JP2020014841A - ほてりの予測モデリングを含むシステム及び方法 - Google Patents
ほてりの予測モデリングを含むシステム及び方法 Download PDFInfo
- Publication number
- JP2020014841A JP2020014841A JP2019126419A JP2019126419A JP2020014841A JP 2020014841 A JP2020014841 A JP 2020014841A JP 2019126419 A JP2019126419 A JP 2019126419A JP 2019126419 A JP2019126419 A JP 2019126419A JP 2020014841 A JP2020014841 A JP 2020014841A
- Authority
- JP
- Japan
- Prior art keywords
- user
- probability
- hot
- hot flashes
- data
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 206010060800 Hot flush Diseases 0.000 title claims abstract description 376
- 208000033830 Hot Flashes Diseases 0.000 title claims abstract description 375
- 238000000034 method Methods 0.000 title abstract description 31
- 230000009471 action Effects 0.000 claims abstract description 94
- 238000001816 cooling Methods 0.000 claims abstract description 87
- 230000009245 menopause Effects 0.000 claims abstract description 65
- 238000000053 physical method Methods 0.000 claims abstract description 53
- 230000004044 response Effects 0.000 claims description 53
- 230000007958 sleep Effects 0.000 claims description 37
- 238000005259 measurement Methods 0.000 claims description 26
- 238000004891 communication Methods 0.000 claims description 20
- 230000036541 health Effects 0.000 claims description 11
- 238000012546 transfer Methods 0.000 claims description 8
- 230000004913 activation Effects 0.000 claims description 7
- 238000003860 storage Methods 0.000 claims description 7
- 235000005911 diet Nutrition 0.000 claims description 4
- 230000036651 mood Effects 0.000 claims description 4
- 230000035597 cooling sensation Effects 0.000 claims description 2
- 230000000378 dietary effect Effects 0.000 claims description 2
- 208000024891 symptom Diseases 0.000 abstract description 12
- 238000007726 management method Methods 0.000 description 70
- 230000000694 effects Effects 0.000 description 30
- 238000004458 analytical method Methods 0.000 description 28
- 238000010801 machine learning Methods 0.000 description 24
- 230000036772 blood pressure Effects 0.000 description 22
- 230000006870 function Effects 0.000 description 22
- 230000002526 effect on cardiovascular system Effects 0.000 description 19
- 230000000116 mitigating effect Effects 0.000 description 19
- 230000008569 process Effects 0.000 description 17
- 238000012545 processing Methods 0.000 description 16
- 230000035882 stress Effects 0.000 description 15
- 230000002829 reductive effect Effects 0.000 description 14
- 230000003595 spectral effect Effects 0.000 description 14
- 230000008859 change Effects 0.000 description 11
- 206010027304 Menopausal symptoms Diseases 0.000 description 10
- 230000007613 environmental effect Effects 0.000 description 10
- 230000037007 arousal Effects 0.000 description 9
- 238000013528 artificial neural network Methods 0.000 description 9
- 230000007423 decrease Effects 0.000 description 9
- 230000000670 limiting effect Effects 0.000 description 9
- 208000019116 sleep disease Diseases 0.000 description 9
- 238000011282 treatment Methods 0.000 description 9
- 230000000875 corresponding effect Effects 0.000 description 8
- 238000012549 training Methods 0.000 description 8
- 230000035945 sensitivity Effects 0.000 description 7
- 230000003340 mental effect Effects 0.000 description 6
- 230000009467 reduction Effects 0.000 description 6
