ETHNO-BOTANICAL STUDIES OF SOME SELETED PLANTS IN MASTUJ, CHITRAL VALLEY, KHYBER PAKHTUNKHAW
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
This study was carried in Mastuj valley; it is based on the results of ethno-botanical study of some plants in Mastuj valley. My research study contains 20 plants belonging to 14 families including, 1 monocot, 1 gymnosperm and 18 dicots. Family Alliaceae contain (1spp) F. Salicaceae (1 spp) F. Asteraceac (3 Spp) F. Poaceae (1 spp) F. Papilionaceae (2 spp) ,F.Cucurbitaceae (1 spp) ,F.Mimosaceae (1 spp),F.Solanaceae (2 spp) ,F.Polygonaceae (1 spp),F.Capparidaceae (1 spp) ,F.Lamiaceae (3 spp) ,F.Ephidraceae (1 spp), F.Apiaceae (1 spp) and F.Papaveraceae (1 spp). The ethno-botanical study show that about 19 spp were used as a fodder ,16 as a medicinal ,5 for fire wood ,4 vegetable ,4 ornamental ,2 timber production ,1 plant is used in basketry ,1 plant is a source of building material ,1 used in musical instrument ,2 plant are source of paint production ,1 specie is used for paper production and 1 for soap production .11 plants are cultivated and 9 are wild plants.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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