Establishing the Contexts of Disruptive Behaviours and Psychological Implications among Pre-Primary and Primary School Pupils
Bibliographic record
Abstract
The study attempted to examine the contexts under which disruptive behaviors occur among pupils in pre-primary and primary schools in Nsukka Urban. The population of the study comprised all pre-primary and schools pupils. A sample of one hundred and sixty-four (164) pupils (both male and female) was drawn. Data was collected through observation. The mean was adopted for answering the research questions. The findings indicated that the context under which disruptive behaviors were displayed by pupils, include the following: when child lacks writing materials, when the environment is noisy, when the child is oppressed by his or her classmates, when the child is frustrated and when the child lacks adequate communication. The findings also indicated that with male pupils, disruptive behaviors occur frequently under all the five items, while with the female pupils disruptive behaviors occur frequently under four of the items and occur slightly on one the items. The psychological implications were also addressed in the study.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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 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".