A NEW STANDARD OF ABBREVIATIONS FOR BROMINATED, CHLORINATED AND PHOSPHORUS CONTAINING FLAME RETARDANTS
Bibliographic record
Abstract
1 Environmental Chemistry Unit, Department of Materials and Environmental Chemistry, Stockholm University, SE-106 91 Stockholm, Sweden; 2 The Centre for Environment, Fisheries and Aquaculture Science, Cefas Lowestoft Laboratory, Pakefield Road, Lowestoft, Suffolk NR33 0HT, UK; 3 VU University, Institute for Environmental Studies, De Boelelaan 1087, 1081HV, Amsterdam, The Netherlands; 4 Toxicological Centre, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium; 5 National Water Research Institute, 867 Lakeshore Road, Burlington, Ontario L7R 4A6, Canada; 6 National Cancer Institute and National Institute of Environmental Health Sciences, 111 T.W. Alexander Drive, MD: B2-01, Research Triangle Park, North Carolina 27709, USA; 7 Environmental Chemistry Laboratory, California Department of Toxic Substances Control, 700 Heinz Street, Berkeley, CA 94710, USA; 8 The Food and Environment Research Agency, Sand Hutton, York YO41 1LZ, UK; 9 Environment Preservation Research Center, Kyoto University, Kyoto, Japan.
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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| 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".