JP7208977B2 - 音声に基づく医療評価 - Google Patents
音声に基づく医療評価 Download PDFInfo
- Publication number
- JP7208977B2 JP7208977B2 JP2020511875A JP2020511875A JP7208977B2 JP 7208977 B2 JP7208977 B2 JP 7208977B2 JP 2020511875 A JP2020511875 A JP 2020511875A JP 2020511875 A JP2020511875 A JP 2020511875A JP 7208977 B2 JP7208977 B2 JP 7208977B2
- Authority
- JP
- Japan
- Prior art keywords
- user
- data
- module
- medical
- features
- 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.)
- Active
Links
- 230000004044 response Effects 0.000 claims description 145
- 238000012549 training Methods 0.000 claims description 74
- 238000003745 diagnosis Methods 0.000 claims description 60
- 238000001514 detection method Methods 0.000 claims description 57
- 230000001755 vocal effect Effects 0.000 claims description 32
- 238000012545 processing Methods 0.000 claims description 29
- 230000009514 concussion Effects 0.000 claims description 28
- 238000011156 evaluation Methods 0.000 claims description 27
- 238000011282 treatment Methods 0.000 claims description 23
- 238000004458 analytical method Methods 0.000 claims description 15
- 239000000090 biomarker Substances 0.000 claims description 13
- 208000024827 Alzheimer disease Diseases 0.000 claims description 9
- 239000000902 placebo Substances 0.000 claims description 8
- 229940068196 placebo Drugs 0.000 claims description 8
- 230000033001 locomotion Effects 0.000 claims description 7
- 208000018737 Parkinson disease Diseases 0.000 claims description 6
- 238000010801 machine learning Methods 0.000 claims description 6
- 206010016256 fatigue Diseases 0.000 claims description 4
- 230000002452 interceptive effect Effects 0.000 claims description 4
- 208000019914 Mental Fatigue Diseases 0.000 claims description 3
- 208000006011 Stroke Diseases 0.000 claims 1
- 238000000034 method Methods 0.000 description 99
- 238000003860 storage Methods 0.000 description 60
- 238000013178 mathematical model Methods 0.000 description 49
- 238000012360 testing method Methods 0.000 description 39
- 238000010586 diagram Methods 0.000 description 29
- 206010010254 Concussion Diseases 0.000 description 27
- 230000008569 process Effects 0.000 description 26
- 238000004891 communication Methods 0.000 description 14
- 230000006870 function Effects 0.000 description 12
- 239000000945 filler Substances 0.000 description 10
- 238000004364 calculation method Methods 0.000 description 9
- 239000004065 semiconductor Substances 0.000 description 9
- 238000003491 array Methods 0.000 description 8
- 238000013528 artificial neural network Methods 0.000 description 7
- 230000003542 behavioural effect Effects 0.000 description 7
- 238000004590 computer program Methods 0.000 description 7
- 239000003814 drug Substances 0.000 description 7
- 229940079593 drug Drugs 0.000 description 7
- 230000003287 optical effect Effects 0.000 description 7
- 230000008901 benefit Effects 0.000 description 6
- 230000001149 cognitive effect Effects 0.000 description 6
- 201000010099 disease Diseases 0.000 description 6
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 description 6
- 238000002651 drug therapy Methods 0.000 description 6
- 238000011160 research Methods 0.000 description 6
- 208000027418 Wounds and injury Diseases 0.000 description 5
- 239000002246 antineoplastic agent Substances 0.000 description 5
- 229940041181 antineoplastic drug Drugs 0.000 description 5
- 230000001413 cellular effect Effects 0.000 description 5
- 230000006378 damage Effects 0.000 description 5
- 208000014674 injury Diseases 0.000 description 5
- 230000000670 limiting effect Effects 0.000 description 5
- 208000024891 symptom Diseases 0.000 description 5
- 208000000044 Amnesia Diseases 0.000 description 4
- 208000027104 Chemotherapy-Related Cognitive Impairment Diseases 0.000 description 4
- 208000002193 Pain Diseases 0.000 description 4
- 230000036541 health Effects 0.000 description 4
- 238000004519 manufacturing process Methods 0.000 description 4
- 239000011159 matrix material Substances 0.000 description 4
- 239000000203 mixture Substances 0.000 description 4
- 230000036651 mood Effects 0.000 description 4
- 230000006855 networking Effects 0.000 description 4
- 238000012706 support-vector machine Methods 0.000 description 4
- 239000013598 vector Substances 0.000 description 4
- 208000031091 Amnestic disease Diseases 0.000 description 3
- 206010028980 Neoplasm Diseases 0.000 description 3
- 230000006986 amnesia Effects 0.000 description 3
- 230000005540 biological transmission Effects 0.000 description 3
- 201000011510 cancer Diseases 0.000 description 3
- 230000000694 effects Effects 0.000 description 3
- 239000000835 fiber Substances 0.000 description 3
- 230000005236 sound signal Effects 0.000 description 3
- 238000012546 transfer Methods 0.000 description 3
- 208000007333 Brain Concussion Diseases 0.000 description 2
- 208000012902 Nervous system disease Diseases 0.000 description 2
- 208000025966 Neurological disease Diseases 0.000 description 2
- VYPSYNLAJGMNEJ-UHFFFAOYSA-N Silicium dioxide Chemical compound O=[Si]=O VYPSYNLAJGMNEJ-UHFFFAOYSA-N 0.000 description 2
- 239000000872 buffer Substances 0.000 description 2
- 230000008859 change Effects 0.000 description 2
- 238000007705 chemical test Methods 0.000 description 2
- 238000002512 chemotherapy Methods 0.000 description 2