- 208000019901 Anxiety disease Diseases 0.000 description 5
- 208000013738 Sleep Initiation and Maintenance disease Diseases 0.000 description 5
- 230000036506 anxiety Effects 0.000 description 5
- 238000004422 calculation algorithm Methods 0.000 description 5
- 239000003814 drug Substances 0.000 description 5
- 230000029058 respiratory gaseous exchange Effects 0.000 description 5
- 230000002123 temporal effect Effects 0.000 description 5
- 230000003213 activating effect Effects 0.000 description 4
- 238000013459 approach Methods 0.000 description 4
- 230000036760 body temperature Effects 0.000 description 4
- RYYVLZVUVIJVGH-UHFFFAOYSA-N caffeine Chemical compound CN1C(=O)N(C)C(=O)C2=C1N=CN2C RYYVLZVUVIJVGH-UHFFFAOYSA-N 0.000 description 4
- 238000013479 data entry Methods 0.000 description 4
- 230000003247 decreasing effect Effects 0.000 description 4
- 230000035487 diastolic blood pressure Effects 0.000 description 4
- 201000010099 disease Diseases 0.000 description 4
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 description 4
- 238000009826 distribution Methods 0.000 description 4
- 229940079593 drug Drugs 0.000 description 4
- 206010022437 insomnia Diseases 0.000 description 4
- 230000004048 modification Effects 0.000 description 4
- 238000012986 modification Methods 0.000 description 4
- 230000004962 physiological condition Effects 0.000 description 4
- 238000000513 principal component analysis Methods 0.000 description 4
- 230000036385 rapid eye movement (rem) sleep Effects 0.000 description 4
- 238000011084 recovery Methods 0.000 description 4
- 230000008667 sleep stage Effects 0.000 description 4
- 208000020685 sleep-wake disease Diseases 0.000 description 4
- 230000035900 sweating Effects 0.000 description 4
- 230000035488 systolic blood pressure Effects 0.000 description 4
- 230000001960 triggered effect Effects 0.000 description 4
- 230000002618 waking effect Effects 0.000 description 4
- 230000000747 cardiac effect Effects 0.000 description 3
- 238000004883 computer application Methods 0.000 description 3
- 238000004590 computer program Methods 0.000 description 3
- 230000008451 emotion Effects 0.000 description 3
- 238000000605 extraction Methods 0.000 description 3
- 235000013305 food Nutrition 0.000 description 3
- 239000011159 matrix material Substances 0.000 description 3
- 230000006996 mental state Effects 0.000 description 3
- 230000000422 nocturnal effect Effects 0.000 description 3
- 238000005457 optimization Methods 0.000 description 3
- 238000007619 statistical method Methods 0.000 description 3
- 239000000126 substance Substances 0.000 description 3
- 210000004243 sweat Anatomy 0.000 description 3
- 230000001331 thermoregulatory effect Effects 0.000 description 3
- 238000012795 verification Methods 0.000 description 3
- VOXZDWNPVJITMN-ZBRFXRBCSA-N 17β-estradiol Chemical compound OC1=CC=C2[C@H]3CC[C@](C)([C@H](CC4)O)[C@@H]4[C@@H]3CCC2=C1 VOXZDWNPVJITMN-ZBRFXRBCSA-N 0.000 description 2
- LFQSCWFLJHTTHZ-UHFFFAOYSA-N Ethanol Chemical compound CCO LFQSCWFLJHTTHZ-UHFFFAOYSA-N 0.000 description 2
- UGJMXCAKCUNAIE-UHFFFAOYSA-N Gabapentin Chemical compound OC(=O)CC1(CN)CCCCC1 UGJMXCAKCUNAIE-UHFFFAOYSA-N 0.000 description 2
- 206010020772 Hypertension Diseases 0.000 description 2
- LPHGQDQBBGAPDZ-UHFFFAOYSA-N Isocaffeine Natural products CN1C(=O)N(C)C(=O)C2=C1N(C)C=N2 LPHGQDQBBGAPDZ-UHFFFAOYSA-N 0.000 description 2
