Frobell and colleagues' NEJM paper debunks ‘early reconstruction’ after ACL rupture: give a piece of rehab a chance!
Bibliographic record
Abstract
ABSTRACT Polystyrene or PS is one of the plastics contributing to environmental pollution with its durability and resistance to biodegradation. Recent research has found that mealworms (Tenebrio molitor) and superworms (Zophobas morio) are able to utilize polystyrene as a carbon food source and degrade them without toxic effects. In this study, we studied food additives to augment the plastic consumption and found that small additions of sucrose and bran were able to encourage PS consumption. To close the plastic carbon cycle, we also evaluated the use of the worm frass for dragon-fruit cacti (Hylocereus undatus) growth and found that superworm frass supported rooting and growth better than mealworm frass and control media over a fortnight. From the results, superworms are shown to be a suitable natural solution to the PS plastic problem that can also support plant growth towards a zero-waste sustainable bioremediation cycle.
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 | 0.001 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.010 | 0.005 |
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".