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Evaluation of ChatGPT-generated training programmes for kickboxing Cover

Evaluation of ChatGPT-generated training programmes for kickboxing

Open Access
|Nov 2026
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Figures & tables

Table 1

Proposed questionnaire items and key constructs for training programme evaluation

AspectQuestionnaire itemsKey construct
Overall structure and methodological principlesRate the overall structure of the programProgram
Rate the progression of intensity and/or volumeProgression
Evaluate the extent to which the programme considers athletes’ preparednessIndividualization
Assess the inclusion of different preparation components (technical, physical, tactical, etc.)Diversity
Rate the integration of injury prevention, rest, and recovery measuresSafety
Combat sports specificityRate the exercises aimed at developing technical skills (strikes, stance, footwork)Technical
Evaluate the extent to which the programme develops tactical skills (combinations, decision-making, strategy)Tactical
Rate the coverage of main physical qualities (strength, endurance, speed, agility)Conditioning
Assess the inclusion of psychological skills developmentPsychological
Rate the systematic use of partner work (sparring, pair drills)Sparring
Practicality and applicabilityRate the feasibility of implementation under typical training conditions (gym, equipment, time)Feasibility
Evaluate the suitability of the programme for beginners in group trainingNovices

Source: Authors’ contribution.

Table 2

Comparative descriptive statistics of expert assessments for each training program

Key constructTP1, basic promptTP2, refined promptTP3, detailed prompt
Mean value ± SDMedian (IQR)Mean value ± SDMedian (IQR)Mean value ± SDMedian (IQR)
Programme1.36 ± 0.501 (1–2)1.91 ± 0.702 (2–2)2.82 ± 0.753 (2–3)
Progression1.27 ± 0.471 (1–2)1.82 ± 0.752 (1–2)3.00 ± 0.773 (2–4)
Individualization1.18 ± 0.401 (1–1)1.55 ± 0.691 (1–2)2.09 ± 0.942 (2–2)
Diversity1.45 ± 0.521 (1–2)1.91 ± 0.702 (2–2)2.82 ± 0.753 (2–3)
Safety1.18 ± 0.401 (1–1)1.36 ± .0501 (1–2)1.64 ± 0.672 (1–2)
Technical1.36 ± 0.501 (1–2)2.45 ± 0.522 (2–3)2.00 ± 0.772 (2–2)
Tactical1.18 ± 0.401 (1–1)1.64 ± 0.672 (1–2)1.73 ± 0.652 (1–2)
Conditioning1.64 ± 0.502 (1–2)2.00 ± 0.772 (2–2)2.64 ± 0.923 (2–3)
Psychological1.18 ± 0.401 (1–1)1.45 ± 0.521 (1–2)1.73 ± 0.652 (1–2)
Sparring1.18 ± 0.401 (1–1)1.45 ± 0.521 (1–2)1.91 ± 0.702 (2–2)
Feasibility1.55 ± 0.522 (1–2)1.64 ± 0.502 (1–2)2.82 ± 0.753 (2–3)
Novices1.36 ± 0.501 (1–2)2.18 ± 0.752 (2–3)1.82 ± 0.752 (1–2)
Overall expert rating1.33 ± .471 (1–2)1.78 ± 0.692 (1–2)2.25 ± 0.892 (2–3)

Source: Authors’ contribution.

Figure 1

Boxplot of composite expert ratings for each training program

Source: Authors’ contribution.

Language: English
Page range: 337 - 345
Submitted on: May 6, 2026
Accepted on: Sep 25, 2026
Published on: Nov 10, 2026
Published by: University of Physical Education in Warsaw
In partnership with: Paradigm Publishing Services

© 2026 Denis Volsky, Georgiy Korobeynikov, Olha Borysova, Inna Holovach, published by University of Physical Education in Warsaw
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.