- 206010028980 Neoplasm Diseases 0.000 description 2
- 206010062519 Poor quality sleep Diseases 0.000 description 2
- 238000004378 air conditioning Methods 0.000 description 2
- 230000036626 alertness Effects 0.000 description 2
- 230000003466 anti-cipated effect Effects 0.000 description 2
- 238000000222 aromatherapy Methods 0.000 description 2
- 230000004872 arterial blood pressure Effects 0.000 description 2
- 210000003403 autonomic nervous system Anatomy 0.000 description 2
- 235000013361 beverage Nutrition 0.000 description 2
- 210000001124 body fluid Anatomy 0.000 description 2
- 229960001948 caffeine Drugs 0.000 description 2
- VJEONQKOZGKCAK-UHFFFAOYSA-N caffeine Natural products CN1C(=O)N(C)C(=O)C2=C1C=CN2C VJEONQKOZGKCAK-UHFFFAOYSA-N 0.000 description 2
- 238000004364 calculation method Methods 0.000 description 2
- 201000011510 cancer Diseases 0.000 description 2
- 238000009225 cognitive behavioral therapy Methods 0.000 description 2
- 230000003111 delayed effect Effects 0.000 description 2
- 238000001514 detection method Methods 0.000 description 2
- 238000011161 development Methods 0.000 description 2
- 230000018109 developmental process Effects 0.000 description 2
- 230000037213 diet Effects 0.000 description 2
- 235000005686 eating Nutrition 0.000 description 2
- 235000006694 eating habits Nutrition 0.000 description 2
- 230000008753 endothelial function Effects 0.000 description 2
- 229960005309 estradiol Drugs 0.000 description 2
- 229930182833 estradiol Natural products 0.000 description 2
- 210000003722 extracellular fluid Anatomy 0.000 description 2
- 238000001914 filtration Methods 0.000 description 2
- 230000003054 hormonal effect Effects 0.000 description 2
- 229940088597 hormone Drugs 0.000 description 2
- 239000005556 hormone Substances 0.000 description 2
- 238000001794 hormone therapy Methods 0.000 description 2
- 150000002632 lipids Chemical class 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 238000003058 natural language processing Methods 0.000 description 2
- 230000035479 physiological effects, processes and functions Effects 0.000 description 2
- 239000000955 prescription drug Substances 0.000 description 2
- 230000002265 prevention Effects 0.000 description 2
- 230000003449 preventive effect Effects 0.000 description 2
- 230000008326 skin blood flow Effects 0.000 description 2
- 230000000638 stimulation Effects 0.000 description 2
- 239000013589 supplement Substances 0.000 description 2
- 230000007704 transition Effects 0.000 description 2
- 230000001515 vagal effect Effects 0.000 description 2
- 230000024883 vasodilation Effects 0.000 description 2
- 230000001457 vasomotor Effects 0.000 description 2
- 230000000007 visual effect Effects 0.000 description 2
- 208000037411 Aortic calcification Diseases 0.000 description 1
- 238000012935 Averaging Methods 0.000 description 1
- 206010006187 Breast cancer Diseases 0.000 description 1
- 208000026310 Breast neoplasm Diseases 0.000 description 1
- 235000007866 Chamaemelum nobile Nutrition 0.000 description 1
- 206010054089 Depressive symptom Diseases 0.000 description 1
- 102000012673 Follicle Stimulating Hormone Human genes 0.000 description 1
- 108010079345 Follicle Stimulating Hormone Proteins 0.000 description 1
- 206010020751 Hypersensitivity Diseases 0.000 description 1
