Bibliographic record
Abstract
The inherent behavior transition of students’ classroom learning behavior is a process of transition from outside to inside and from the inside to the outside. Perceptual information is the starting point of classroom learning behavior inherently occurs. Abstract internalization is the basis of classroom learning behavior inherently occurs. Innovation generation is the key to classroom learning behavior inherently occurs. Firstly, the consciously degree of students’ learning cogitation restricts the processes of innovation generation learning behavior. Secondly, the learning cogitation type restricts the quality of innovation generation of learning behavior. External action is the practice of learning behavior inherently occurs. Firstly, the change of students’ learning behavior at any time should be observed and recorded. Secondly, students continuous reflect on the process of classroom learning behavior. Finally, classroom learning behavior should be constantly improved and modified according to the questions found by students after their reflections. These four aspects are not a simple “flat loop” from perceptual information to external application, but a “spiral process.” External application also means the beginning of the next perceptual information. These four stages are relatively independent, though they are connected to each other and interlocking.
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 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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".