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To explore the prediction of OBL by deep learning model in SMILE surgery
The DL model was used to predict the OBL area during SMILE surgery by identifying the corneal full-view images before laser scanning. The DL model developed may assist surgeons to predict the possible OBL area of patients in advance, so as to adjust some surgical parameters and reduce the formation of OBL, which can avoid negative effects on surgeons' operation and patients' postoperative visual recovery, which has important practical significance.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Eyes with SMILE surgeries | Eyes with SMILE surgeries which were performed by three surgeons with different experiences. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Small incision lenticule extraction | Procedure | Small incision lenticule extraction surgeries performed by two Refractive surgery experts (Refractive surgery expert 1: YYF, Associate Professor with 10 years of experience as a refractive surgeon; Refractive surgery expert 2: GF, Associate Professor with 5 years of experience as a refractive surgeon) and a Attending ophthalmologist (XJ, Attending ophthalmologist with 1 year of experience as a refractive surgeon). |
| Measure | Description | Time Frame |
|---|---|---|
| The area of patients with opaque bubble layer in the SMILE surgeries | The area of patients with opaque bubble layer were observed during the SMILE surgeries. | Day 0 |
| Measure | Description | Time Frame |
|---|---|---|
| Deep learning model | Predictive performance of deep learning model on the OBL in SMILE surgeries. | Day 0 |
| ResNet model | Predictive performance of ResNet model on the OBL in SMILE surgeries. |
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Inclusion Criteria:
Exclusion Criteria:
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Patients from clinics in ophthalmic center of the second Affiliated Hospital of Nanchang University
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| The Second Affiliated Hospital of Nanchang University | Nanchang | Jiangxi | 330000 | China |
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| ID | Term |
|---|---|
| D009216 | Myopia |
| D012904 | Smiling |
| ID | Term |
|---|---|
| D012030 | Refractive Errors |
| D005128 | Eye Diseases |
| D005149 | Facial Expression |
| D009633 | Nonverbal Communication |
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| Day 0 |
| Vgg19 model | Predictive performance of Vgg model on the OBL in SMILE surgeries. | Day 0 |
| U-net model | Predictive performance of U-net model on the OBL in SMILE surgeries. | Day 0 |
| D003142 |
| Communication |
| D001519 | Behavior |