| id |
bb21b439-9974-441f-9bf9-bdb5693d16ea |
| user_id |
8684964a-bab1-4235-93a8-5fd5e24a1d0a |
| job_id |
atmaowak-0526 |
| base_model_name |
xevyo |
| base_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| model_name |
Healthy lifestyle |
| model_desc |
Healthy lifestyle and life expectancy with |
| model_path |
/home/sid/tuning/finetune/backend/output/atmaowak- /home/sid/tuning/finetune/backend/output/atmaowak-0526/merged_fp16_hf... |
| source_model_name |
xevyo |
| source_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| source_job_id |
xevyo-base-v1 |
| dataset_desc |
This scientific study investigates how healthy lif This scientific study investigates how healthy lifestyle behaviors in midlife influence life expectancy, both with and without major chronic diseases, over a 20-year period. The research uses data from 57,053 Danish adults aged 50–69 years from the well-known Diet, Cancer and Health cohort.
The authors aim to understand how everyday lifestyle choices shape long-term health, disease onset, multimorbidity, and healthcare use.
🔑 Purpose of the Study
The study asks:
How does a combined healthy lifestyle score relate to:
Life expectancy free of major chronic diseases
Life expectancy with disease
Multimorbidity (2+ simultaneous chronic illnesses)
Days of hospitalization over 20 years?
It quantifies how much longer and healthier people live as their lifestyle improves.
🧪 How the Study Was Conducted
Population
57,053 men and women, ages 50–69
Denmark, followed for up to 21.5 years
Free of major disease at the start (1997)
Lifestyle Health Score (0–9 points)
Based on 5 behavioral factors:
Smoking (0–2 points)
Sport activity (0–1 point)
Alcohol intake (0–2 points)
Diet quality (0–2 points)
Waist circumference (0–2 points)
A higher score = healthier lifestyle.
Diseases included
Participants were tracked for the development of:
Cancer
Type 2 diabetes
Stroke
Heart disease
Dementia
COPD
Asthma
Follow-up outcomes
Life expectancy without disease
Life expectancy with disease
Time with one disease and multi-disease
Hospitalization days
📊 Key Findings (Perfect Summary)
🟢 1. Healthy behavior significantly extends disease-free life
For 65-year-old participants, each 1-point increase in the health score resulted in:
+0.83 years of disease-free life for men
+0.86 years for women
People with the highest score (9) lived ~7.5 more years disease-free compared to those with the lowest score (0).
🔴 2. Healthy lifestyle reduces the years lived with chronic disease
For each 1-point increase in health score:
Men: –0.18 years with disease
Women: –0.37 years with disease
Women gained the most reduction.
🔵 3. Multimorbidity drops sharply with higher health scores
Among 65-year-olds:
Men with a low score spent 16.8% of life with 2+ diseases
Men with high scores spent only 3.6%
The pattern is similar in women.
Healthy lifestyle greatly compresses time lived with multiple illnesses.
🟣 4. Healthy lifestyle dramatically cuts hospitalization days
For 65-year-old men:
Score 0 → 6.1 days/year in the hospital
Score 9 → 2.4 days/year
For women:
Score 0 → 5.5 days/year
Score 9 → 2.5 days/year
Healthier behaviors = less burden on healthcare systems.
🔥 Which behavior mattered most?
1. Smoking (largest impact)
Current smoking reduced disease-free life by:
–3.20 years in men
–3.74 years in women
And increased years with disease.
2. High waist circumference
Reduced disease-free years by:
–2.54 years (men)
–1.90 years (women)
3. Diet, exercise, & alcohol
These had moderate but meaningful positive effects.
🧠 Final Interpretation
The study clearly shows:
Healthy living in midlife extends life, delays disease, and reduces hospital use.
Even small lifestyle improvements make measurable differences.
The health score is a simple but powerful predictor of later-life health outcomes.
📌 One Perfect Sentence Summary
A healthy lifestyle combining no smoking, regular activity, optimal diet, balanced alcohol intake, and healthy waist size can extend disease-free life by more than 7 years, reduce multimorbidity, and significantly cut hospitalization over 20 years.
If you'd like, I can create:
✅ A simple student summary
✅ A diagram/flowchart
✅ A presentation (PPT)
✅ A PDF summary
✅ A visual table of results
Just tell me!... |
| dataset_meta |
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| dataset_path |
/home/sid/tuning/finetune/backend/output/atmaowak- /home/sid/tuning/finetune/backend/output/atmaowak-0526/data/atmaowak-0526.json... |
| training_output |
null |
| status |
completed |
| created_at |
1764892660 |
| updated_at |
1764897757 |
| source_adapter_path |
NULL |
| adapter_path |
/home/sid/tuning/finetune/backend/output/atmaowak- /home/sid/tuning/finetune/backend/output/atmaowak-0526/adapter... |
| plugged_in |
False |