Table 6 Recommended exercises for women in the three categories of healthy, osteopenia and OP.

From: Artificial intelligence used to diagnose osteoporosis from risk factors in clinical data and proposing sports protocols

Number

age

Length

Intervention

T-score range

1

35–50

8 months

2–3/week

Agility training, HIIT, resistance training with the intensity of 80–75% 1RM, aerobic training with 75% intensity of heart rate reserve, HIT training, jumping training, training with TRX at 4 Likert scale level, reaction speed training

Healthy

(T-score > − 1.0)

2

51–65

12 months

2–3/week

Water preparation exercises with 70% reserve heart rate, resistance exercises with 70% 1RM intensity, aerobic exercises with 70% reserve heart rate, cycling, fast walking

3

Over 66

12 months

2–3/week

Water aerobic exercise with 65% reserve heart rate, balance and flexibility exercises + full body vibration, fast walking, exercises with TRX at 3 Likert scale

4

35–50

12 months

2–3/week

Aerobics + Pilates + Whole Body Vibration, Aerobic Exercises in Water with 65% Reserve Heart Rate Intensity, Medium Intensity Combined Exercises (Including Running, Balance and Flexibility), 1RM 65% Resistance Exercises, 4 Likert Level TRX Exercises

Osteopenia

(T-score − 1.5 to − 2.5)

5

51–65

12 months

2–3/week

Water training with 60% reserve heart rate, resistance training with 65% 1RM intensity, cycling, balance, and flexibility training

6

Over 66

12 months

2–3/week

Exercise in water with 55% reserve heart rate, balance and flexibility exercises + whole-body vibration, brisk walking, exercises with TRX at level 2 Likert scale

7

35–50

12 months

2–3/week

Pilates + Aerobics + whole-body vibration, aerobic exercise in the water with 60% reserve heart rate, combination exercises (including running, balance, and flexibility and 60% reserve exercise), resistance

training with 60% RR intensity

Osteoporosis

(T-score ≤ − 2.5)

8

51–65

12 months

2–3/week

Water training with 55% reserve heart rate, brisk walking, training with TRX at level 2 Likert scale,

resistance training with 55% intensity 1RM

9

Over 66

12 months

2–3/week

Hydrotherapy exercises with TRX level 1 Likert scale, brisk walking, functional exercises with 50% intensity of heart rate Save reaction exercises

  1. *Within the examined range, different classification algorithms were used. DT Decision tree, RF Random forest, KNN k-nearest neighbor, SVM Support vector machine, GB Gradient boosting, ET Extra trees, AB Ada Boost, ANN-MLP Artificial neural network multilayer perceptron.