Adaptation and Initial Validation of the Interpersonal Behaviors Questionnaire—Self with Spanish Physical Education Pre-Service Teachers
Bibliographic record
Abstract
Building upon Self-Determination Theory, the objective of this research was to gather validity and reliability evidence on the use of the Interpersonal Behaviors Questionnaire (IBQ-Self) in the Spanish physical education (PE) teacher training context. Participants were 419 pre-service PE teachers (48.45% women; M age = 26.97; SD = 6.49) from eight public universities; all were enrolled in the Professional Master’s program in Education. We found psychometric support for a 24-item six-factor correlated model of the IBQ-Self that was invariant across gender. There was also evidence for discriminant validity and reliability of this instrument. Criterion validity was provided by positive relationships found between need satisfaction and need-supportive behaviors, and between need frustration and need-thwarting behaviors. Overall, the IBQ-Self is a valid and reliable measure of Spanish pre-service PE teachers’ perceptions of their own need-supportive and need-thwarting behaviors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".