WO2021188079A3 - An artificial intelligence method to ensure the assessment the level of comfort and pain of babies - Google Patents

An artificial intelligence method to ensure the assessment the level of comfort and pain of babies Download PDF

Info

Publication number
WO2021188079A3
WO2021188079A3 PCT/TR2021/050207 TR2021050207W WO2021188079A3 WO 2021188079 A3 WO2021188079 A3 WO 2021188079A3 TR 2021050207 W TR2021050207 W TR 2021050207W WO 2021188079 A3 WO2021188079 A3 WO 2021188079A3
Authority
WO
WIPO (PCT)
Prior art keywords
artificial intelligence
pain
comfort
level
assessment
Prior art date
Application number
PCT/TR2021/050207
Other languages
French (fr)
Other versions
WO2021188079A4 (en
WO2021188079A2 (en
Inventor
Ayfer AÇIKGÖZ
Deniz YİĞİT
Özer ÇELİK
Original Assignee
Eski̇şehi̇r Osmangazi̇ Üni̇versi̇tesi̇
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Eski̇şehi̇r Osmangazi̇ Üni̇versi̇tesi̇ filed Critical Eski̇şehi̇r Osmangazi̇ Üni̇versi̇tesi̇
Publication of WO2021188079A2 publication Critical patent/WO2021188079A2/en
Publication of WO2021188079A3 publication Critical patent/WO2021188079A3/en
Publication of WO2021188079A4 publication Critical patent/WO2021188079A4/en

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/48Other medical applications
    • A61B5/4824Touch or pain perception evaluation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2503/00Evaluating a particular growth phase or type of persons or animals
    • A61B2503/04Babies, e.g. for SIDS detection
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/0205Simultaneously evaluating both cardiovascular conditions and different types of body conditions, e.g. heart and respiratory condition
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/021Measuring pressure in heart or blood vessels
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/024Detecting, measuring or recording pulse rate or heart rate
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/08Detecting, measuring or recording devices for evaluating the respiratory organs
    • A61B5/0816Measuring devices for examining respiratory frequency
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/103Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
    • A61B5/11Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb
    • A61B5/1126Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb using a particular sensing technique
    • A61B5/1128Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb using a particular sensing technique using image analysis
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/14542Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue for measuring blood gases
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/72Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235Details of waveform analysis
    • A61B5/7264Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A61B5/7267Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Psychiatry (AREA)
  • Pain & Pain Management (AREA)
  • Hospice & Palliative Care (AREA)
  • Pathology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Medical Informatics (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)

Abstract

This invention is about an artificial intelligence method developed to automatically determine of the level of comfort and pain of babies and enables the assessment of comfort levels and pain levels of newborn babies and its characteristic is; being consisted of a data module (1) where to obtain data sets such as image, sound, heart rate, oxygen saturation, blood pressure, respiration rate from newborn babies, an artificial intelligence module (2) where obtained records are processed with artificial intelligence algorithms, a comfort assessment module (2.1) where the comfort level of artificial intelligence results is showed and a pain assessment module (2.2) where the pain level of artificial intelligence results is showed.
PCT/TR2021/050207 2020-03-16 2021-03-09 An artificial intelligence method to ensure the assessment the level of comfort and pain of babies WO2021188079A2 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
TR2020/04031 2020-03-16
TR202004031 2020-03-16

Publications (3)

Publication Number Publication Date
WO2021188079A2 WO2021188079A2 (en) 2021-09-23
WO2021188079A3 true WO2021188079A3 (en) 2021-12-30
WO2021188079A4 WO2021188079A4 (en) 2022-02-03

Family

ID=77771170

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/TR2021/050207 WO2021188079A2 (en) 2020-03-16 2021-03-09 An artificial intelligence method to ensure the assessment the level of comfort and pain of babies

Country Status (1)

Country Link
WO (1) WO2021188079A2 (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117694837B (en) * 2023-12-29 2024-07-05 中国人民解放军陆军军医大学第二附属医院 Visual pain assessment reporting system