- 206010022489 Insulin Resistance Diseases 0.000 description 1
- 244000178870 Lavandula angustifolia Species 0.000 description 1
- 235000010663 Lavandula angustifolia Nutrition 0.000 description 1
- 102000004895 Lipoproteins Human genes 0.000 description 1
- 108090001030 Lipoproteins Proteins 0.000 description 1
- 208000035967 Long Term Adverse Effects Diseases 0.000 description 1
- 244000042664 Matricaria chamomilla Species 0.000 description 1
- 235000007232 Matricaria chamomilla Nutrition 0.000 description 1
- 206010027590 Middle insomnia Diseases 0.000 description 1
- 206010027951 Mood swings Diseases 0.000 description 1
- 206010037660 Pyrexia Diseases 0.000 description 1
- 241000220317 Rosa Species 0.000 description 1
- 206010057040 Temperature intolerance Diseases 0.000 description 1
- 206010047139 Vasoconstriction Diseases 0.000 description 1
- 230000006978 adaptation Effects 0.000 description 1
- 230000002411 adverse Effects 0.000 description 1
- 230000002776 aggregation Effects 0.000 description 1
- 238000004220 aggregation Methods 0.000 description 1
- 230000032683 aging Effects 0.000 description 1
- 208000026935 allergic disease Diseases 0.000 description 1
- 230000007815 allergy Effects 0.000 description 1
- 230000002567 autonomic effect Effects 0.000 description 1
- 230000035581 baroreflex Effects 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 230000000443 biocontrol Effects 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 230000017531 blood circulation Effects 0.000 description 1
- 239000010839 body fluid Substances 0.000 description 1
- 210000004556 brain Anatomy 0.000 description 1
- 230000005792 cardiovascular activity Effects 0.000 description 1
- 229940112822 chewing gum Drugs 0.000 description 1
- 235000015218 chewing gum Nutrition 0.000 description 1
- 230000001276 controlling effect Effects 0.000 description 1
- 238000002484 cyclic voltammetry Methods 0.000 description 1
- 230000006378 damage Effects 0.000 description 1
- 238000003066 decision tree Methods 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 230000035622 drinking Effects 0.000 description 1
- 230000004064 dysfunction Effects 0.000 description 1
- 230000002996 emotional effect Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 229940011871 estrogen Drugs 0.000 description 1
- 239000000262 estrogen Substances 0.000 description 1
- 230000003203 everyday effect Effects 0.000 description 1
- 238000002474 experimental method Methods 0.000 description 1
- 239000000284 extract Substances 0.000 description 1
- 238000011010 flushing procedure Methods 0.000 description 1
- 229940028334 follicle stimulating hormone Drugs 0.000 description 1
- 229960002870 gabapentin Drugs 0.000 description 1
- 230000002068 genetic effect Effects 0.000 description 1
- PCHJSUWPFVWCPO-UHFFFAOYSA-N gold Chemical compound [Au] PCHJSUWPFVWCPO-UHFFFAOYSA-N 0.000 description 1
- 238000009499 grossing Methods 0.000 description 1
- 208000019622 heart disease Diseases 0.000 description 1
- 230000004217 heart function Effects 0.000 description 1
- 230000017525 heat dissipation Effects 0.000 description 1
- 230000008543 heat sensitivity Effects 0.000 description 1
- 238000010438 heat treatment Methods 0.000 description 1
- 235000012171 hot beverage Nutrition 0.000 description 1
- 238000009802 hysterectomy Methods 0.000 description 1
- 230000001771 impaired effect Effects 0.000 description 1
