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Not yet recruitingNCT07767565Updated Aug 17, 2026

Research on the Development and Validation of Personalized Exercise Prescription System for Breast Cancer Patients Based on Large Language Models

An observational study in Breast Cancer and Exercise and Recovery, sponsored by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University. Not yet recruiting at 1 site in China. Open to participants aged 18 Years to 75 Years. Per ClinicalTrials.gov, last updated 2026-08-17.

Sponsored by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University · Observational

Study type
Observational
Model
Cohort
Time perspective
Prospective
Enrollment
40
Ages
18 Years to 75 Years
Sex
All
01

Where this study stands

Counted across the records on this site · 2026-11-12

Among 100 studies in Breast Neoplasms by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University — 62 open to participants now, 70 under way, 18 of them phase 3. Breast Neoplasms · Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University.

Planned enrollment
27th of 29
40 · median 220
Started
2026
with 13 others
Observational
29 of 100
14 open now
Primary completion
2027-07
later than 35 of 69 live
Registered
96th of 100
by date

Among the 100 studies in Breast Neoplasms by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, this one is the 27th largest by planned enrollment of the 29 observational ones, is one of 14 that started in 2026, is one of 29 observational ones, reaches primary completion later than 35 of the 69 other live ones, and was the 96th registered.

By phase

100 studies; the count open now beside each. This study's row is marked.

Observationalthis study29 · 14 open
Phase 223 · 13 open
No phase20 · 13 open
Phase 317 · 14 open
Phase 14 · 3 open
Phase 1/24 · 3 open
Phase 42 · 1 open
Phase 2/31 · 1 open

By the year they started

First in 2011; this study’s year is marked. 14 started in 2026.

Size and results

Median enrollment 170 across the 71 interventional studies, 220 across the 29 observational. Of the 11 that completed or were terminated, 0 (0%) have results posted.

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Watch this landscapeDownload CSVWith an account: a weekly mail of what changed among 100 studies in Breast Neoplasms by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, or all of them as a file.
02

Study summary

The goal of this observational study is to develop and evaluate a large language model (LLM)-based decision support system for exercise prescription in breast cancer patients, aiming to provide personalized decision-making support for postoperative breast cancer rehabilitation.

The main questions it aims to answer are:

How accurate, personalized, and safe are the exercise prescriptions generated by the fine-tuned LLM? How does the model's performance compare with other mainstream or non-fine-tuned models across different stages and subtypes of breast cancer? Participants are postoperative breast cancer rehabilitation patients treated at Sun Yat-sen Memorial Hospital of Sun Yat-sen University. They will have demographic, tumor, treatment, and physical fitness data collected; receive personalized exercise prescriptions automatically generated by the LLM-based system; and provide subjective evaluations on the feasibility and executability of the prescriptions.

03

Conditions studied

  • Breast Cancer
  • Exercise and Recovery
04

Who can participate

Ages eligible
18 Years to 75 Years
Sexes eligible
All
Accepts healthy volunteers
No
Sampling method
Non-probability sample

Study population

Patients with breast cancer who have completed primary surgery and entered the postoperative rehabilitation stage at Sun Yat-sen Memorial Hospital, Sun Yat-sen University (Guangzhou, China).All participants receive individualized exercise prescriptions generated by large language models under physician supervision and approval, and their feedback on the feasibility of these prescriptions is collected.

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Adult patients aged 18-75 years with early-stage breast cancer who have undergone surgical treatment, such as mastectomy or breast-conserving surgery.
  • The patients had clear clinical diagnosis and complete electronic medical record information (including demographic information, tumor stage and classification, treatment history, physical performance evaluation data, etc.).

Exclusion criteria

Exclusion Criteria:

  • Presence of severe postoperative complications or comorbidities (e.g., uncontrolled cardiac or pulmonary disease) that may interfere with participation in rehabilitation or pose a safety risk.
05

Study design

Observational model
Cohort
Time perspective
Prospective
Enrollment
40 participants (estimated)
Target follow-up
6 Months
Patient registry
Yes

Groups and cohorts

  • Postoperative breast cancer patients receiving LLM-based exercise prescription evaluation

    Postoperative breast cancer patients at Sun Yat-sen Memorial Hospital will have clinical and physical data collected. Each patient receives an exercise prescription generated by a fine-tuned large language model (LLM)-based decision support system and provides feedback on its feasibility.

06

What researchers measure

Primary outcomes

  1. Overall Quality Score of Exercise Prescriptions Based on a Five-Dimensional Expert Evaluation Framework

    Each exercise prescription will be independently evaluated by six multidisciplinary experts across five dimensions: scientific rationale, personalization, comprehensiveness, safety, and feasibility. Each dimension will be rated on a 5-point Likert scale from 1 to 5. The five dimension scores will be summed to generate an overall quality score ranging from 5 to 25, with higher scores indicating better overall prescription quality. For each prescription, the mean overall score across the six experts will be used for analysis.

    Time frame: From enrollment to completion of prescription evaluation at 1 week

Secondary outcomes

  1. Subgroup-Specific Scientific Rationale and Safety Scores of Model-Generated Exercise Prescriptions

    Model performance will be evaluated across predefined subgroups based on age, breast cancer stage, molecular subtype, surgical procedure, and treatment modality. Scientific rationale and safety will each be rated on a 1-5 Likert scale, with higher scores indicating better performance. Differences across models and subgroups will be assessed using two-way ANOVA or generalized linear models, including interaction terms between model type and patient characteristics.

    Time frame: From enrollment to completion of prescription evaluation at 1 week

07

Study locations

1 site
08

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reachedSimilar studies: half by the dot; the band is the middle halfHalf of similar studies reached it by the dot; the band is the middle half, from a quarter to three quarters

Start is estimated for Sep 2026; primary completion for Jul 2027, 9 months later.

Of 1,191 non-industry observational studies under Breast Neoplasms, half reached primary completion within 58 months of starting (the median), counting those still running; a quarter within 25 and three quarters within 139. This study's planned 9 months is below that.

Counting every sponsor, half of 1,380 studies reached it within 55 months; a quarter within 25 and three quarters within 126.

How these figures are worked out, and which studies are left out of them.

Registered
Aug 11, 2026
First posted
Aug 17, 2026
StartEst.
Sep 15, 2026
Primary completionEst.
Jul 1, 2027
CompletionEst.
Dec 31, 2027
Last update
Aug 17, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Aug 17, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
09

Registry details

Key details

Study ID
NCT07767565
Responsible party
Sponsor
First posted
Aug 17, 2026
Start date
Sep 15, 2026 (estimated)
Primary completion
Jul 1, 2027 (estimated)
Completion
Dec 31, 2027 (estimated)
Last update
Aug 17, 2026

Oversight

Data monitoring committee
Yes
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is not yet recruiting, as verified in Aug 2026. You cannot join it, but the record below documents what was studied.

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