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Peer assessment as a method for measuring harmful internet use.

W W Koczkodaj1, A Kowalczyk2, M Mazurek3

  • 1Computer Science, Laurentian University, Sudbury, ON P3E 2C6 Canada.

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|July 7, 2023
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Summary
This summary is machine-generated.

This study introduces a novel peer assessment method to more accurately measure harmful internet use (HIU). This approach significantly improves the true positive rate for identifying HIU, offering a potential paradigm shift in internet use assessment.

Keywords:
Differential evolutionHarmful internet use (HIU)MeasurementPA4HIU measurePath analysisPeer assessmentRating scaleStructural equations model

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Area of Science:

  • Psychology
  • Internet Studies
  • Sociology

Background:

  • Harmful Internet Use (HIU) is a growing concern, encompassing both self-harm and harm to others.
  • Current methods for assessing HIU may lack accuracy and comprehensiveness.
  • There is a need for innovative approaches to quantify problematic internet engagement.

Purpose of the Study:

  • To develop and validate a novel peer assessment method for measuring Harmful Internet Use (HIU).
  • To compare the accuracy of peer assessment against existing methods for HIU detection.
  • To explore the influence of parental care on mitigating HIU through structural equation modeling.

Main Methods:

  • Implementation of a novel peer assessment strategy for evaluating HIU.
  • Application of classic statistical analyses and structural equation modeling (SEM).
  • Computation of the Area Under the Curve (AUC) for Receiver Operating Characteristic (ROC) curves to establish scale cut-off points.

Main Results:

  • The peer assessment method demonstrated a substantially higher true positive rate (TPR) for detecting HIU compared to previous studies.
  • Structural Equation Model results indicated a moderate influence of parental care on individuals' efforts to combat HIU.
  • The study provides validated cut-off points for the assessment scale using ROC analysis.

Conclusions:

  • Peer assessment offers a promising and more accurate approach to measuring HIU.
  • Parental care is a significant, albeit moderate, factor in an individual's ability to resist HIU.
  • Further research is recommended to integrate this peer assessment paradigm into broader internet use evaluations.