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Table 1 Set of candidate prognostic factors (with corresponding number of parameters) for model development

From: The Value of Preseason Screening for Injury Prediction: The Development and Internal Validation of a Multivariable Prognostic Model to Predict Indirect Muscle Injury Risk in Elite Football (Soccer) Players

Selection method

Candidate prognostic factor

Measurement unit

Number of model parameters corresponding to PF

Measurement method

Data type

Reliability (if applicable)

Systematic review/clinical reasoning

Age

Years and days

1

Date of birth

Continuous

N/A

Frequency of previous IMIs within 3 years prior to PHE

Count

1

Medical records

Discrete (treated as continuous)

N/A

Most recent previous IMI within 3 years prior to baseline PHE

Never (ref); < 6 months; 6–12 months; > 12 months

3

Medical records

Categorical

N/A

Data quality/clinical reasoning

CMJ peak power

Watts

1

CMJ using force plates

Continuous

Test-retest ICC = 0.92–0.98 [28]

PROM hip joint internal rotation difference*

Degrees

1

Supine ROM test using digital inclinometer

Continuous

Intra-rater ICC = 0.90 [29]

PROM hip joint external rotation difference*

Degrees

1

Supine ROM test using digital inclinometer

Continuous

Intra-rater ICC = 0.90 [29]

Hip flexor muscle length difference*

Degrees

1

Thomas test using digital inclinometer

Continuous

Inter-rater ICC = 0.89 [30]

Hamstring muscle length/neural mobility difference*

Degrees

1

SLR using digital inclinometer

Continuous

Intra-rater ICC = 0.95–0.98 [31]; inter-rater ICC = 0.80–0.97 [32]

Calf muscle length difference*

Degrees

1

WBL using digital inclinometer

Continuous

Inter-rater ICC = 0.80–0.95 [33, 34]; intra-rater ICC = 0.88 [34]

BMI

kg/m2

1

Composite height (cm) and weight (kg)

Continuous

N/A

  1. PF prognostic factor, PHE periodic health examination, IMI indirect muscle injury, ref reference category (does not count as a model parameter), WBL weight bearing lunge, CMJ countermovement jump, ROM range of movement, PROM passive range of movement, ICC intraclass correlation coefficient, SLR straight leg raise, BMI body mass index, kg kilos, m mass, N/A not applicable
  2. *Denotes between limb differences