safabash · 2003 [cited by applicant]
US 6641533B2 · Causey, III et al. · 2003 [cited by applicant]
US 6659980B2 · Moberg et al. · 2003 [cited by applicant]
US 6736797B1 · Larsen et al. · 2004 [cited by applicant]
US 6749587B2 · Flaherty · 2004 [cited by applicant]
US 6752787B1 · Causey, III et al. · 2004 [cited by applicant]
US 6766183B2 · Walsh et al. · 2004 [cited by applicant]
US 6801420B2 · Talbot et al. · 2004 [cited by applicant]
US 6804544B2 · Van Antwerp et al. · 2004 [cited by applicant]
US 6817990B2 · Yap et al. · 2004 [cited by applicant]
US 6932584B2 · Gray et al. · 2005 [cited by applicant]
US 7003336B2 · Holker et al. · 2006 [cited by applicant]
US 7029444B2 · Shin et al. · 2006 [cited by applicant]
US 7066909B1 · Peter et al. · 2006 [cited by applicant]
US 7137964B2 · Flaherty · 2006 [cited by applicant]
US 7303549B2 · Flaherty et al. · 2007 [cited by applicant]
US 7399277B2 · Saidara et al. · 2008 [cited by applicant]
US 7442186B2 · Blomquist · 2008 [cited by applicant]
US 7602310B2 · Mann et al. · 2009 [cited by applicant]
US 7621893B2 · Moberg et al. · 2009 [cited by applicant]
US 7647237B2 · Malave et al. · 2010 [cited by applicant]
US 7699807B2 · Faust et al. · 2010 [cited by applicant]
US 7727148B2 · Talbot et al. · 2010 [cited by applicant]
US 7785313B2 · Mastrototaro · 2010 [cited by applicant]
US 7806886B2 · Kanderian, Jr. et al. · 2010 [cited by applicant]
US 7819843B2 · Mann et al. · 2010 [cited by applicant]
US 7828764B2 · Moberg et al. · 2010 [cited by applicant]
US 7879010B2 · Hunn et al. · 2011 [cited by applicant]
US 7890295B2 · Shin et al. · 2011 [cited by applicant]
US 7892206B2 · Moberg et al. · 2011 [cited by applicant]
US 7892748B2 · Norrild et al. · 2011 [cited by applicant]
US 7901394B2 · Ireland et al. · 2011 [cited by applicant]
US 7942844B2 · Moberg et al. · 2011 [cited by applicant]
US 7946985B2 · Mastrototaro et al. · 2011 [cited by applicant]
US 7955305B2 · Moberg et al. · 2011 [cited by applicant]
US 7963954B2 · Kavazov · 2011 [cited by applicant]
US 7977112B2 · Burke et al. · 2011 [cited by applicant]
US 7979259B2 · Brown · 2011 [cited by applicant]
US 7985330B2 · Wang et al. · 2011 [cited by applicant]
US 8024201B2 · Brown · 2011 [cited by applicant]
US 8100852B2 · Moberg et al. · 2012 [cited by applicant]
US 8114268B2 · Wang et al. · 2012 [cited by applicant]
US 8114269B2 · Cooper et al. · 2012 [cited by applicant]
US 8137314B2 · Mounce et al. · 2012 [cited by applicant]
US 8181849B2 · Bazargan et al. · 2012 [cited by applicant]
US 8182462B2 · Istoc et al. · 2012 [cited by applicant]
US 8192395B2 · Estes et al. · 2012 [cited by applicant]
US 8195265B2 · Goode, Jr. et al. · 2012 [cited by applicant]
US 8202250B2 · Stutz, Jr. · 2012 [cited by applicant]
US 8207859B2 · Enegren et al. · 2012 [cited by applicant]
US 8226615B2 · Bikovsky · 2012 [cited by applicant]
US 8257259B2 · Brauker et al. · 2012 [cited by applicant]
US 8267921B2 · Yodfat et al. · 2012 [cited by applicant]
US 8275437B2 · Brauker et al. · 2012 [cited by applicant]
US 8277415B2 · Mounce et al. · 2012 [cited by applicant]
US 8292849B2 · Bobroff et al. · 2012 [cited by applicant]
US 8298172B2 · Nielsen et al. · 2012 [cited by applicant]
US 8303572B2 · Adair et al. · 2012 [cited by applicant]
US 8305580B2 · Aasmul · 2012 [cited by applicant]
US 8308679B2 · Hanson et al. · 2012 [cited by applicant]
US 8313433B2 · Cohen et al. · 2012 [cited by applicant]
US 8318443B2 · Norrild et al. · 2012 [cited by applicant]
US 8323250B2 · Chong et al. · 2012 [cited by applicant]
US 8343092B2 · Rush et al. · 2013 [cited by applicant]
