Table 5 Recommended exercises for men in 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

6 months

2–3/week

Resistance training with intensity of 80–75% 1RM, aerobic training with 75% intensity of reserve heart rate, HIIT training, BFR moderate-intensity resistance training, HIT training, jumping training

Healthy

(T-score > − 1.0)

2

51–65

8 months

2–3/week

Resistance training with 65% intensity 1RM, balance training, brisk walking and reaction training, training with TRX at 5 Likert scale

3

Over 66

12 months

2–3/week

Whole-body vibration, cycling, resistance training with 60% intensity 1RM, aerobic training with 60% intensity of heart rate reserve, balance exercises + flexibility + reaction

4

35–50

12 months

2–3/week

Resistance training with 70% intensity 1RM, medium intensity aerobic training with up to 70% reserve heart rate, cycling, training with TRX at 4 Likert scales, agility and reaction speed training, HIIT training

Osteopenia

(T-score − 1.5 to − 2.5)

5

51–65

12 months

2–3/week

Resistance training with 65% intensity 1RM Aerobic exercises with 65% intensity of heart rate reserve, balance exercises, brisk walking

6

Over 66

12 months

2–3/week

Cycling, balance exercises, brisk walking, whole- body vibration, aerobic exercises with 60% reserve heart rate, and water training, resistance exercises with 60% 1RM intensity

7

35–50

12 months

2–3/week

Medium intensity combined exercises (including walking, running, balance and flexibility), cycling, resistance training with 60% intensity 1RM aerobic training with 60% reserve heart rate, training with TRX at 3 Likert scale level

Osteoporosis

(T-score ≤ − 2.5)

8

51–65

12 months

2–3/week

Water training with an average intensity of 55% of the reserve heart rate, resistance training with an intensity of 55% 1RM Aerobic training with an intensity of 60% of the reserve heart rate

9

Over 66

12 months

2–3/week

Aerobic exercise with 50% reserve heart rate, water exercise with 50% reserve heart rate, gentle walking, whole-body vibration, balance and flexibility exercises), functional 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.