Study on Reuse of Spent Mushroom Substrates for Cultivating Auricularia auricula-judae
Bibliographic record
Abstract
Spent Mushroom Substrates(SMS) of cultivated edible fungus have not been fully utilized.To reuse SMS,the contrast tests of different formulae for SMS of Ganoderma lucidum and Pleurotus abalones were used to assess the proper formula of cultivating Auricularia auricula-judae in Mudanjiang region.The results showed that 30% addition amount of SMS of Ganoderma lucidum was the appropriate formula in Auricularia auricula-judae cultivation trial,and it was significantly better than using SMS of Pleurotus abalones in various formulae.So it is available to use SMS of Ganoderma lucidum as alternative materials to cultivate Auricularia auricula-judae.
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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 | 0.000 | 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".