| CPC A61B 5/7267 (2013.01) [A61B 5/441 (2013.01); A61B 5/6843 (2013.01); A61B 5/6844 (2013.01); A61B 8/4227 (2013.01); A61B 8/429 (2013.01)] | 15 Claims |

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8. A system comprising a hand-held device for performing a personal care operation on a subject and an apparatus for identifying a body part of the subject on which the hand-held device is used, wherein the hand-held device comprises a head portion for contacting skin of the subject during the personal care operation, and wherein the hand-held device further comprises one or more sensors for measuring a respective parameter and generating respective measurement signals as the hand-held device is used on the skin of the subject, wherein the one or more sensors comprises at least one of:
(a) a skin contact sensor, wherein the respective parameter measured by the skin contact sensor is indicative of whether the head portion is in contact with skin,
(b) a skin tone sensor, wherein the respective parameter measured by the skin tone sensor is indicative of a skin tone of the skin that the head portion is in contact with, or indicative of a skin tone of adjacent skin that is adjacent to the skin that the head portion is in contact with, and
(c) a proximity sensor, wherein the respective parameter measured by the proximity sensor is indicative of a distance from the proximity sensor to adjacent skin that is adjacent to the skin that the head portion is in contact with;
wherein the apparatus comprises a processing unit configured to:
obtain a respective one or more measurement signals from each of the one or more sensors, each measurement signal comprising a time-series of measurements of the respective parameter as the hand-held device is used on the skin of the subject;
analyze the obtained one or more measurement signals using a trained machine learning model, MLM, to identify the body part of the subject that the hand-held device is used on, wherein the trained MLM is configured to analyze a plurality of measurements in a time window on each of the obtained one or more measurement signals to identify the body part; and
output an indication of the identified body part.
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