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170135631A1 (en) * 2007-11-14 2017-05-18 Medasense Biometrics Ltd. System and method for pain monitoring using a multidimensional analysis of physiological signals
CN107392109A (en) * 2017-06-27 2017-11-24 南京邮电大学 A kind of neonatal pain expression recognition method based on deep neural network

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170135631A1 (en) * 2007-11-14 2017-05-18 Medasense Biometrics Ltd. System and method for pain monitoring using a multidimensional analysis of physiological signals
CN107392109A (en) * 2017-06-27 2017-11-24 南京邮电大学 A kind of neonatal pain expression recognition method based on deep neural network

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
"Pattern Recognition : 5th Asian Conference, ACPR 2019, Auckland, New Zealand, November 26–29, 2019, Revised Selected Papers, Part II", vol. 10270, 1 June 2017, SPRINGER INTERNATIONAL PUBLISHING, Cham, ISBN: 978-3-030-41298-2, ISSN: 0302-9743, article ZAMZMI GHADA, PAI CHIH-YUN, GOLDGOF DMITRY, KASTURI RANGACHAR, SUN YU, ASHMEADE TERRI: "Automated Pain Assessment in Neonates : 20th Scandinavian Conference, SCIA 2017, Tromsø, Norway, June 12–14, 2017, Proceedings, Part II", pages: 350 - 361, XP055891631, DOI: 10.1007/978-3-319-59129-2_30 *

Also Published As

Publication number Publication date
WO2021188079A4 (en) 2022-02-03
WO2021188079A2 (en) 2021-09-23

Similar Documents

Publication Publication Date Title
US20200077899A1 (en) Systems and methods for variable filter adjustment by heart rate metric feedback
Martin et al. In-ear audio wearable: Measurement of heart and breathing rates for health and safety monitoring
Röddiger et al. Sensing with earables: A systematic literature review and taxonomy of phenomena
US20170071532A1 (en) Method and Apparatus for Encouraging Physiological Change Through Physiological Control of Wearable Auditory and Visual Interruption Device
WO2021188079A3 (en) An artificial intelligence method to ensure the assessment the level of comfort and pain of babies
US11635816B2 (en) Information processing apparatus and non-transitory computer readable medium
JP2023517062A (en) Systems and methods for detecting intentional leak characteristic curves of respiratory therapy devices
JP2023537335A (en) System and method for determining movement during respiratory therapy
Hyams et al. Facial baroparesis secondary to middle-ear over-pressure: a rare complication of scuba diving
EP4287944A1 (en) A method for providing an early warning score by means of a wearable system comprising an ear-worn device
JP2005034484A (en) Sound reproduction device, image reproduction device, and image and sound reproduction method
Magnuson et al. Diagnosis and management of eustachian tube malfunction
US3368551A (en) Method for correcting subvocalization
Harbert et al. Sudden deafness with complete recovery
Hewlett et al. Coarse auricular fibrillation in man
CN113473288A (en) Intelligent earphone, method and device for relieving emotional stress and medium
WO2020260942A1 (en) Assessing responses to sensory events and performing treatment actions based thereon
Kline Increased tolerance to severe anoxia on carbon dioxide administration
US20220071556A1 (en) System and Method for Providing Biofeedback Controls to Various Media Based Upon the Remote Monitoring of Life Signs
US20240196138A1 (en) Operating a hearing device to assist the user in engaging in a healthy living style
St Clair A Note on the Guilt of Oedipus
US20170151398A1 (en) Systems with control mechanism for negative pressure and positive pressure for optimization of ventilation, central hemodynamics, and vital organ perfusion
KR20230033229A (en) A doll type smart care device for demented patient
JP2018056744A (en) Apparatus controller and apparatus control method
Albela et al. O07 Faceless PHACES.

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 21771377

Country of ref document: EP

Kind code of ref document: A2

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 21771377

Country of ref document: EP

Kind code of ref document: A2