- 230000008878 coupling Effects 0.000 description 2
- 238000010168 coupling process Methods 0.000 description 2
- 238000005859 coupling reaction Methods 0.000 description 2
- 230000001627 detrimental effect Effects 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 239000000284 extract Substances 0.000 description 2
- 210000000245 forearm Anatomy 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 230000007170 pathology Effects 0.000 description 2
- 230000002093 peripheral effect Effects 0.000 description 2
- 230000035484 reaction time Effects 0.000 description 2
- 238000012552 review Methods 0.000 description 2
- 229910052814 silicon oxide Inorganic materials 0.000 description 2
- 230000003068 static effect Effects 0.000 description 2
- 230000001225 therapeutic effect Effects 0.000 description 2
- 230000003867 tiredness Effects 0.000 description 2
- 208000016255 tiredness Diseases 0.000 description 2
- 206010000117 Abnormal behaviour Diseases 0.000 description 1
- 208000019901 Anxiety disease Diseases 0.000 description 1
- 206010003591 Ataxia Diseases 0.000 description 1
- OKTJSMMVPCPJKN-UHFFFAOYSA-N Carbon Chemical compound [C] OKTJSMMVPCPJKN-UHFFFAOYSA-N 0.000 description 1
- 206010010071 Coma Diseases 0.000 description 1
- RYGMFSIKBFXOCR-UHFFFAOYSA-N Copper Chemical compound [Cu] RYGMFSIKBFXOCR-UHFFFAOYSA-N 0.000 description 1
- 206010019233 Headaches Diseases 0.000 description 1
- 208000026139 Memory disease Diseases 0.000 description 1
- 230000036506 anxiety Effects 0.000 description 1
- 238000013473 artificial intelligence Methods 0.000 description 1
- 230000036772 blood pressure Effects 0.000 description 1
- 238000009534 blood test Methods 0.000 description 1
- 230000006931 brain damage Effects 0.000 description 1
- 231100000874 brain damage Toxicity 0.000 description 1
- 230000003925 brain function Effects 0.000 description 1
- 208000029028 brain injury Diseases 0.000 description 1
- 230000015556 catabolic process Effects 0.000 description 1
- 230000002490 cerebral effect Effects 0.000 description 1
- 239000003795 chemical substances by application Substances 0.000 description 1
- 229910052802 copper Inorganic materials 0.000 description 1
- 239000010949 copper Substances 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 230000000994 depressogenic effect Effects 0.000 description 1
- 230000006866 deterioration Effects 0.000 description 1
- 230000006806 disease prevention Effects 0.000 description 1
- 238000009826 distribution Methods 0.000 description 1
- 238000009429 electrical wiring Methods 0.000 description 1
- 230000001815 facial effect Effects 0.000 description 1
- 230000008921 facial expression Effects 0.000 description 1
- 238000000556 factor analysis Methods 0.000 description 1
- 229910021389 graphene Inorganic materials 0.000 description 1
- 210000003128 head Anatomy 0.000 description 1
- 231100000869 headache Toxicity 0.000 description 1
- 230000010365 information processing Effects 0.000 description 1
- 238000002595 magnetic resonance imaging Methods 0.000 description 1
- 230000006984 memory degeneration Effects 0.000 description 1
- 208000023060 memory loss Diseases 0.000 description 1
- 238000001465 metallisation Methods 0.000 description 1
- 230000004973 motor coordination Effects 0.000 description 1
- 239000002159 nanocrystal Substances 0.000 description 1
- 230000000926 neurological effect Effects 0.000 description 1
- 239000002547 new drug Substances 0.000 description 1
- 238000011275 oncology therapy Methods 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 238000000513 principal component analysis Methods 0.000 description 1
- 230000000644 propagated effect Effects 0.000 description 1
- 230000001681 protective effect Effects 0.000 description 1
- 238000011084 recovery Methods 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000002829 reductive effect Effects 0.000 description 1
- 230000011514 reflex Effects 0.000 description 1
- 230000002441 reversible effect Effects 0.000 description 1
- 238000012216 screening Methods 0.000 description 1
- 230000035807 sensation Effects 0.000 description 1
- 229910052710 silicon Inorganic materials 0.000 description 1
- 239000010703 silicon Substances 0.000 description 1
- 239000004984 smart glass Substances 0.000 description 1
- 230000003595 spectral effect Effects 0.000 description 1
- 230000000153 supplemental effect Effects 0.000 description 1
- 238000013518 transcription Methods 0.000 description 1
- 230000035897 transcription Effects 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- 238000000844 transformation Methods 0.000 description 1
- 230000036642 wellbeing Effects 0.000 description 1
Images
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
- G16H80/00—ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/103—Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
- A61B5/11—Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb
- A61B5/1123—Discriminating type of movement, e.g. walking or running
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/40—Detecting, measuring or recording for evaluating the nervous system
- A61B5/4076—Diagnosing or monitoring particular conditions of the nervous system
- A61B5/4088—Diagnosing of monitoring cognitive diseases, e.g. Alzheimer, prion diseases or dementia
