What Do Students Think When Asked About Psychology as a Science?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Research has shown that undergraduate courses in psychology often fail to make students accept the discipline as a science. It may be that explicit instruction is not sufficient to modify students’ conceptualization of psychology as something other than science. The goal of this study was to examine introductory psychology students’ conceptualizations of psychology and science. Five hundred and seventy participants completed a free association task for disciplines that included psychology and other sciences. They also provided ratings for these disciplines on relevant dimensions (e.g., important and scientific) and were asked “Is psychology a science?” Students tended to agree that psychology was a science but rated it to be less scientific than the natural sciences. Moreover, the free association results suggested that psychology was semantically distant from the other sciences. Thus, successful pedagogy will need to focus on conceptual change if students are to accept psychology as a science.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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 it