- 238000011081 inoculation Methods 0.000 description 1
- 230000000622 irritating effect Effects 0.000 description 1
- 230000007794 irritation Effects 0.000 description 1
- 239000001102 lavandula vera Substances 0.000 description 1
- 235000018219 lavender Nutrition 0.000 description 1
- 238000012886 linear function Methods 0.000 description 1
- 238000007477 logistic regression Methods 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 230000002175 menstrual effect Effects 0.000 description 1
- 238000000051 music therapy Methods 0.000 description 1
- 230000007383 nerve stimulation Effects 0.000 description 1
- 230000001537 neural effect Effects 0.000 description 1
- 230000036565 night sweats Effects 0.000 description 1
- 206010029410 night sweats Diseases 0.000 description 1
- 235000016709 nutrition Nutrition 0.000 description 1
- 230000035764 nutrition Effects 0.000 description 1
- 238000009806 oophorectomy Methods 0.000 description 1
- 230000027758 ovulation cycle Effects 0.000 description 1
- 230000007310 pathophysiology Effects 0.000 description 1
- 230000037361 pathway Effects 0.000 description 1
- 230000008447 perception Effects 0.000 description 1
- 210000005259 peripheral blood Anatomy 0.000 description 1
- 239000011886 peripheral blood Substances 0.000 description 1
- 238000011422 pharmacological therapy Methods 0.000 description 1
- 238000011458 pharmacological treatment Methods 0.000 description 1
- 230000037081 physical activity Effects 0.000 description 1
- 230000001766 physiological effect Effects 0.000 description 1
- 238000007781 pre-processing Methods 0.000 description 1
- 239000002243 precursor Substances 0.000 description 1
- 230000000069 prophylactic effect Effects 0.000 description 1
- 238000011321 prophylaxis Methods 0.000 description 1
- 238000000718 qrs complex Methods 0.000 description 1
- 230000000306 recurrent effect Effects 0.000 description 1
- 239000003507 refrigerant Substances 0.000 description 1
- 238000000611 regression analysis Methods 0.000 description 1
- 230000003252 repetitive effect Effects 0.000 description 1
- 230000001850 reproductive effect Effects 0.000 description 1
- 230000033764 rhythmic process Effects 0.000 description 1
- 239000012896 selective serotonin reuptake inhibitor Substances 0.000 description 1
- 229940124834 selective serotonin reuptake inhibitor Drugs 0.000 description 1
- 230000035807 sensation Effects 0.000 description 1
- 230000003860 sleep quality Effects 0.000 description 1
- 230000004622 sleep time Effects 0.000 description 1
- 230000036578 sleeping time Effects 0.000 description 1
- 230000037322 slow-wave sleep Effects 0.000 description 1
- 239000007787 solid Substances 0.000 description 1
- 238000000638 solvent extraction Methods 0.000 description 1
- 235000021259 spicy food Nutrition 0.000 description 1
- 210000001562 sternum Anatomy 0.000 description 1
- 238000012706 support-vector machine Methods 0.000 description 1
- 230000002459 sustained effect Effects 0.000 description 1
- 230000008961 swelling Effects 0.000 description 1
- 230000008700 sympathetic activation Effects 0.000 description 1
- 230000002889 sympathetic effect Effects 0.000 description 1
- 230000028016 temperature homeostasis Effects 0.000 description 1
- 230000001225 therapeutic effect Effects 0.000 description 1
- 238000002560 therapeutic procedure Methods 0.000 description 1
