Medical Dialogues
  • Dermatology
Login Register
This site is intended for healthcare professionals only
Login Register
  • MD Brand Connect
  • Vaccine Hub
  • MDTV
    • Breaking News
    • Medical News Today
    • Health News Today
    • Latest
    • Journal Club
    • Medico Legal Update
    • Latest Webinars
    • MD Shorts
    • Health Dialogues
  • Fact Check
  • Health Dialogues
Medical Dialogues
  • Medical News & Guidelines
      • Anesthesiology
      • Cardiology and CTVS
      • Critical Care
      • Dentistry
      • Dermatology
      • Diabetes and Endocrinology
      • ENT
      • Gastroenterology
      • Medicine
      • Nephrology
      • Neurology
      • Obstretics-Gynaecology
      • Oncology
      • Ophthalmology
      • Orthopaedics
      • Pediatrics-Neonatology
      • Psychiatry
      • Pulmonology
      • Radiology
      • Surgery
      • Urology
      • Laboratory Medicine
      • Diet
      • Nursing
      • Paramedical
      • Physiotherapy
  • Health news
      • Doctor News
      • Government Policies
      • Hospital & Diagnostics
      • International Health News
      • Medical Organization News
      • Medico Legal News
      • NBE News
      • NMC News
  • Fact Check
      • Bone Health Fact Check
      • Brain Health Fact Check
      • Cancer Related Fact Check
      • Child Care Fact Check
      • Dental and oral health fact check
      • Diabetes and metabolic health fact check
      • Diet and Nutrition Fact Check
      • Eye and ENT Care Fact Check
      • Fitness fact check
      • Gut health fact check
      • Heart health fact check
      • Kidney health fact check
      • Medical education fact check
      • Men's health fact check
      • Respiratory fact check
      • Skin and hair care fact check
      • Vaccine and Immunization fact check
      • Women's health fact check
  • AYUSH
    • Ayurveda
    • Homeopathy
    • Siddha
    • Unani
    • Yoga
  • State News
      • Andaman and Nicobar Islands
      • Andhra Pradesh
      • Arunachal Pradesh
      • Assam
      • Bihar
      • Chandigarh
      • Chattisgarh
      • Dadra and Nagar Haveli
      • Daman and Diu
      • Delhi
      • Goa
      • Gujarat
      • Haryana
      • Himachal Pradesh
      • Jammu & Kashmir
      • Jharkhand
      • Karnataka
      • Kerala
      • Ladakh
      • Lakshadweep
      • Madhya Pradesh
      • Maharashtra
      • Manipur
      • Meghalaya
      • Mizoram
      • Nagaland
      • Odisha
      • Puducherry
      • Punjab
      • Rajasthan
      • Sikkim
      • Tamil Nadu
      • Telangana
      • Tripura
      • Uttar Pradesh
      • Uttrakhand
      • West Bengal
  • Medical Education
      • Ayush Education News
      • Dentistry Education News
      • Medical Admission News
      • Medical Colleges News
      • Medical Courses News
      • Medical Universities News
      • Nursing education News
      • Paramedical Education News
      • Study Abroad
  • Industry
      • Health Investment News
      • Health Startup News
      • Medical Devices News
      • Pharma News
      • Pharmacy Education News
      • Industry Perspective
  • MDTV
      • Health Dialogues MDTV
      • Health News today MDTV
      • Latest Videos MDTV
      • Latest Webinars MDTV
      • MD shorts MDTV
      • Medical News Today MDTV
      • Medico Legal Update MDTV
      • Top Videos MDTV
      • Health Perspectives MDTV
      • Journal Club MDTV
      • Medical Dialogues Show
This site is intended for healthcare professionals only
LoginRegister
Medical Dialogues
LoginRegister
  • Home
  • Medical news & Guidelines
    • Anesthesiology
    • Cardiology and CTVS
    • Critical Care
    • Dentistry
    • Dermatology
    • Diabetes and Endocrinology
    • ENT
    • Gastroenterology
    • Medicine
    • Nephrology
    • Neurology
    • Obstretics-Gynaecology
    • Oncology
    • Ophthalmology
    • Orthopaedics
    • Pediatrics-Neonatology
    • Psychiatry
    • Pulmonology
    • Radiology
    • Surgery
    • Urology
    • Laboratory Medicine
    • Diet
    • Nursing
    • Paramedical
    • Physiotherapy
  • Health news
    • Doctor News
    • Government Policies
    • Hospital & Diagnostics
    • International Health News
    • Medical Organization News
    • Medico Legal News
    • NBE News
    • NMC News
  • Fact Check
    • Bone Health Fact Check
    • Brain Health Fact Check
    • Cancer Related Fact Check
    • Child Care Fact Check
    • Dental and oral health fact check
    • Diabetes and metabolic health fact check
    • Diet and Nutrition Fact Check
    • Eye and ENT Care Fact Check
    • Fitness fact check
    • Gut health fact check
    • Heart health fact check
    • Kidney health fact check
    • Medical education fact check
    • Men's health fact check
    • Respiratory fact check
    • Skin and hair care fact check
    • Vaccine and Immunization fact check
    • Women's health fact check
  • AYUSH
    • Ayurveda
      • Ayurveda Giuidelines
      • Ayurveda News
    • Homeopathy
      • Homeopathy Guidelines
      • Homeopathy News
    • Siddha
      • Siddha Guidelines
      • Siddha News
    • Unani
      • Unani Guidelines
      • Unani News
    • Yoga
      • Yoga Guidelines
      • Yoga News
  • State News
    • Andaman and Nicobar Islands
    • Andhra Pradesh
    • Arunachal Pradesh
    • Assam
    • Bihar
    • Chandigarh
    • Chattisgarh
    • Dadra and Nagar Haveli
    • Daman and Diu
    • Delhi
    • Goa
    • Gujarat
    • Haryana
    • Himachal Pradesh
    • Jammu & Kashmir
    • Jharkhand
    • Karnataka
    • Kerala
    • Ladakh
    • Lakshadweep
    • Madhya Pradesh
    • Maharashtra
    • Manipur
    • Meghalaya
    • Mizoram
    • Nagaland
    • Odisha
    • Puducherry
    • Punjab
    • Rajasthan
    • Sikkim
    • Tamil Nadu
    • Telangana
    • Tripura
    • Uttar Pradesh
    • Uttrakhand
    • West Bengal
  • Medical Education
    • Ayush Education News
    • Dentistry Education News
    • Medical Admission News
    • Medical Colleges News
    • Medical Courses News
    • Medical Universities News
    • Nursing education News
    • Paramedical Education News
    • Study Abroad
  • Industry
    • Health Investment News
    • Health Startup News
    • Medical Devices News
    • Pharma News
      • CDSCO (Central Drugs Standard Control Organisation) News
    • Pharmacy Education News
    • Industry Perspective
  • Home
  • Radiology
  • Radiology News
  • AI tool improves X-ray...

