Operation of the Handicraft Element of Primary and Junior Secondary Curriculum: Implications for Technological Adavancement in Nigeria
Bibliographic record
Abstract
Technological advancement has been related to national economic growth and poverty reduction by both national and international analysts. Development of indigenous skills (handicrafts or handiwork) is seen as central to successful administration of indigenous skill development critical for solution of contemporary problems in society. In Nigeria, the desire to develop local craft as a basis for technology appreciation and application is well articulated in the National Policy on Education, especially in the basic (primary and junior secondary) education curriculum. It is expedient therefore, to examine the operation of the handicraft element of the basic education curriculum and determine the implications on the nation’s strive to achieve technological advancement. Consequently, relevant terms were conceptualized; the implications for policy operation were treated, and parameters for better operation such as provision of basic infrastructures (libraries, laboratories, workshops, etc), training of local craft teaching staff, in addition to adequate financing were recommended.
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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 | 0.001 | 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) | 0.000 | 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".