- 208000001072 type 2 diabetes mellitus Diseases 0.000 description 1
- 238000009423 ventilation Methods 0.000 description 1
- 230000037221 weight management Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H20/00—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
- G16H20/30—ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to physical therapies or activities, e.g. physiotherapy, acupressure or exercising
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
Landscapes
- Engineering & Computer Science (AREA)
- Health & Medical Sciences (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Medical Informatics (AREA)
- Public Health (AREA)
- Biomedical Technology (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- Artificial Intelligence (AREA)
- General Engineering & Computer Science (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- Epidemiology (AREA)
- Primary Health Care (AREA)
- General Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Pathology (AREA)
- Databases & Information Systems (AREA)
- Mathematical Analysis (AREA)
- Algebra (AREA)
- Computational Mathematics (AREA)
- Probability & Statistics with Applications (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biophysics (AREA)
- Physical Education & Sports Medicine (AREA)
- Measuring And Recording Apparatus For Diagnosis (AREA)
- Medical Treatment And Welfare Office Work (AREA)
Abstract
Description
Claims (20)
- 通信回路を備え、ユーザに関連した身体的測定結果を取得し、前記身体的測定結果を通信するよう構成されたセンサ回路と、
複数の入力パラメータに基づいて、ある日時にユーザがほてりを有する確率を示す予測モデルを生成し、前記予測モデルを用いて、前記身体的測定結果に基づいて前記確率を修正し、前記修正された確率が閾値外にあることに応じて、行為を示すデータを通信するよう構成されたロジック回路と、
を備えるシステム。 - 前記システムは、閉経期管理システムであり、通信される前記データは、冷却回路を起動する命令を含み、前記システムは、さらに、通信回路及び熱伝達回路を備える前記冷却回路を備え、前記命令に応じて前記ユーザに冷却を提供するよう構成される、請求項1に記載のシステム。
- 前記センサ回路は、前記ユーザから生理的信号を感知するウェアラブルな生理的センサと、大気測定結果を感知する別のセンサと、を備え、前記閾値外の前記修正された確率は、前記ユーザについて、ほてりが差し迫っていることを示す、請求項1に記載のシステム。
- 前記ロジック回路は、前記複数の入力パラメータを受け取り、前記入力パラメータは、報告されたほてり、スケジュールあるいはカレンダーデータ、ストレスレベル、一般的な気分、食生活データ、健康情報、運動データ、睡眠データ及びそれらの組み合わせ、を含む、請求項1に記載のシステム。
- 前記センサ回路によって取得された前記身体的測定結果は、生理的信号、大気測定結果、運動データ、及びグローバル位置データを含み、前記ロジック回路は、ほてりを軽減するための行為をユーザが行うようメッセージを送信することを含む、前記行為を示すデータを通信する、請求項1に記載のシステム。
- 前記予測モデルは、それぞれがほてりをユーザが有する確率を示す複数のサブモデルを含み、前記複数のサブモデルは、それぞれ、前記複数の入力パラメータのうちの特定のパラメータに関連付けされるとともに、関連した重みを有する、請求項1に記載のシステム。
- 前記サブモデルは、前記特定の入力パラメータに基づいて、前記ユーザについてほてりの異なるパターンを含む、請求項6に記載のシステム。
- 前記ロジック回路は、経験したほてりを示すフィードバックデータに基づいて、経時的に前記予測モデルを修正するよう構成される、請求項1に記載のシステム。
- 前記フィードバックデータは、前記ほてりの身***置を示す、請求項8に記載のシステム。
- 前記ロジック回路は、前記センサ回路に、前記確率が前記閾値内でかつ別の閾値外にあることに応じて、前記身体的測定結果を調整するよう命令を供給する、ことを特徴とする請求項1に記載のシステム。
- 実行された際に、コンピュータ装置のプロセッサに、
ユーザ及び他のユーザについてのほてりの要因を示す複数の入力パラメータを受け取らせ、
前記複数の入力パラメータに基づいて、ある日時においてユーザがほてりを有する確率を示す予測モデルを生成させ、
前記予測モデルを用いて、センサ回路から受け取った前記ユーザの身体的測定結果に基づいて前記確率を修正させ、
前記修正された確率が閾値外にあることに応じて行為を示すデータを通信させ、前記行為は、先のユーザの反応に基づくものである、命令を含む、
非一時的なコンピュータ読み取り可能な記憶媒体。 - 前記通信されるデータは、前記ユーザに着用される冷却回路を起動する命令であり、前記の起動に応じて、前記ユーザに冷却を提供して差し迫った、あるいは生じているほてりを軽減する、請求項11に記載の非一時的なコンピュータ読み取り可能な記憶媒体。
- 前記命令は、さらに、前記閾値内の追加で受け取られた身体的測定結果に基づいて、さらに修正された確率に応じて、前記ユーザに着用された前記冷却回路を停止する別の命令を生成するよう実行される、請求項12に記載の非一時的なコンピュータ読み取り可能な記憶媒体。
- 前記予測モデルを生成する前記命令は、経時的に受け取られた追加の入力パラメータに応じて前記予測モデルを修正するよう実行される、ことを特徴とする請求項11に記載の非一時的なコンピュータ読み取り可能な記憶媒体。
- 前記命令は、さらに、前記確率が別の閾値外で前記閾値内にあることに応じて、前記身体的測定結果を調整するよう、前記センサ回路に命令を与えるように実行され、前記確率が前記別の閾値外にあることは、前記ユーザについて予測されるほてりを示す、請求項11に記載の非一時的なコンピュータ読み取り可能な記憶媒体。
- 通信回路を備え、ユーザから身体的測定結果を取得し、前記身体的測定結果を通信するよう構成されたセンサ回路と、
