MICROPLASTICS AND THE IMPORTANCE OF REDUCING THEM FOR THE BENEFIT OF HEALTH
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
The objective of this documentary research is to carry out an analysis of the negative impact on health caused by daily use plastics that are not legislated.Currently, government regulations are prohibiting single-use plastic bags but do not pay attention to other types of plastics that have direct contact with humans, such as baby bottles, personal thermoses, bottled water that sells for millions, glasses, etc...The use of this type of products causes the direct ingestion of the microplastics that are released from them.In studies carried out on blood samples, plastic particles were found in 77% of them and of these, half corresponded to PET and 25% to styrene polymers.It is estimated that bottled water and food products extracted from the sea near the coast are the most contaminated.The danger of microplastics lies in their weight and size, which are tiny because they can adhere to red blood cells, limiting oxygen transport.They can be in the placentas of pregnant women and in babies' bottles.To prevent and counteract the use of any type of plastics, the government must legislate its use in a comprehensive manner and civil society must raise awareness through campaigns on social networks, talks, forums, among others, to be more proactive and be aware of their negative impact.
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.
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 | 0.003 | 0.001 |
| 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 it