Bibliographic record
Abstract
cumulative assessment, 277 defined, 389 dermal absorption studies, 330 dose-response assessment, 3 harmonization and MOES, 371 operator exposure modeling, 175 risk assessment, 198, 371-373 Active ingredients, 15 Activity-specific exposure data, 54-55 Acute exposure, defined, 276 Acute toxicity, 368 ADME oral study, 332 Adverse effect, defined, 390 Aerosol droplets, 217-218 Aerosol sprayers, 110 AgDrift model, 352 Aggregate and cumulative risk assessment, 275-279, 372-373 case study aggregate exposure, 298-300 benchmark doses, 282-284 cumulative exposure, 300-304 dietary consumption, 291-293 dose characterization, 284-285 dose-response relationship, 280-281 drinking water ingestion, 287-290 exposure characterization, 285-286 herbicide handling by workers, 293-8 margin of exposure, 281-2, 284, 287 Monte Carlo simulation, 286-287 risk defined and characterized, 280-282 harmonization, 372-373 Aggregate dose, defined, 390 Aggregate exposure defined, 6, 131, 390 harmonization needs, 372-373 and reference dose, 7 Agricultural Handlers Exposure Database (AHED), 179 and international harmonization, 203 Agricultural Re-entry Exposure Group, 355 Agricultural Re-entry Task Force, 62 Air, indoor, 141, 150 pesticide degradation, 218-219 Air sampling, 23 efficiencies, vapor generator for, 79 passive, 113 published methods, 75-76 PUF and glass cartridge samplers, 76-77, 78 quality control, 80 sampling media, 74-75 validation and dynamic retention tests, 78-79 Amortized expressions of exposure, 368-369 Antimicrobials, 347-350 Application defined, 390 and Dutch model, 187-188 equipment type and exposure, 17 and EUROPOEM, 190-193 and German model, 181-182 methodological guidance, 351 modern trends, 204-205 and PHED, 177-178 residential modeling, 212 and risk mitigation, 5 surrogate values, 192, 193 techniques and associated equipment, 17, 174-175 and UK-POEM, 183-184 see also spraying Applied dose, 8, 137, 138 Archiving, 147 Arithmetic mean, 22, 65, 201, 364, 368 Occupational and Residential Exposure Assessment for Pesticides.Edited by C. A.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.680 | 0.520 |
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".