複数の入力パラメータに基づいて、ある日時にユーザがほてりを有する確率を示す予測モデルを生成し、前記予測モデルを用いて、前記身体的測定結果に基づいて前記確率を修正し、前記修正された確率が閾値外にあることに応じて、命令を通信するよう構成されたロジック回路と、
通信回路及び熱伝達回路を備え、前記ロジック回路からの前記命令に応じて、前記ユーザに冷却及び/または冷却の感覚を提供するよう構成された冷却回路と、
を備えるシステム。 - 前記センサ回路は、前記ユーザから生理的信号を感知するウェアラブルな生理的センサと、大気測定結果を感知する別のセンサと、を備え、前記冷却は、前記ユーザのほてりを軽減する、請求項16に記載のシステム。
- 前記センサ回路は、異なる身体的測定結果を取得する複数のセンサを備え、前記冷却回路は、前記ユーザの異なる身***置に配置される複数のウェアラブル冷却装置を備える、請求項16に記載のシステム。
- 前記ロジック回路は、さらに、前記予測モデルに基づいて、前記複数のウェアラブル冷却装置のうちのいずれに命令を通信するか特定する、請求項18に記載のシステム。
- 前記センサ回路は、前記冷却の適用中に追加の身体的測定結果を取得及び通信するよう構成され、
前記ロジック回路は、さらに、前記追加の身体的測定結果に基づいて前記確率を修正し、前記さらに修正した確率が前記閾値未満となったことに応じて、別の命令を通信し、前記閾値未満となった前記修正された確率は、ほてりが完了したことを示し、
前記別の命令に応じて、前記冷却回路は、前記ユーザに冷却を提供することを停止する、
ことを特徴とする請求項16に記載のシステム。
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201862694946P | 2018-07-06 | 2018-07-06 | |
US62/694,946 | 2018-07-06 |
Publications (2)
Publication Number | Publication Date |
---|---|
JP2020014841A true JP2020014841A (ja) | 2020-01-30 |
JP7376265B2 JP7376265B2 (ja) | 2023-11-08 |
Family
ID=67184797
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2019126419A Active JP7376265B2 (ja) | 2018-07-06 | 2019-07-05 | ほてりの予測モデリングを含むシステム及び方法 |
Country Status (3)
Country | Link |
---|---|
US (1) | US11804301B2 (ja) |
EP (1) | EP3591659A1 (ja) |
JP (1) | JP7376265B2 (ja) |
Families Citing this family (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2019225539A1 (ja) * | 2018-05-23 | 2019-11-28 | 日本電気株式会社 | 無線通信識別装置および無線通信識別方法 |
CN114786567A (zh) * | 2019-12-10 | 2022-07-22 | 皇家飞利浦有限公司 | 用于检测基于心率模式的潮热的***和方法 |
US20230277106A1 (en) * | 2020-08-07 | 2023-09-07 | Sri International | Hot flash multi-sensor circuit system |
WO2022056306A1 (en) * | 2020-09-10 | 2022-03-17 | Webster Wade W | Systems and methods of identifying physiologic changes utilizing ultradian rhythms |
SE545969C2 (en) * | 2020-10-07 | 2024-03-26 | Mondian Ab | Control circuitry and therapeutic system for mitigating symptoms of hot flashes |
JP2024519384A (ja) * | 2021-05-21 | 2024-05-10 | アステラス製薬株式会社 | 更年期障害及び治療オプションを予測する機械学習方法 |
CN113382047B (zh) * | 2021-05-27 | 2023-05-30 | 上海科信建筑智能化工程有限公司 | 基于人员位置信息的家居小区智能联动响应***及方法 |
CN113749642B (zh) * | 2021-07-07 | 2022-09-23 | 上海耐欣科技有限公司 | 量化皮肤潮红反应程度的方法、***、介质及终端 |
WO2023137438A1 (en) * | 2022-01-14 | 2023-07-20 | Hello Therapeutics, Inc. | Methods and apparatuses for treating vasomotor symptoms based on sensor feedbacks |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150320588A1 (en) * | 2014-05-09 | 2015-11-12 | Sleepnea Llc | WhipFlash [TM]: Wearable Environmental Control System for Predicting and Cooling Hot Flashes |
JP2017038924A (ja) * | 2015-08-19 | 2017-02-23 | パロ アルト リサーチ センター インコーポレイテッド | 双方向の遠隔的な患者監視および状態管理介入システム |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7465729B2 (en) * | 2004-04-05 | 2008-12-16 | Sepracor Inc. | Methods of treatment of menopause and perimenopause using eszopiclone |
US10483003B1 (en) * | 2013-08-12 | 2019-11-19 | Cerner Innovation, Inc. | Dynamically determining risk of clinical condition |
US20180315505A1 (en) * | 2017-04-27 | 2018-11-01 | Siemens Healthcare Gmbh | Optimization of clinical decision making |
US12005021B2 (en) * | 2017-10-12 | 2024-06-11 | Embr Labs Ip Llc | Haptic actuators and their methods of use |
JP2021516080A (ja) * | 2018-03-16 | 2021-07-01 | ゾール メディカル コーポレイションZOLL Medical Corporation | 生体振動および無線周波数のデータ分析に基づく生理的状態のモニタリング |
