Preservice Mathematics Teachers’ Metaphorical Perceptions towards Proof and Proving
Bibliographic record
Abstract
<p class="apa">Since mathematical proof and proving are in the center of mathematics; preservice mathematics teachers’ perceptions against these concepts have a great importance. Therefore, the study aimed to determine preservice mathematics teachers’ perceptions towards proof and proving through metaphors. The participants consisted of 192 preservice mathematics teachers in a public university in Aegean Region. As a data collection tool, to reveal preservice mathematics teachers’ metaphorical perceptions towards the proof and proving, the form that includes the blanks in the sentences “Mathematical proof is like… Because…” and “Mathematical proving is like… Because…” Data was analyzed using content analysis method. Sixteen themes about the concept of proof and twenty themes about the concept of proving were composed. After taking a specialist opinion, Miles&amp;Huberman’s reliability co-efficient was calculated .92. According to the research results; preservice mathematics teachers had positive perceptions for mathematical proof; but in the matter of proving, they had negative perceptions.As a recommendation, it should be conducted to present why preservice mathematics teachers’ perceptions about proof and proving are negative by using depth interviews.</p>
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 teacher head, 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".