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4803—Speech analysis specially adapted for diagnostic purposes
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7235—Details of waveform analysis
- A61B5/7264—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
- A61B5/7267—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- 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
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
- G10L25/48—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use
- G10L25/51—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use for comparison or discrimination
- G10L25/66—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use for comparison or discrimination for extracting parameters related to health condition
-
- 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
- G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
- G16H10/20—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
-
- 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
- G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
- G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
- G16H40/67—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
-
- 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
- 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
- G16H50/50—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2111/00—Details relating to CAD techniques
- G06F2111/10—Numerical modelling
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/02—Feature extraction for speech recognition; Selection of recognition unit
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/06—Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice
- G10L15/063—Training
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/22—Procedures used during a speech recognition process, e.g. man-machine dialogue
Landscapes
- Health & Medical Sciences (AREA)
- Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Medical Informatics (AREA)
- Public Health (AREA)
- Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
- Biomedical Technology (AREA)
- Pathology (AREA)
- Epidemiology (AREA)
- Artificial Intelligence (AREA)
- Theoretical Computer Science (AREA)
- Molecular Biology (AREA)
- Biophysics (AREA)
- Primary Health Care (AREA)
- Data Mining & Analysis (AREA)
- Veterinary Medicine (AREA)
- Animal Behavior & Ethology (AREA)
- Heart & Thoracic Surgery (AREA)
- Surgery (AREA)
- Mathematical Physics (AREA)
- Evolutionary Computation (AREA)
- Software Systems (AREA)
- General Physics & Mathematics (AREA)
- Neurology (AREA)
- Physiology (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Computational Linguistics (AREA)
- Signal Processing (AREA)
- Psychiatry (AREA)
- Databases & Information Systems (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Acoustics & Sound (AREA)
- Human Computer Interaction (AREA)
- Multimedia (AREA)
- Child & Adolescent Psychology (AREA)
- Developmental Disabilities (AREA)
- Hospice & Palliative Care (AREA)
Description
音響特徴は、短時間区分特徴(short-time segment features)を使用して計算することができる。音声データを処理するとき、この音声データの持続時間が変化する場合がある。例えば、ある音声は1秒または2秒であることもあるが、他の音声は数分以上になることもある。音声データを処理する際の一貫性のためには、短時間の区分(フレームと呼ぶこともある)単位で処理するとよい。例えば、各短時間区分を25ミリ秒としてもよく、区分が10ミリ秒の刻みで進み、2つの連続する区分にわたって15ミリ秒の重複ができるようにしてもよい。
ここで、Cは倍率である。次いで、このプロセスを他のフォールド毎に繰り返すことができる。例えば、前述のように、第2フォールドの中央値を他のフォールドの中央値および変動性と比較してもよい。
ステップ810から840は、プロンプト毎にプロンプト選択スコアを計算するために、訓練コーパスにおけるプロンプト(またはプロンプトの部分集合)毎に実行してもよい。
ステップ830において、このプロンプトに対応する音声データ項目毎に、医療診断スコアを計算する。例えば、音声データ項目に対する医療診断スコアは、数学モデル(例えば、図7において訓練された数学モデル)によって出力される数値であってもよく、人に病状がある可能性、および/またはその病状の重症度を示す。
Claims (16)
- 移動体コンピューティング・デバイスのスピーカからユーザに聞こえるように自由回答式質問をするように構成されたクエリ・モジュールであって、前記自由回答式質問は、
音声データ項目を機械学習モデルを用いて処理することにより、訓練コーパスの音声データ項目毎に医療診断スコアを計算し、
医療診断スコアを用いてプロンプト毎にプロンプト選択スコアを計算し、
プロンプト選択スコアを使用して、前記自由回答式質問を含む複数のプロンプトを選択する、
ことによってあらかじめ選択されているクエリ・モジュールと、
前記移動体コンピューティング・デバイスのマイクロフォンから前記自由回答式質問への応答であるユーザの口頭応答を受け取るように構成された応答モジュールと、
前記ユーザから受け取った前記口頭応答の分析に基づいて、ユーザに対する病状の評価を行い(provide)、前記移動体コンピューティング・デバイスの電子ディスプレイ・デバイスに病状を表示するように構成された検出モジュールと、
を備える、装置。 - 請求項1に記載の装置において、前記検出モジュールが、前記評価が、前記受け取った口頭応答の言語および方言の1つ以上とは無関係となるように、前記受け取った口頭応答の言語特徴を考慮せずに、前記受け取った口頭応答の1つ以上の音響特徴に基づいて、前記評価について判定するように構成される、装置。
- 請求項1又は2に記載の装置において、前記ユーザが治験参加者を含み、前記評価が、前記病状に対する医療処置の効能の評価を含む、装置。
- 請求項3に記載の装置において、前記検出モジュールが、少なくとも、前記医療処置を受けないプラシーボ・グループと、前記医療処置を受けるグループとを含む複数の治験参加者のために移動体コンピューティング・デバイス上に配置された複数の分散型検出モジュールの内の1つを含み、前記複数の分散型検出モジュールが、前記プラシーボ・グループおよび前記医療処置を受けるグループの双方に対する前記病状の盲検評価を行うように構成される、装置。
- 請求項3又は4に記載の装置において、前記医療処置の効能の評価が、少なくとも部分的に、前記受け取った口頭応答の内、前記ユーザの生活の質を示す1つ以上のバイオマーカに基づく、装置。
- 請求項5に記載の装置において、前記1つ以上のバイオマーカが、身体疲労、倦怠、精神疲労、ストレス、心配、および鬱病の内1つ以上を示す、装置。
- 請求項1~6のいずれか一項に記載の装置において、前記ユーザが、治験参加予定者を含み、前記評価が、病状のための治験に対する前記ユーザの適格性を含む、装置。
- 請求項1~7のいずれか一項に記載の装置において、前記評価が、前記移動体コンピューティング・デバイス上においてユーザに対して決定される第1スコアを含む、装置。
- 請求項8に記載の装置において、前記評価が、更に、ネットワークを通じて前記移動体コンピューティング・デバイスと通信するバックエンド・サーバ上においてユーザに対して決定される第2スコアを含む、装置。
- 請求項1~9のいずれか一項に記載の装置において、前記病状が脳震盪を含む、装置。
- 請求項1~9のいずれか一項に記載の装置において、前記病状が、鬱病、脳卒中、アルツハイマー病、およびパーキンソン病の内1つ以上を含む、装置。
- 請求項1~11のいずれか一項に記載の装置であって、更に、前記ユーザから受け取った口頭応答の記録、および複数の他のユーザから受け取った口頭応答の記録を、異なるユーザに、当該異なるユーザに対する階層的アクセス制御許可に基づいて、再生するように構成されたインターフェース・モジュールを備える、装置。
- 請求項1~12のいずれか一項に記載の装置において、前記応答モジュールが、更に、前記移動体コンピューティング・デバイスの1つ以上のセンサからデータを受け取るように構成され、前記検出モジュールが、更に、少なくとも部分的に前記受け取ったデータに基づいて、前記分析を行うように構成される、装置。