US 8352011B2 · Van et al. · 2013 [cited by applicant]
US 8353829B2 · Say et al. · 2013 [cited by applicant]
US 8391104B2 · de la Huerga · 2013 [cited by examiner]
US 8771251B2 · Ruchti et al. · 2014 [cited by applicant]
US 9042596B2 · Connor · 2015 [cited by applicant]
US 9110510B2 · Moore et al. · 2015 [cited by applicant]
US 9146147B1 · Bakhsh · 2015 [cited by applicant]
US 9254099B2 · Connor · 2016 [cited by applicant]
US 9317916B1 · Hanina et al. · 2016 [cited by applicant]
US 9396369B1 · Whitehurst et al. · 2016 [cited by applicant]
US 9442100B2 · Connor · 2016 [cited by applicant]
US 9529385B2 · Connor · 2016 [cited by applicant]
US 9536449B2 · Connor · 2017 [cited by applicant]
US 9640088B1 · Whitehurst et al. · 2017 [cited by applicant]
US 9672328B2 · Saint et al. · 2017 [cited by applicant]
US 9730647B2 · Eyring · 2017 [cited by applicant]
US 10102342B1 · Vleugels et al. · 2018 [cited by applicant]
US 10373716B2 · Vleugels et al. · 2019 [cited by applicant]
US 10790054B1 · Vleugels · 2020 [cited by examiner]
US 10835727B2 · Montalvo et al. · 2020 [cited by applicant]
US 10950052B1 · Shirley et al. · 2021 [cited by applicant]
US 11069443B2 · Vleugels et al. · 2021 [cited by applicant]
US 11363986B2 · Vleugels · 2022 [cited by applicant]
US 11367516B2 · Vleugels · 2022 [cited by applicant]
US 11367517B2 · Vleugels · 2022 [cited by applicant]
US 11728024B2 · Vleugels et al. · 2023 [cited by applicant]
US 11759399B2 · Vleugels · 2023 [cited by applicant]
US 11929167B2 · Vleugels et al. · 2024 [cited by applicant]
US 11942200B2 · Vleugels · 2024 [cited by applicant]
US 12217194B2 · Vleugels · 2025 [cited by applicant]
US 12367962B2 · Vleugels et al. · 2025 [cited by applicant]
US 12374455B2 · Vleugels et al. · 2025 [cited by applicant]
US 20020022774A1 · Karnieli · 2002 [cited by applicant]
US 20070123819A1 · Mernoe et al. · 2007 [cited by applicant]
US 20080027502A1 · Ransom · 2008 [cited by applicant]
US 20080234663A1 · Yodfat et al. · 2008 [cited by applicant]
US 20080267444A1 · Simons-Nikolova et al. · 2008 [cited by applicant]
US 20090012433A1 · Fernstrom et al. · 2009 [cited by applicant]
US 20090125825A1 · Rye · 2009 [cited by examiner]
US 20090327171A1 · Tan et al. · 2009 [cited by applicant]
US 20100160861A1 · Causey, III et al. · 2010 [cited by applicant]
US 20100188328A1 · Dodge et al. · 2010 [cited by applicant]
US 20100194573A1 · Hoover et al. · 2010 [cited by applicant]
US 20110022224A1 · Park · 2011 [cited by examiner]
US 20110053122A1 · Hill et al. · 2011 [cited by applicant]
US 20110098548A1 · Budiman et al. · 2011 [cited by applicant]
US 20120277619A1 · Starkebaum et al. · 2012 [cited by applicant]
US 20130335418A1 · Kim et al. · 2013 [cited by applicant]
US 20130336519A1 · Connor · 2013 [cited by applicant]
US 20140018636A1 · Contant · 2014 [cited by examiner]
US 20140347491A1 · Connor · 2014 [cited by examiner]
US 20140349256A1 · Connor · 2014 [cited by applicant]
US 20140349257A1 · Connor · 2014 [cited by applicant]
US 20140377724A1 · Hoover et al. · 2014 [cited by applicant]
US 20150161558A1 · Gitchell et al. · 2015 [cited by applicant]
US 20150168365A1 · Connor · 2015 [cited by applicant]
US 20150199484A1 · Morris et al. · 2015 [cited by applicant]
US 20150313539A1 · Connor · 2015 [cited by applicant]
US 20150355716A1 · Balasubramanian et al. · 2015 [cited by applicant]
US 20150379238A1 · Connor · 2015 [cited by applicant]
US 20160012749A1 · Connor · 2016 [cited by applicant]
US 20160026767A1 · Sarrafzadeh et al. · 2016 [cited by applicant]
US 20160030683A1 · Taylor · 2016 [cited by examiner]
US 20160034764A1 · Connor · 2016 [cited by applicant]
US 20160073886A1 · Connor · 2016 [cited by applicant]
US 20160073953A1 · Sazonov · 2016 [cited by applicant]
US 20160112684A1 · Connor · 2016 [cited by applicant]
US 20160132642A1 · Carmi · 2016 [cited by applicant]
US 20160140870A1 · Connor · 2016 [cited by applicant]
US 20160163037A1 · Dehais et al. · 2016 [cited by applicant]
US 20160232811A9 · Connor · 2016 [cited by applicant]
US 20160260352A1 · Ortiz · 2016 [cited by applicant]
US 20160283783A1 · Yang et al. · 2016 [cited by applicant]
US 20160320850A1 · Thadani et al. · 2016 [cited by applicant]
US 20160350514A1 · Rajendran et al. · 2016 [cited by applicant]
US 20170039045A1 · Abrahami · 2017 [cited by examiner]
US 20170046568A1 · Bulzacki · 2017 [cited by applicant]
US 20170173261A1 · O'Connor et al. · 2017 [cited by applicant]
US 20170213014A1 · Su · 2017 [cited by applicant]
US 20170220751A1 · Davis · 2017 [cited by examiner]
US 20170220772A1 · Vleugels · 2017 [cited by examiner]
US 20170262064A1 · Ofir et al. · 2017 [cited by applicant]
US 20170357849A1 · Katsu et al. · 2017 [cited by applicant]
US 20180028126A1 · Eyring · 2018 [cited by applicant]
US 20180039765A1 · Ekambaram et al. · 2018 [cited by applicant]
US 20180137251A1 · Pillalamarri et al. · 2018 [cited by applicant]
US 20180144104A1 · DiCristina et al. · 2018 [cited by applicant]
US 20180169334A1 · Grosman et al. · 2018 [cited by applicant]
US 20180174675A1 · Roy et al. · 2018 [cited by applicant]
US 20180189901A1 · Poisner · 2018 [cited by examiner]
US 20180235538A1 · Connor · 2018 [cited by applicant]
US 20180242908A1 · Sazonov et al. · 2018 [cited by applicant]
US 20180292910A1 · Valafar · 2018 [cited by examiner]
US 20180353698A1 · Saint et al. · 2018 [cited by applicant]
US 20180357388A1 · Nackaerts · 2018 [cited by applicant]
US 20190000382A1 · Fitzpatrick · 2019 [cited by examiner]
US 20190015596A1 · Saint · 2019 [cited by examiner]
US 20190168125A1 · Haile et al. · 2019 [cited by applicant]
US 20190236465A1 · Vleugels · 2019 [cited by applicant]
US 20200118665A1 · Bender · 2020 [cited by examiner]
US 20200135320A1 · Vleugels · 2020 [cited by applicant]
US 20200289373A1 · Vleugels · 2020 [cited by applicant]
US 20200294645A1 · Vleugels · 2020 [cited by applicant]
US 20200327973A1 · Pryor et al. · 2020 [cited by applicant]
US 20200357503A1 · Sugaya · 2020 [cited by examiner]
US 20200381101A1 · Vleugels et al. · 2020 [cited by applicant]
US 20210178067A1 · Grosman et al. · 2021 [cited by applicant]
US 20210178068A1 · Miller et al. · 2021 [cited by applicant]
US 20210350920A1 · Vleugels et al. · 2021 [cited by applicant]
US 20220301679A1 · Vleugels · 2022 [cited by applicant]
US 20220378659A1 · Vleugels · 2022 [cited by applicant]
US 20230297858A1 · Vleugels · 2023 [cited by applicant]
US 20230335254A1 · Vleugels et al. · 2023 [cited by applicant]
US 20230368046A9 · Vleugels · 2023 [cited by applicant]
US 20240170145A1 · Vleugels et al. · 2024 [cited by applicant]
US 20250111254A1 · Vleugels · 2025 [cited by applicant]
US 20250308688A1 · Vleugels et al. · 2025 [cited by applicant]
CN 101326526A · 2008 [cited by applicant]
CN 102281817A · 2011 [cited by applicant]
CN 109863559A · 2019 [cited by applicant]
CN 113035322A · 2021 [cited by applicant]
CN 115039183A · 2022 [cited by applicant]
EP 4073813A1 · 2022 [cited by applicant]
JP 2004024699A · 2004 [cited by applicant]
JP 2012235869A · 2012 [cited by applicant]
JP 2017127653A · 2017 [cited by applicant]
KR 20170130493A · 2017 [cited by applicant]
KR 20170135361A · 2017 [cited by applicant]
WO 2018033513A1 · 2018 [cited by applicant]
WO 2020092573A1 · 2020 [cited by applicant]
WO 2021086741A1 · 2021 [cited by applicant]
WO 2021119541A1 · 2021 [cited by applicant]
U.S. Non-Final Office Action dated Apr. 10, 2024 in U.S. Appl. No. 18/322,318. [cited by applicant]
CN Office Action dated Apr. 28, 2024 in CN Application No. 201980067166.6 with English translation. [cited by applicant]
U.S. Non-Final Office Action dated Apr. 24, 2024 in U.S. Appl. No. 18/339,044. [cited by applicant]
U.S Restriction requirement dated May 18, 2022 in U.S. Appl. No. 16/261,559. [cited by applicant]
Amft, O. et al., “On-Body Sensing Solutions for Automatic Dietary Monitoring”, IEEE Pervasive Computing, Apr. 2009, vol. 8, No. 2, pp. 62-70. [cited by applicant]
CA Office Action dated Feb. 13, 2023, in Application No. CA3013053. [cited by applicant]
European Office Action dated Jun. 3, 2022 in Application No. EP17745101.0. [cited by applicant]
International Preliminary Report on Patentability dated Aug. 9, 2018, in Application No. PCT/US2017/015682. [cited by applicant]
International Preliminary Report on Patentability dated May 12, 2022, in PCT Application No. PCT/US2020/056959. [cited by applicant]
International Search Report and Written Opinion dated Apr. 10, 2017, in Application No. PCT/US2017/015682. [cited by applicant]
International Search Report and Written Opinion dated Feb. 15, 2021, in Application No. PCT/US2020/056959. [cited by applicant]
International Search Report and Written Opinion dated Mar. 18, 2021, in Application No. PCT/US2020/064693. [cited by applicant]
JP Office Action dated Oct. 3, 2023 in Application No. JP2021-523284 with English Translation. [cited by applicant]
Ogden, C. L. et al., “Prevalence of Childhood and Adult Obesity in the United States, 2011-2012”, JAMA, Feb. 26, 2014, vol. 311, No. 8, pp. 806-814. [cited by applicant]
Oliver, A. et al.,“On-Body Sensing Solutions for Automatic Dietary Monitoring, Wearable Computing and Healthcare”, IEEE Pervasive Computing, Apr.-Jun. 2007, vol. 8, No. 2, pp. 62-70. [cited by applicant]
Petersen, K. et al., “A New Software for Initiating and Optimising Insulin Treatment of Out-Patients”, Computer Methods and Programs in Biomedicine, Department of Endocrinology, University Hospital of Internal Medicine,… [cited by applicant]
Srisuphab, A. et al., “Artificial Neural Networks for Gesture Classification With Inertial Motion Sensing Armbands”, IEEE Region 10 Conference TENCON, Nov. 2016, pp. 1-5. [cited by applicant]
U.S. Advisory Action dated Jul. 7, 2023, in U.S. Appl. No. 17/836,302. [cited by applicant]
U.S. Final Office Action dated Apr. 7, 2022 in U.S. Appl. No. 16/667,650. [cited by applicant]
U.S. Final office Action dated Apr. 26, 2023 in U.S. Appl. No. 17/836,302. [cited by applicant]
U.S. Final Office Action dated Feb. 24, 2023 in U.S. Appl. No. 16/261,559. [cited by applicant]
U.S. Non Final Office Action dated Oct. 28, 2021 in U.S. Appl. No. 16/886,353. [cited by applicant]
U.S. Non Final Office Action dated Oct. 28, 2021 in U.S. Appl. No. 16/886,329. [cited by applicant]
U.S. Non-Final Office Action dated Aug. 2, 2023, in U.S. Appl. No. 17/836,302. [cited by applicant]
U.S. Non-Final Office Action dated Dec. 8, 2022 in U.S. Appl. No. 17/886,293. [cited by applicant]
U.S Non-Final Office Action dated Feb. 1, 2022, in U.S. Appl. No. 16/886,360. [cited by applicant]
U.S. Non-Final office Action dated Jan. 12, 2023 in U.S. Appl. No. 16/999,005. [cited by applicant]
U.S. Non-Final Office Action dated Jul. 20, 2023, in U.S. Appl. No. 17/379,841. [cited by applicant]
