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

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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
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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
WO2021188079A2 (en
WO2021188079A4 (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

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Classifications

    • 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
    • A61B5/4824—Touch or pain perception evaluation
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2503/00—Evaluating a particular growth phase or type of persons or animals
    • A61B2503/04—Babies, e.g. for SIDS detection
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/02—Detecting, 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
    • A61B5/0205—Simultaneously evaluating both cardiovascular conditions and different types of body conditions, e.g. heart and respiratory condition
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/02—Detecting, 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
    • A61B5/021—Measuring pressure in heart or blood vessels
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/02—Detecting, 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
    • A61B5/024—Detecting, measuring or recording pulse rate or heart rate
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/08—Detecting, measuring or recording devices for evaluating the respiratory organs
    • A61B5/0816—Measuring devices for examining respiratory frequency
    • 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
    • A61B5/1126—Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb using a particular sensing technique
    • A61B5/1128—Measuring 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
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/145—Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/14542—Measuring 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
    • 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

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)

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

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