- 請求項13に記載の装置において、前記1つ以上のセンサが画像センサを含み、前記受け取ったデータが前記ユーザの1つ以上の画像を含む、装置。
- 請求項13又は14に記載の装置において、前記1つ以上のセンサがタッチ・スクリーンを含み、前記受け取ったデータが、前記ユーザを前記病状の1つ以上の兆候について検査するように構成されたインタラクティブ・ビデオ・ゲームの間に、前記ユーザから受け取ったタッチ入力を含む、装置。
- 請求項13~15のいずれか一項に記載の装置において、前記1つ以上のセンサが、加速度計およびジャイロスコープの内1つ以上を含み、前記受け取ったデータが、前記ユーザによる移動体コンピューティング・デバイスの移動についての情報を含む、装置。
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2022149805A JP2022180516A (ja) | 2017-05-05 | 2022-09-21 | 音声に基づく医療評価 |
Applications Claiming Priority (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201762502584P | 2017-05-05 | 2017-05-05 | |
US62/502,584 | 2017-05-05 | ||
US201862614192P | 2018-01-05 | 2018-01-05 | |
US62/614,192 | 2018-01-05 | ||
PCT/US2018/031461 WO2018204935A1 (en) | 2017-05-05 | 2018-05-07 | Medical assessment based on voice |
Related Child Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2022149805A Division JP2022180516A (ja) | 2017-05-05 | 2022-09-21 | 音声に基づく医療評価 |
Publications (2)
Publication Number | Publication Date |
---|---|
JP2020522028A JP2020522028A (ja) | 2020-07-27 |
JP7208977B2 true JP7208977B2 (ja) | 2023-01-19 |
Family
ID=64014871
Family Applications (4)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2020511874A Active JP7208224B2 (ja) | 2017-05-05 | 2018-05-07 | 病状を検出するモデルを構築するための音声特徴の選択 |
JP2020511875A Active JP7208977B2 (ja) | 2017-05-05 | 2018-05-07 | 音声に基づく医療評価 |
JP2022149805A Pending JP2022180516A (ja) | 2017-05-05 | 2022-09-21 | 音声に基づく医療評価 |
JP2023000544A Pending JP2023052224A (ja) | 2017-05-05 | 2023-01-05 | 病状を検出するモデルを構築するための音声特徴の選択 |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2020511874A Active JP7208224B2 (ja) | 2017-05-05 | 2018-05-07 | 病状を検出するモデルを構築するための音声特徴の選択 |
Family Applications After (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2022149805A Pending JP2022180516A (ja) | 2017-05-05 | 2022-09-21 | 音声に基づく医療評価 |
JP2023000544A Pending JP2023052224A (ja) | 2017-05-05 | 2023-01-05 | 病状を検出するモデルを構築するための音声特徴の選択 |
Country Status (4)
Country | Link |
---|---|
US (7) | US10311980B2 (ja) |
EP (2) | EP3619657A4 (ja) |
JP (4) | JP7208224B2 (ja) |
WO (2) | WO2018204935A1 (ja) |
Families Citing this family (71)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10939821B2 (en) * | 2017-03-20 | 2021-03-09 | Applications Technology (Apptek), Llc | Systems and methods for diagnosing and analyzing concussions |
US10311980B2 (en) | 2017-05-05 | 2019-06-04 | Canary Speech, LLC | Medical assessment based on voice |
US10910105B2 (en) * | 2017-05-31 | 2021-02-02 | International Business Machines Corporation | Monitoring the use of language of a patient for identifying potential speech and related neurological disorders |
WO2018230562A1 (ja) * | 2017-06-14 | 2018-12-20 | 日本電気株式会社 | 通知システム、通知方法およびプログラムが格納された非一時的なコンピュータ可読媒体 |
US20190043623A1 (en) * | 2017-08-04 | 2019-02-07 | Thomas W. WATLINGTON, IV | System and method for physiological and psychological support in home healthcare |
US11436549B1 (en) | 2017-08-14 | 2022-09-06 | ClearCare, Inc. | Machine learning system and method for predicting caregiver attrition |
US11508479B2 (en) * | 2017-10-16 | 2022-11-22 | Optum, Inc. | Automated question generation and response tracking |
US20190385711A1 (en) | 2018-06-19 | 2019-12-19 | Ellipsis Health, Inc. | Systems and methods for mental health assessment |
JP2021529382A (ja) | 2018-06-19 | 2021-10-28 | エリプシス・ヘルス・インコーポレイテッド | 精神的健康評価のためのシステム及び方法 |
US20200042825A1 (en) * | 2018-08-02 | 2020-02-06 | Veritone, Inc. | Neural network orchestration |
US11120226B1 (en) | 2018-09-04 | 2021-09-14 | ClearCare, Inc. | Conversation facilitation system for mitigating loneliness |
US11633103B1 (en) | 2018-08-10 | 2023-04-25 | ClearCare, Inc. | Automatic in-home senior care system augmented with internet of things technologies |
WO2020044332A1 (en) * | 2018-08-26 | 2020-03-05 | Beyond Verbal Communication Ltd | System and method for measurement of vocal biomarkers of vitality and biological aging |
US11631401B1 (en) | 2018-09-04 | 2023-04-18 | ClearCare, Inc. | Conversation system for detecting a dangerous mental or physical condition |
US11380351B2 (en) * | 2018-09-20 | 2022-07-05 | Samsung Electronics Co., Ltd. | System and method for pulmonary condition monitoring and analysis |
US10847177B2 (en) | 2018-10-11 | 2020-11-24 | Cordio Medical Ltd. | Estimating lung volume by speech analysis |
US11036838B2 (en) | 2018-12-05 | 2021-06-15 | Bank Of America Corporation | Processing authentication requests to secured information systems using machine-learned user-account behavior profiles |
US11120109B2 (en) | 2018-12-05 | 2021-09-14 | Bank Of America Corporation | Processing authentication requests to secured information systems based on machine-learned event profiles |
US11159510B2 (en) | 2018-12-05 | 2021-10-26 | Bank Of America Corporation | Utilizing federated user identifiers to enable secure information sharing |
US11113370B2 (en) | 2018-12-05 | 2021-09-07 | Bank Of America Corporation | Processing authentication requests to secured information systems using machine-learned user-account behavior profiles |
US11048793B2 (en) | 2018-12-05 | 2021-06-29 | Bank Of America Corporation | Dynamically generating activity prompts to build and refine machine learning authentication models |
US11176230B2 (en) | 2018-12-05 | 2021-11-16 | Bank Of America Corporation | Processing authentication requests to secured information systems based on user behavior profiles |
US20220039741A1 (en) * | 2018-12-18 | 2022-02-10 | Szegedi Tudományegyetem | Automatic Detection Of Neurocognitive Impairment Based On A Speech Sample |
US10943588B2 (en) * | 2019-01-03 | 2021-03-09 | International Business Machines Corporation | Methods and systems for managing voice response systems based on references to previous responses |
US11133026B2 (en) * | 2019-01-04 | 2021-09-28 | International Business Machines Corporation | Natural language processor for using speech to cognitively detect and analyze deviations from a baseline |
US11350885B2 (en) * | 2019-02-08 | 2022-06-07 | Samsung Electronics Co., Ltd. | System and method for continuous privacy-preserved audio collection |
WO2020176476A1 (en) * | 2019-02-26 | 2020-09-03 | Flatiron Health, Inc. | Prognostic score based on health information |
US11011188B2 (en) * | 2019-03-12 | 2021-05-18 | Cordio Medical Ltd. | Diagnostic techniques based on speech-sample alignment |
US11024327B2 (en) | 2019-03-12 | 2021-06-01 | Cordio Medical Ltd. | Diagnostic techniques based on speech models |
US20210373596A1 (en) * | 2019-04-02 | 2021-12-02 | Talkgo, Inc. | Voice-enabled external smart processing system with display |
WO2020212843A1 (en) * | 2019-04-15 | 2020-10-22 | Janssen Pharmaceutica Nv | System and method for detecting cognitive decline using speech analysis |
JP7327987B2 (ja) * | 2019-04-25 | 2023-08-16 | キヤノン株式会社 | 医療診断支援システム、医療診断支援装置、医療診断支援方法及びプログラム |
US11547345B2 (en) * | 2019-05-04 | 2023-01-10 | Intraneuron | Dynamic neuropsychological assessment tool |
CN110263641A (zh) * | 2019-05-17 | 2019-09-20 | 成都旷视金智科技有限公司 | 疲劳检测方法、装置及可读存储介质 |
EP3745412A1 (en) * | 2019-05-28 | 2020-12-02 | Corti ApS | An intelligent computer aided decision support system |
EP3976074A4 (en) * | 2019-05-30 | 2023-01-25 | Insurance Services Office, Inc. | SYSTEMS AND METHODS FOR MACHINE LEARNING OF LANGUAGE FEATURES |
EP3809411A1 (en) * | 2019-10-18 | 2021-04-21 | LangAware, Inc. | Multi-lingual system for early detection of alzheimer's disease |
US11114113B2 (en) | 2019-10-18 | 2021-09-07 | LangAware, Inc. | Multilingual system for early detection of neurodegenerative and psychiatric disorders |
CN112908317B (zh) * | 2019-12-04 | 2023-04-07 | 中国科学院深圳先进技术研究院 | 一种针对认知障碍的语音识别系统 |
JPWO2021111964A1 (ja) * | 2019-12-04 | 2021-06-10 | ||
US11232570B2 (en) | 2020-02-13 | 2022-01-25 | Olympus Corporation | System and method for diagnosing severity of gastritis |
US11484211B2 (en) | 2020-03-03 | 2022-11-01 | Cordio Medical Ltd. | Diagnosis of medical conditions using voice recordings and auscultation |
JP7539105B2 (ja) * | 2020-03-24 | 2024-08-23 | パナソニックIpマネジメント株式会社 | 認知機能判定システム、及びプログラム |
JP7450216B2 (ja) * | 2020-03-24 | 2024-03-15 | パナソニックIpマネジメント株式会社 | 認知機能判定システム、及びプログラム |
US20210298711A1 (en) * | 2020-03-25 | 2021-09-30 | Applications Technology (Apptek), Llc | Audio biomarker for virtual lung function assessment and auscultation |
CA3114511A1 (en) * | 2020-04-10 | 2021-10-10 | Doterra International Llc | Systems and methods for determining wellness using a mobile application |
CN112133284B (zh) * | 2020-04-23 | 2023-07-07 | 中国医学科学院北京协和医院 | 一种医疗语音对话方法及装置 |
AU2021277202A1 (en) * | 2020-05-16 | 2022-12-22 | Insurance Services Office, Inc. | Machine learning systems and methods for multiscale alzheimer's dementia recognition through spontaneous speech |
JP7410516B2 (ja) * | 2020-06-19 | 2024-01-10 | 国立大学法人北海道大学 | 親子健康管理システム、親子健康分析装置、及び親子健康管理方法 |
US11417342B2 (en) | 2020-06-29 | 2022-08-16 | Cordio Medical Ltd. | Synthesizing patient-specific speech models |
CN115955932A (zh) * | 2020-07-10 | 2023-04-11 | 伊莫克有限公司 | 基于语音特征的阿尔茨海默病预测方法和装置 |
KR102659616B1 (ko) * | 2020-07-10 | 2024-04-23 | 주식회사 이모코그 | 음성 특성 기반 알츠하이머병 예측 방법 및 장치 |
US11526796B2 (en) * | 2020-07-15 | 2022-12-13 | International Business Machines Corporation | Qubit pulse calibration via canary parameter monitoring |
JP2023538287A (ja) * | 2020-08-03 | 2023-09-07 | ヴィルテック,ピービーシー | 呼吸器症候群を検出するためのアンサンブル機械学習モデル |
EP3965116A1 (en) * | 2020-09-02 | 2022-03-09 | Koninklijke Philips N.V. | Responding to emergency calls |
WO2022055798A1 (en) * | 2020-09-08 | 2022-03-17 | Lifeline Systems Company | Cognitive impairment detected through audio recordings |
US11495211B2 (en) | 2020-10-29 | 2022-11-08 | International Business Machines Corporation | Memory deterioration detection and amelioration |
GB202019000D0 (en) * | 2020-12-02 | 2021-01-13 | Accexible Impacto S L | Detection of cognitive impairment |
EP4312768A2 (en) * | 2021-03-31 | 2024-02-07 | Aural Analytics, Inc. | Systems and methods for digital speech-based evaluation of cognitive function |
US11887583B1 (en) * | 2021-06-09 | 2024-01-30 | Amazon Technologies, Inc. | Updating models with trained model update objects |
US20230018524A1 (en) * | 2021-07-19 | 2023-01-19 | Modality.Ai, Inc. | Multimodal conversational platform for remote patient diagnosis and monitoring |
CN113838450B (zh) * | 2021-08-11 | 2022-11-25 | 北京百度网讯科技有限公司 | 音频合成及相应的模型训练方法、装置、设备及存储介质 |
US20230072242A1 (en) | 2021-09-07 | 2023-03-09 | Canary Speech, LLC | Paired neural networks for diagnosing health conditions via speech |
WO2023095136A1 (en) * | 2021-11-24 | 2023-06-01 | B.G. Negev Technologies And Applications Ltd., At Ben-Gurion University | Subject diagnosis using speech analysis |
WO2023094657A1 (en) * | 2021-11-29 | 2023-06-01 | Corti Aps | Spoken language understanding by means of representations learned unsupervised |
EP4220648A4 (en) | 2021-12-08 | 2024-07-10 | Sevenpointone Inc | METHOD AND SERVER FOR DEMENTIA TESTING BASED ON QUESTIONS AND ANSWERS USING AN ARTIFICIAL INTELLIGENCE CALL |
KR102380376B1 (ko) * | 2021-12-08 | 2022-04-01 | 주식회사 세븐포인트원 | 인공지능 콜을 이용한 음성 질의응답 기반의 치매 검사 방법 및 서버 |
US12009009B2 (en) | 2022-03-13 | 2024-06-11 | Sonaphi Llc | Systems and method of providing health information through use of a person's voice |
US12008921B2 (en) * | 2022-04-22 | 2024-06-11 | 617 Education Inc. | Systems and methods for grapheme-phoneme correspondence learning |
KR20240062495A (ko) * | 2022-11-01 | 2024-05-10 | 삼성전자주식회사 | 전자 장치 및 그 제어 방법 |
WO2024161230A1 (en) | 2023-02-05 | 2024-08-08 | Cordio Medical Ltd. | Identifying optimal articulatory event-types for computer analysis of speech |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2015107747A1 (ja) | 2014-01-17 | 2015-07-23 | 任天堂株式会社 | 情報処理システムおよび情報処理装置 |
US20160022193A1 (en) | 2014-07-24 | 2016-01-28 | Sackett Solutions & Innovations, LLC | Real time biometric recording, information analytics and monitoring systems for behavioral health management |
WO2016028495A1 (en) | 2014-08-22 | 2016-02-25 | Sri International | Systems for speech-based assessment of a patient's state-of-mind |
WO2017083480A1 (en) | 2015-11-12 | 2017-05-18 | Avent, Inc. | Patient outcome tracking platform |
Family Cites Families (61)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6067516A (en) | 1997-05-09 | 2000-05-23 | Siemens Information | Speech and text messaging system with distributed speech recognition and speaker database transfers |
JPH11197116A (ja) | 1998-01-08 | 1999-07-27 | Mitsubishi Electric Corp | 健康管理装置 |
US6507790B1 (en) * | 1998-07-15 | 2003-01-14 | Horton, Inc. | Acoustic monitor |
US7725307B2 (en) * | 1999-11-12 | 2010-05-25 | Phoenix Solutions, Inc. | Query engine for processing voice based queries including semantic decoding |
US7062443B2 (en) | 2000-08-22 | 2006-06-13 | Silverman Stephen E | Methods and apparatus for evaluating near-term suicidal risk using vocal parameters |
US20030105638A1 (en) | 2001-11-27 | 2003-06-05 | Taira Rick K. | Method and system for creating computer-understandable structured medical data from natural language reports |
US20030115214A1 (en) | 2001-12-17 | 2003-06-19 | Nir Essar | Medical reporting system and method |
US7315821B2 (en) | 2002-01-31 | 2008-01-01 | Sanyo Electric Co., Ltd. | System and method for health care information processing based on acoustic features |
US6804654B2 (en) | 2002-02-11 | 2004-10-12 | Telemanager Technologies, Inc. | System and method for providing prescription services using voice recognition |
US7825488B2 (en) * | 2006-05-31 | 2010-11-02 | Advanced Analogic Technologies, Inc. | Isolation structures for integrated circuits and modular methods of forming the same |
US6696339B1 (en) * | 2002-08-21 | 2004-02-24 | Micron Technology, Inc. | Dual-damascene bit line structures for microelectronic devices and methods of fabricating microelectronic devices |
US20040210159A1 (en) | 2003-04-15 | 2004-10-21 | Osman Kibar | Determining a psychological state of a subject |
US9240188B2 (en) | 2004-09-16 | 2016-01-19 | Lena Foundation | System and method for expressive language, developmental disorder, and emotion assessment |
US20120277594A1 (en) | 2009-01-23 | 2012-11-01 | Pryor Timothy R | Mental health and well-being |
TW200735878A (en) | 2005-11-18 | 2007-10-01 | Astrazeneca Ab | Pharmaceutical compositions |
US8478596B2 (en) * | 2005-11-28 | 2013-07-02 | Verizon Business Global Llc | Impairment detection using speech |
WO2007070661A2 (en) * | 2005-12-13 | 2007-06-21 | Naryx Pharma, Inc. | Methods of measuring symptoms of chronic rhinosinusitis |
EP2012655A4 (en) * | 2006-04-20 | 2009-11-25 | Iq Life Inc | INTERACTIVE PATIENT MONITORING SYSTEM THAT USES VOICE RECOGNITION |
US7884727B2 (en) | 2007-05-24 | 2011-02-08 | Bao Tran | Wireless occupancy and day-light sensing |
EP2356814B1 (en) | 2008-11-07 | 2016-02-10 | Koninklijke Philips N.V. | Hospital tv/monitor display control with hierarchical access control |
US9390167B2 (en) | 2010-07-29 | 2016-07-12 | Soundhound, Inc. | System and methods for continuous audio matching |
US8494857B2 (en) | 2009-01-06 | 2013-07-23 | Regents Of The University Of Minnesota | Automatic measurement of speech fluency |
WO2010132541A2 (en) | 2009-05-14 | 2010-11-18 | University Of Delaware | Electromagnetic detection apparatus and methods |
WO2011011413A2 (en) | 2009-07-20 | 2011-01-27 | University Of Florida Research Foundation, Inc. | Method and apparatus for evaluation of a subject's emotional, physiological and/or physical state with the subject's physiological and/or acoustic data |
US9087320B2 (en) * | 2009-09-15 | 2015-07-21 | Korrio, Inc. | Sports collaboration and communication platform |
JP4876207B2 (ja) * | 2010-06-11 | 2012-02-15 | 国立大学法人 名古屋工業大学 | 認知機能障害危険度算出装置、認知機能障害危険度算出システム、及びプログラム |
US9058816B2 (en) | 2010-07-06 | 2015-06-16 | Rmit University | Emotional and/or psychiatric state detection |
US8784311B2 (en) | 2010-10-05 | 2014-07-22 | University Of Florida Research Foundation, Incorporated | Systems and methods of screening for medical states using speech and other vocal behaviors |
US20120310670A1 (en) | 2011-06-01 | 2012-12-06 | nPruv, Inc. | Systems and methods for automated informed consent |
US9055861B2 (en) | 2011-02-28 | 2015-06-16 | Samsung Electronics Co., Ltd. | Apparatus and method of diagnosing health by using voice |
US9514281B2 (en) | 2011-05-03 | 2016-12-06 | Graeme John HIRST | Method and system of longitudinal detection of dementia through lexical and syntactic changes in writing |
US9763617B2 (en) * | 2011-08-02 | 2017-09-19 | Massachusetts Institute Of Technology | Phonologically-based biomarkers for major depressive disorder |
US20130158434A1 (en) * | 2011-12-20 | 2013-06-20 | Delta Electronics, Inc. | Apparatus for voice assisted medical diagnosis |
WO2013142908A1 (en) * | 2012-03-29 | 2013-10-03 | The University Of Queensland | A method and apparatus for processing patient sounds |
US9517373B2 (en) * | 2012-07-06 | 2016-12-13 | Danny Rendon | Sprinkler head removal system and method |
US20140073993A1 (en) * | 2012-08-02 | 2014-03-13 | University Of Notre Dame Du Lac | Systems and methods for using isolated vowel sounds for assessment of mild traumatic brain injury |
WO2014062441A1 (en) | 2012-10-16 | 2014-04-24 | University Of Florida Research Foundation, Inc. | Screening for neurologial disease using speech articulation characteristics |
US20140113263A1 (en) | 2012-10-20 | 2014-04-24 | The University Of Maryland, Baltimore County | Clinical Training and Advice Based on Cognitive Agent with Psychological Profile |
US9135571B2 (en) | 2013-03-12 | 2015-09-15 | Nuance Communications, Inc. | Methods and apparatus for entity detection |
US9295423B2 (en) | 2013-04-03 | 2016-03-29 | Toshiba America Electronic Components, Inc. | System and method for audio kymographic diagnostics |
US9495646B2 (en) | 2013-06-05 | 2016-11-15 | The Trustees Of Columbia University In The City Of New York | Monitoring health of dynamic system using speaker recognition techniques |
WO2015168606A1 (en) | 2014-05-02 | 2015-11-05 | The Regents Of The University Of Michigan | Mood monitoring of bipolar disorder using speech analysis |
US20160004831A1 (en) | 2014-07-07 | 2016-01-07 | Zoll Medical Corporation | Medical device with natural language processor |
US9952685B2 (en) * | 2014-07-22 | 2018-04-24 | Logitech Europe S.A. | Input device with means for altering the operating mode of the input device |
EP3204881B1 (en) * | 2014-11-14 | 2021-05-26 | Zoll Medical Corporation | Medical premonitory event estimation |
US20160140986A1 (en) | 2014-11-17 | 2016-05-19 | Elwha Llc | Monitoring treatment compliance using combined performance indicators |
US20160135737A1 (en) | 2014-11-17 | 2016-05-19 | Elwha Llc | Determining treatment compliance using speech patterns captured during use of a communication system |
JP2018512202A (ja) | 2015-03-12 | 2018-05-17 | アキリ・インタラクティヴ・ラブズ・インコーポレイテッド | 認知能力を測定するためのプロセッサ実装システムおよび方法 |
US20160335399A1 (en) | 2015-03-16 | 2016-11-17 | Outside The Leather, Llc | System and method for a patient initiated medical interview using a voice-based medical history questionnaire |
US20160278633A1 (en) | 2015-03-23 | 2016-09-29 | International Business Machines Corporation | Monitoring a person for indications of a brain injury |
US11638550B2 (en) * | 2015-07-07 | 2023-05-02 | Stryker Corporation | Systems and methods for stroke detection |
EP3332322A4 (en) | 2015-08-06 | 2018-08-22 | Avishai Abrahami | Cognitive state alteration system integrating multiple feedback technologies |
US10127929B2 (en) * | 2015-08-19 | 2018-11-13 | Massachusetts Institute Of Technology | Assessing disorders through speech and a computational model |
EP3350806A4 (en) * | 2015-09-14 | 2019-08-07 | Cogito Corporation | SYSTEMS AND METHODS FOR IDENTIFYING HUMAN EMOTIONS AND / OR MENTAL HEALTH CONDITIONS BASED ON ANALYZES OF AUDIO INPUTS AND / OR BEHAVIORAL DATA COLLECTED FROM COMPUTING DEVICES |
US9899035B2 (en) * | 2015-11-04 | 2018-02-20 | Ioannis Kakadiaris | Systems for and methods of intelligent acoustic monitoring |
US11164596B2 (en) * | 2016-02-25 | 2021-11-02 | Samsung Electronics Co., Ltd. | Sensor assisted evaluation of health and rehabilitation |
US11404170B2 (en) | 2016-04-18 | 2022-08-02 | Soap, Inc. | Method and system for patients data collection and analysis |
US10796715B1 (en) * | 2016-09-01 | 2020-10-06 | Arizona Board Of Regents On Behalf Of Arizona State University | Speech analysis algorithmic system and method for objective evaluation and/or disease detection |
US10939821B2 (en) * | 2017-03-20 | 2021-03-09 | Applications Technology (Apptek), Llc | Systems and methods for diagnosing and analyzing concussions |
US10311980B2 (en) | 2017-05-05 | 2019-06-04 | Canary Speech, LLC | Medical assessment based on voice |
US10614689B2 (en) | 2017-09-07 | 2020-04-07 | Ridgewood Technology Partners, LLC | Methods and systems for using pattern recognition to identify potential security threats |
-
2018
- 2018-05-07 US US15/973,504 patent/US10311980B2/en active Active
- 2018-05-07 JP JP2020511874A patent/JP7208224B2/ja active Active
- 2018-05-07 EP EP18794118.2A patent/EP3619657A4/en active Pending
- 2018-05-07 JP JP2020511875A patent/JP7208977B2/ja active Active
- 2018-05-07 WO PCT/US2018/031461 patent/WO2018204935A1/en active Application Filing
- 2018-05-07 US US15/973,498 patent/US10152988B2/en active Active
- 2018-05-07 EP EP18794955.7A patent/EP3618698A4/en active Pending
- 2018-05-07 WO PCT/US2018/031460 patent/WO2018204934A1/en active Application Filing
- 2018-11-13 US US16/189,997 patent/US10896765B2/en active Active
-
2019
- 2019-05-24 US US16/422,718 patent/US11348694B2/en active Active
-
2021
- 2021-01-18 US US17/151,632 patent/US11749414B2/en active Active
-
2022
- 2022-05-30 US US17/827,970 patent/US11756693B2/en active Active
- 2022-09-21 JP JP2022149805A patent/JP2022180516A/ja active Pending
-
2023
- 2023-01-05 JP JP2023000544A patent/JP2023052224A/ja active Pending
- 2023-07-05 US US18/347,382 patent/US12051513B2/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2015107747A1 (ja) | 2014-01-17 | 2015-07-23 | 任天堂株式会社 | 情報処理システムおよび情報処理装置 |
US20160022193A1 (en) | 2014-07-24 | 2016-01-28 | Sackett Solutions & Innovations, LLC | Real time biometric recording, information analytics and monitoring systems for behavioral health management |
WO2016028495A1 (en) | 2014-08-22 | 2016-02-25 | Sri International | Systems for speech-based assessment of a patient's state-of-mind |
WO2017083480A1 (en) | 2015-11-12 | 2017-05-18 | Avent, Inc. | Patient outcome tracking platform |
Also Published As
Publication number | Publication date |
---|---|
EP3618698A1 (en) | 2020-03-11 |
US20230352194A1 (en) | 2023-11-02 |
EP3618698A4 (en) | 2021-01-06 |
US10311980B2 (en) | 2019-06-04 |
US20220293286A1 (en) | 2022-09-15 |
US20190311815A1 (en) | 2019-10-10 |
US11749414B2 (en) | 2023-09-05 |
US10896765B2 (en) | 2021-01-19 |
JP2020522028A (ja) | 2020-07-27 |
JP7208224B2 (ja) | 2023-01-18 |
US10152988B2 (en) | 2018-12-11 |
US20180322961A1 (en) | 2018-11-08 |
JP2020524310A (ja) | 2020-08-13 |
EP3619657A1 (en) | 2020-03-11 |
US20210142917A1 (en) | 2021-05-13 |
US11756693B2 (en) | 2023-09-12 |
US20190080804A1 (en) | 2019-03-14 |
JP2023052224A (ja) | 2023-04-11 |
JP2022180516A (ja) | 2022-12-06 |
EP3619657A4 (en) | 2021-02-17 |
US20180322894A1 (en) | 2018-11-08 |
US12051513B2 (en) | 2024-07-30 |
WO2018204935A1 (en) | 2018-11-08 |
US11348694B2 (en) | 2022-05-31 |
WO2018204934A1 (en) | 2018-11-08 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP7208977B2 (ja) | 音声に基づく医療評価 | |
CN108780663B (zh) | 数字个性化医学平台和系统 | |
Stipancic et al. | Minimally detectable change and minimal clinically important difference of a decline in sentence intelligibility and speaking rate for individuals with amyotrophic lateral sclerosis | |
Ballard et al. | Feasibility of automatic speech recognition for providing feedback during tablet-based treatment for apraxia of speech plus aphasia | |
US10376197B2 (en) | Diagnosing system for consciousness level measurement and method thereof | |
JP2021500209A (ja) | 生理的状態を判定するシステム及び方法 | |
US20220369976A1 (en) | Methods, systems, and devices for the diagnosis of behavioral disorders, developmental delays, and neurologic impairments | |
Tröger et al. | Telephone-based dementia screening I: automated semantic verbal fluency assessment | |
TW201327460A (zh) | 用於語音輔助醫療診斷的裝置與方法 | |
KR102533467B1 (ko) | 음성활동 평가를 이용한 기분삽화(우울삽화, 조증삽화) 조기 진단을 위한 정보 제공 방법 | |
Lim et al. | An integrated biometric voice and facial features for early detection of Parkinson’s disease | |
CN114730635A (zh) | 行为障碍、发育迟缓和神经功能缺损的有效诊断 | |
Kargarandehkordi et al. | Computer Vision Estimation of Stress and Anxiety Using a Gamified Mobile-based Ecological Momentary Assessment and Deep Learning: Research Protocol | |
US10820851B2 (en) | Diagnosing system for consciousness level measurement and method thereof | |
Davidow et al. | Stuttering frequency, speech rate, speech naturalness, and speech effort during the production of voluntary stuttering | |
Md Nor et al. | Identifying segmental and prosodic errors associated with the increasing word length effect in acquired apraxia of speech | |
US20240071412A1 (en) | Method and system for predicting a mental condition of a speaker | |
Paruchuri | ParkinSense: A Novel Approach to Remote Idiopathic Parkinson’s Disease Diagnosis, Severity Profiling, and Telemonitoring via Ensemble Learning and Multimodal Data Fusion on Webcam-Derived Digital Biomarkers | |
Karolus | Proficiency-aware systems: designing for user skill and expertise | |
Pavlopoulos et al. | An Overview of Tools and Technologies for Anxiety and Depression Management Using AI | |
WO2023062512A1 (en) | Real time evaluating a mechanical movement associated with a pronunciation of a phenome by a patient | |
Teferra | Correlates and Prediction of Generalized Anxiety Disorder from Acoustic and Linguistic Features of Impromptu Speech | |
Quach | Speech Analysis as a Decision Support System in Healthcare for Detecting Mild Traumatic Brain Injury | |
Lemkes | Speech production analyses: Characterizing typical development versus childhood apraxia of speech |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20210401 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20220621 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220921 |
|
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: 20221209 |
|
A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20230106 |
|
R150 | Certificate of patent or registration of utility model |
Ref document number: 7208977 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |