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
The article provides an overview of foreign (Western) researches in the field of academic motivation conducted in the United States, Europe and Canada over the past two decades. It presents the main provisions of the twelve most influential theories: Control-value theory of achievement emotions, Achievement goal theory, Attribution theory, Expectancy-value theory, Goal-setting theory, Theory of interest, Need for achievement theory, Possible selves theory, Self-determination theory, Self-efficacy theory, Social belongingness theory, Transformative experience theory, and also the Implicit theories of intelligence. Some of these theories appeared long ago, often more than half a century ago, but were subsequently expanded and/or modified. Some are articulated in recent years. In most theories of great importance is attached to the role of cognitions and cognitive processes in the process of learning, to the role of goal-setting, emotions in general, as well as to the student's identity and his/her relationships with parents, teachers and peers
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it