Unique ID issued by UMIN | UMIN000040494 |
---|---|
Receipt number | R000046208 |
Scientific Title | Diagnosing anaemia from digital images of the palpebral conjunctiva by machine learning |
Date of disclosure of the study information | 2020/06/01 |
Last modified on | 2022/11/23 10:44:39 |
Diagnosing anaemia from digital images of the palpebral conjunctiva by machine learning
Diagnosing anaemia from digital images of the palpebral conjunctiva by machine learning
Diagnosing anaemia from digital images of the palpebral conjunctiva by machine learning
Diagnosing anaemia from digital images of the palpebral conjunctiva by machine learning
Japan |
anemia
Medicine in general | Hematology and clinical oncology |
Others
NO
In this cross-sectional study, we aim to assess the reliability of machine learning for digital image of palpable conjunctiva as predictive marker of anemia. The setting is the outpatient department and general internal medicine department of Dokkyo Medical University, a tertiary university hospital, Tochigi, Japan.
Efficacy
The primary study outcome is a diagnostic accuracies (sensitivity, specificity, positive predictive value, negative predictive value and ROC curve by cross validation etc) of predictive hemoglobin from machine learning for digital image of palpebral conjunctiva. The reference standard is the patient's serum hemoglobin.
The difference of the primary study outcome and the doctor's predictive value for the patient's serum hemoglobin
Observational
20 | years-old | <= |
Not applicable |
Male and Female
This study's participants will consist of patients who are performed the laboratory test to Outpatient department and general internal medicine department of Dokkyo Medical University, from May 2020 to April 2021.
1. Those who cannot get digital image of palpebral conjunctiva.
2. Those who do not consent to participate in this study.
800
1st name | Takanobu |
Middle name | |
Last name | Hirosawa |
Dokkyo Medical University
Department of Diagnostic and Generalist Medicine
321-0293
880 Kitakobayashi, Mibu-cho, Shimotsuga-gun, Tochigi
0282-86-1111
hirosawa@dokkyomed.ac.jp
1st name | Takanobu |
Middle name | |
Last name | Hirosawa |
Dokkyo Medical University
Department of Diagnostic and Generalist Medicine
321-0293
880 Kitakobayashi, Mibu-cho, Shimotsuga-gun, Tochigi
0282-86-1111
hirosawa@dokkyomed.ac.jp
Dokkyo Medical University, Department of Diagnostic and Generalist Medicine
self funding
Self funding
The Ethics Committee of Dokkyo Medical University
880 Kitakobayashi, Mibu-cho, Shimotsuga-gun, Tochigi
0282-86-1111
r-kenkyu@dokkyomed.ac.jp
NO
2020 | Year | 06 | Month | 01 | Day |
Unpublished
Terminated
2020 | Year | 05 | Month | 02 | Day |
2020 | Year | 05 | Month | 02 | Day |
2020 | Year | 05 | Month | 02 | Day |
2022 | Year | 12 | Month | 31 | Day |
The following information will be gathered from medical chart review
- age
- gender
- chief complain
- ethnic
- medical history until 2 weeks before (dyspnea, anorexia, body weight loss, fever, cold sweat, melena, blood stool, hematemesis)
- past medical history (congestive heart failure, ischemic heart disease, syncope, deep venous thrombosis, pulmonary embolism, pneumonia, gastrointestinal bleeding, cirrhosis and other liver diseases, diarrhea, transients ischemic attack, stroke, seizure, diabetic ketoacidosis, sepsis, HIV, tuberculosis and other infection, hematologic malignancy, thalassemia, kidney disfunction, collagen diseases, annual health check-up, hypertension, hyperlipidemia, diabetes, optic diseases, etc)
- blood infusion until 2 weeks before
- eye drops
- smoking history
- vital sign (blood pressure, heart rate, body temperature, respiratory rate, SpO2)
- laboratory data (Hb, Hct, RBC, MCV, MCH, MCHC, RDW, reticulocyte, rouleaux formation, WBC, platelet, CRP, ESR, lactate, Cre, BUN, AST, ALT, T-bil, Fe, TIBC, UIBC, ferritin, folate acid, vitamin B12, urinary test)
- final diagnosis
The following information will be gathered for this study
- digital image of palpebral conjunctiva
- predictive serum hemoglobin by doctor before laboratory data
- doctor's post graduate year
2020 | Year | 05 | Month | 22 | Day |
2022 | Year | 11 | Month | 23 | Day |
Value
https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000046208