U.S Non-Final Office Action dated May 16, 2022, in U.S. Appl. No. 16/886,360. [cited by applicant]
U.S. Non-Final office Action dated Nov. 22, 2022 in U.S. Appl. No. 17/836,302. [cited by applicant]
U.S. Non-Final Office Action dated Sep. 1, 2022 in U.S. Appl. No. 16/261,559. [cited by applicant]
U.S Non-Final Office Action dated Sep. 28, 2021, in U.S. Appl. No. 16/667,650. [cited by applicant]
U.S. Notice of Allowance dated Feb. 12, 2024 in U.S. Appl. No. 17/379,841. [cited by applicant]
U.S. Notice of Allowance dated Mar. 10, 2022 in U.S. Appl. No. 16/886,329. [cited by applicant]
U.S. Notice of Allowance dated Mar. 10, 2022 in U.S. Appl. No. 16/886,353. [cited by applicant]
U.S. Notice of Allowance dated Mar. 22, 2023 in U.S. Appl. No. 16/999,005. [cited by applicant]
U.S. Notice of Allowance dated May 3, 2023 in U.S. Appl. No. 17/886,293. [cited by applicant]
U.S. Notice of Allowance dated Nov. 22, 2023 in U.S. Appl. No. 17/836,302. [cited by applicant]
U.S. Notice of Allowance dated Oct. 3, 2023, in U.S. Appl. No. 16/261,559. [cited by applicant]
U.S. Notice of Allowance dated Oct. 26, 2023 in U.S. Appl. No. 17/379,841. [cited by applicant]
U.S. Appl. No. 18/424,283, inventors Katelijn Vleugels, et al., filed Jan. 26, 2024. [cited by applicant]
Vu, T. et al., “Wearable Food Intake Monitoring Technologies: A Comprehensive Review”, MDPI Journal, Computers, 2017, vol. 6, No. 4, pp. 1-28. [cited by applicant]
CN Office Action dated Aug. 22, 2024 in CN Application No. 202110369826.5 with English translation. [cited by applicant]
EP Office Action dated Sep. 18, 2024 in EP Application No. 19813986.7. [cited by applicant]
International Preliminary Report on Patentability and Written Opinion dated May 14, 2021 in PCT Application No. PCT/US2019/058874. [cited by applicant]
U.S. Final Office Action dated Aug. 28, 2024 in U.S. Appl. No. 18/339,044. [cited by applicant]
U.S. Notice of Allowance dated Sep. 25, 2024 in U.S. Appl. No. 18/322,318. [cited by applicant]
KR Office Action dated Jan. 24, 2025 in KR Application No. 10-2021-7011653, with English Translation. [cited by applicant]
Nguyen-Dinh L.V., et al., “Supporting One-Time Point Annotations for Gesture Recognition,” IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, vol. 39 (11), pp. 2270-2283. [cited by applicant]
U.S. Corrected Notice of Allowance dated Jan. 7, 2025 in U.S. Appl. No. 18/322,318. [cited by applicant]
U.S. Non-Final Office Action dated Jan. 16, 2025 in U.S. Appl. No. 18/424,283. [cited by applicant]
U.S. Notice of Allowance dated Mar. 17, 2025 in U.S. Appl. No. 18/339,044. [cited by applicant]
Anonymous: “Prediction interval—Wikipedia”, Sep. 7, 2019 (Sep. 7, 2019), pp. 1-8, XP093279707, Retrieved from the Internet: URL:https://en.wikipedia.org/w/index.php?title=Prediction_interval oldid=914511290. [cited by applicant]
Anonymous: “Probability Distribution—Wikipedia”, Oct. 8, 2019 (Oct. 8, 2019), pp. 1-10, XP093279696, Retrieved from the Internet: URL:https://en.wikipedia.org/w/index.php?title=Probability_distributionoldid=920310038. [cited by applicant]
EP Office Action dated May 27, 2025 in EP Application No. 20807596.0. [cited by applicant]
U.S. Corrected Notice of Allowance dated Jun. 25, 2025 in U.S. Appl. No. 18/339,044. [cited by applicant]
U.S. Corrected Notice of Allowance dated May 20, 2025 in U.S. Appl. No. 18/424,283. [cited by applicant]
U.S. Notice of Allowance dated May 9, 2025 in U.S. Appl. No. 18/424,283. [cited by applicant]
KR Office Action dated Sep. 15, 2025 in KR Application No. 10-2021-7011653, with English Translation. [cited by applicant]