AI tool improves X-ray diagnosis of knee osteoarthritis: Study

Written By : Medha Baranwal |Medically Reviewed By : Dr. Kamal Kant Kohli Published On 2022-03-31T09:00:00+05:30  |  Updated On 31 March 2022 9:00 AM IST
AI tool improves X-ray diagnosis of knee osteoarthritis: Study
  • facebook
  • twitter
  • linkedin
  • whatsapp
  • Telegram
  • Email

Denmark: An artificial intelligence (AI) tool in a recent study published in the European Journal of Radiology, was shown to perform as well as radiologists for diagnosing the severity of knee osteoarthritis on x-rays, and it could be useful in real-world clinical settings.

Knee osteoarthritis (KOA) is the most common joint disorder that affects 300 million worldwide. Symptoms include loss of function, pain, and disability. Weight loss, exercise, and pain medication are the central pillars of therapy, with unilateral or total knee replacement being an option for some patients with end-stage KOA. KOA diagnosis is mainly clinical but in clinical guidelines, weight-bearing radiography of the knee is recommended. The radiograph is especially valuable for evaluating surgical candidacy.

Against the above background, M.W. Brejneboel, Department of Radiology, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark, and colleagues aimed to externally validate an AI tool (RBknee, Radiobotics, Denmark) for radiographic knee osteoarthritis severity classification on a clinical dataset in a retrospective, consecutive patient sample, external validation study.

The study used weight-bearing, non-fixed-flexion posterior-anterior knee radiographs from a clinical production PACS. The index test was ordinal Kellgren-Lawrence grading by an AI tool, two musculoskeletal radiology consultants, two reporting technologists, and two resident radiologists. All readers repeated grading after at least four weeks. Reference test was the consensus of the two consultants.

Quadratic weighted kappa was the primary outcome. Ordinal weighted accuracy, multiclass accuracy, and F1-score were the secondary outcomes.

The study retrospectively included 50 consecutive patients between September 24 2019 and October 22, 2019 (3 excluded) totaling 99 knees (1 excluded).

Salient findings of the study include:

  • Quadratic weighted kappa for the AI tool and the consultant consensus was 0.88 CI95%.
  • Agreement between the consultants was 0.89 CI95%.
  • Intra-rater agreements for the consultants were 0.96 CI95% and 0.94 CI95% respectively.
  • For the AI tool, it was 1 CI95%.
  • For the AI tool, ordinal weighted accuracy was 97.8% CI95%.
  • Average multiclass accuracy and F1-score were 84% CI95% and 0.67 CI95%.

The authors wrote, "we found that the tool achieved a similar and almost perfect agreement with the musculoskeletal radiology consultant consensus matching the inter-reader agreement between consultants."

"Our findings support the use of the tool for decision-aid in daily clinical knee osteoarthritis reporting," they concluded.

Reference:

The study titled, "External Validation of an Artificial Intelligence Tool for Radiographic Knee Osteoarthritis Severity Classification," was published in the European Journal of Radiology.

DOI: https://doi.org/10.1016/j.ejrad.2022.110249

KEYWORDS: European Journal of Radiology, artificial intelligence, knee osteoarthritis, AI, M W Brejneboel, radiography

European Journal of Radiologyartificial intelligenceknee osteoarthritis
Source : European Journal of Radiology
Medha Baranwal
Medha Baranwal

    MSc. Biotechnology

    Dr. Kamal Kant Kohli
    Dr. Kamal Kant Kohli

    Dr Kamal Kant Kohli-MBBS, DTCD- a chest specialist with more than 30 years of practice and a flair for writing clinical articles, Dr Kamal Kant Kohli joined Medical Dialogues as a Chief Editor of Medical News. Besides writing articles, as an editor, he proofreads and verifies all the medical content published on Medical Dialogues including those coming from journals, studies,medical conferences,guidelines etc. Email: drkohli@medicaldialogues.in. Contact no. 011-43720751

    Show Full Article
    Next Story

    Editorial

    ABYSS Trial Finds Elevated BP, HR & Deleterious CV Outcomes After Beta blocker Withdrawal Post-MI: EuroPCR 2025 Update

    ABYSS Trial Finds Elevated BP, HR & Deleterious CV Outcomes After Beta blocker Withdrawal Post-MI:...

    Aspirin Use in Male Smokers Aged 40-45 Years with Hypertension: Identifying the Ideal Candidates

    Aspirin Use in Male Smokers Aged 40-45 Years with Hypertension: Identifying the Ideal Candidates

    National Consensus 2025 on Role of Bisoprolol Across CV Continuum in Women: Top 10 Takeaways

    National Consensus 2025 on Role of Bisoprolol Across CV Continuum in Women: Top 10 Takeaways

    Relevance of Pioglitazone in Indian T2DM Care Continuum

    Relevance of Pioglitazone in Indian T2DM Care Continuum

    Azmarda Outperforms Generic Sacubitril/Valsartan in HFrEF Management, says new study

    Azmarda Outperforms Generic Sacubitril/Valsartan in HFrEF Management, says new study

    View All

    Journal Club Today

    AI vs. Clinicians: Study Explores the Future of Diagnosing in Healthcare

    AI vs. Clinicians: Study Explores the Future of Diagnosing in Healthcare

    View All

    Health News Today

    Health Bulletin 05/June/2025

    Health Bulletin 05/June/2025

    View All
    © 2022 All Rights Reserved.
    Powered By: Hocalwire
    X
    We use cookies for analytics, advertising and to improve our site. You agree to our use of cookies by continuing to use our site. To know more, see our Cookie Policy and Cookie Settings.Ok