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Clinical Trials/CTRI/2024/05/067432
CTRI/2024/05/067432Not yet recruitingNot Applicable

An exploratory study to predict recurrence of papillary thyroid carcinoma using clinico‑pathological factors with different machine learning algorithms in a tertiary care hospital

DR Reena Patil1 site in 1 country427 target enrollmentStarted: May 27, 2024Last updated:

Trial Snapshot

Phase
Not Applicable
Status
Not yet recruiting
Sponsor
Enrollment
427
Locations
1
Primary Endpoint
Train ML model to forecast papillary thyroid cancer recurrence effectively.

Study Overview

Brief Summary

·        The data will be collected from the Nuclear Medicine department and Medical Records Department at Kasturba Hospital and extracted into a spreadsheet.

·        Following data extraction, data preprocessing is done to address the missing values or inconsistencies in the dataset.

·        After preprocessing the data, feature selection task will be carried out.

·        The extracted data will then be split into separate training and testing datasets.

·        Appropriate machine learning algorithms will be selected based on the features chosen from the dataset.

·        The model will be trained using the training dataset to learn patterns and relationships in the data.

·        After training, the model’s performance will be assessed using the validation dataset to ensure its accuracy.

Study Design

Study Type
Observational

Eligibility Criteria

Ages
1.00 Year(s) to 99.00 Year(s) (—)
Sex
All

Inclusion Criteria

  • Records of the patients diagnosed with papillary thyroid carcinoma.

Exclusion Criteria

  • Records of papillary thyroid carcinoma patients without Stimulated Thyroglobulin (Tg) values.

Outcomes

Primary Outcomes

Train ML model to forecast papillary thyroid cancer recurrence effectively.

Time Frame: Baseline

To pinpoint high-risk variables for papillary thyroid cancer recurrence.

Time Frame: Baseline

Secondary Outcomes

No secondary outcomes reported

Investigators

Sponsor
DR Reena Patil
Sponsor Class
Other [Self ( DR Reena Patil)]
Responsible Party
Principal Investigator
Principal Investigator

DR Reena Patil

Manipal college of Health Professions

Study Sites (1)

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