Validity of High Order Thinking Skills (HOTS) Oriented Student Worksheet (LKPD) on Structure and Function of Plant Tissue Material for Class VIII Junior High School
Bibliographic record
Abstract
Curriculum 2013 push student to have the high order thinking skills (HOTS). But in the SMPN 15 Padang especially in class VIII, there is no available teaching material that can improve students high order thinking skills in the learning process. Therefore, HOTS oriented LKPD has been developed in the structure and function of plant tissue material. The purpose of this research to know validity of High Order Thinking Skills (HOTS) oriented student worksheet (LKPD) on structure and function of plant tissue material for class VIII junior high school. This research is part of Plomp model that is development or prototyping phase. Data analyzed through quantitative analysis. The instrument of data collection using validation questionnaires. The product validated by 3 lecturers of biology and a natural science teacher of SMPN 15 Padang. Based on the results of the study obtained the validity of LKPD 90.96% with very valid category.
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 | 0.004 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".