Cristin-resultat-ID: 1955681
Sist endret: 11. januar 2022, 11:39
NVI-rapporteringsår: 2021
Resultat
Vitenskapelig artikkel
2021

Handling and reporting missing data in training load and injury risk research

Bidragsytere:
  • Lena Kristin Bache-Mathiesen
  • Thor Einar Andersen
  • Benjamin Clarsen og
  • Morten Wang Fagerland

Tidsskrift

Science and medicine in football
ISSN 2473-3938
e-ISSN 2473-4446
NVI-nivå 1

Om resultatet

Vitenskapelig artikkel
Publiseringsår: 2021

Importkilder

Scopus-ID: 2-s2.0-85119380785

Beskrivelse Beskrivelse

Tittel

Handling and reporting missing data in training load and injury risk research

Sammendrag

Purpose: To map the current practice of handling missing data in the field of training load and injury risk and to determine how missing data in training load should be handled. Methods: A systematic review of the training load and injury risk literature was performed to determine how missing data are reported and handled. We ran simulations to compare the accuracy of modelling a predetermined relationship between training load and injury risk following handling missing data with different methods. The simulations were based on a Norwegian Premier League men’s football dataset (n = 39). Internal training load was measured with the session Rating of Perceived Exertion (sRPE). External training load was the total distance covered measured by a global positioning systems (GPS) device. Results: Only 37 (34%) of 108 studies reported whether training load had any missing observations. Multiple Imputation using Predicted Mean Matching was the best method of handling missing data across multiple scenarios. Conclusion: Studies of training load and injury risk should report the extent of missing data, and how they are handled. Multiple Imputation with Predicted Mean Matching should be used when imputing sRPE and GPS variables.

Bidragsytere

Lena Kristin Bache-Mathiesen

  • Tilknyttet:
    Forfatter
    ved Institutt for idrettsmedisinske fag ved Norges idrettshøgskole

Thor Einar Andersen

  • Tilknyttet:
    Forfatter
    ved Institutt for idrettsmedisinske fag ved Norges idrettshøgskole

Benjamin Matthew Clarsen

Bidragsyterens navn vises på dette resultatet som Benjamin Clarsen
  • Tilknyttet:
    Forfatter
    ved Avdeling for helsefremmende arbeid ved Folkehelseinstituttet
  • Tilknyttet:
    Forfatter
    ved Institutt for idrettsmedisinske fag ved Norges idrettshøgskole

Morten Wang Fagerland

  • Tilknyttet:
    Forfatter
    ved Biostatistikk, epidemiologi og helseøkonomi (OSS) ved Oslo universitetssykehus HF
  • Tilknyttet:
    Forfatter
    ved Institutt for idrettsmedisinske fag ved Norges idrettshøgskole
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