-
2019
- 2019-07-03 US US16/503,064 patent/US11804301B2/en active Active
- 2019-07-04 EP EP19184522.1A patent/EP3591659A1/en active Pending
- 2019-07-05 JP JP2019126419A patent/JP7376265B2/ja active Active
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150320588A1 (en) * | 2014-05-09 | 2015-11-12 | Sleepnea Llc | WhipFlash [TM]: Wearable Environmental Control System for Predicting and Cooling Hot Flashes |
JP2017038924A (ja) * | 2015-08-19 | 2017-02-23 | パロ アルト リサーチ センター インコーポレイテッド | 双方向の遠隔的な患者監視および状態管理介入システム |
Also Published As
Publication number | Publication date |
---|---|
JP7376265B2 (ja) | 2023-11-08 |
US20200013511A1 (en) | 2020-01-09 |
EP3591659A1 (en) | 2020-01-08 |
US11804301B2 (en) | 2023-10-31 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP7376265B2 (ja) | ほてりの予測モデリングを含むシステム及び方法 | |
US11986600B2 (en) | Methods and systems for sleep management | |
Ewing et al. | Sleep and the heart: Interoceptive differences linked to poor experiential sleep quality in anxiety and depression | |
EP3370601B1 (en) | Non-invasive physiological quantification of stress levels | |
US10922996B2 (en) | Systems and methods for generating a presentation of an energy level based on sleep and daily activity | |
JP5775868B2 (ja) | 不眠症のための行動療法を提供するシステム及びその制御方法 | |
US10786209B2 (en) | Monitoring system for stroke | |
KR102400740B1 (ko) | 사용자의 건강상태 모니터링 시스템 및 이의 분석 방법 | |
JP2023548642A (ja) | 神経系メトリックに基づく病気検出 | |
US20210282705A1 (en) | Systems and methods for modeling sleep parameters for a subject | |
KR102319502B1 (ko) | 웨어러블 수면 모니터링 시스템 및 그 제어방법 | |
US20220370757A1 (en) | Personalized sleep wellness score for treatment and/or evaluation of sleep conditions | |
WO2016162314A1 (en) | Device, system and method for detecting illness- and/or therapy-related fatigue of a person | |
JP2023505520A (ja) | 入眠を容易にするために感覚刺激を供給するシステム | |
JP2023537223A (ja) | 状況に応じたパーソナライズされた不眠症治療投薬計画、システム、及び方法 | |
US20230329631A1 (en) | Systems and methods involving sleep management | |
KR20180009222A (ko) | 우울증 인지 및 케어를 위한 스마트 주얼리 시스템 | |
US20220059210A1 (en) | Systems, methods, and devices for custom sleep age implementation | |
US20230277106A1 (en) | Hot flash multi-sensor circuit system | |
Candelieri et al. | Functional Status And The Eye-Tracking Response | |
WO2023074284A1 (ja) | 健康状態判定方法、及び、健康状態判定システム | |
WO2023074283A1 (ja) | 健康状態判定方法、及び、健康状態判定システム | |
JP7405352B2 (ja) | 認知機能改善ソリューション推定システム、認知機能改善ソリューション推定方法及びプログラム | |
US20240041397A1 (en) | An apparatus and method of controlling a pain alleviating sleep assistance device | |
US20230245773A1 (en) | System and method for detecting or predicting return in major depressive disorder |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20220627 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20230221 |
|
A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20230222 |
|
A601 | Written request for extension of time |
Free format text: JAPANESE INTERMEDIATE CODE: A601 Effective date: 20230518 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230626 |
|
TRDD | Decision of grant or rejection written | ||
A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20230926 |
|
A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20231026 |
|
R150 | Certificate of patent or registration of utility model |
Ref document number: 7376265 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |