Philosophical Homogeneity in Pre-Service Education: A Longitudinal Survey.
Bibliographic record
Abstract
This investigation displays the findings of a 5 year longitudinal survey which uncovered a trend in data via a sample of 2600 pre-service education students. Each year 520 preservice student teachers who were enrolled in a one-year full-time, after degree professional Bachelor of Education program in Ontario, Canada completed the survey. Beginning in the Fall of 2002 until the Fall of 2007 each of the students completed an educational philosophy survey to identify their philosophical orientation. Overwhelmingly, 90% or more pre-service students selected and identified with the statements emanating from the progressivist school. The majority (+90%) of pre-service student teachers who completed the survey strongly agreed with the statements underpinning progressivism. A small minority of less than 10% or 52 of the 520 surveyed indicated they were strongly aligned with other philosophical ideologies. These outcomes demonstrate a level of homogeneity that signifies agreement with the tenets of progressivism.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".