Bibliographic record
Abstract
reaction, thermodynamic feasibility of, 538 Absorbent PP-LFER equation, 134 Absorbent PP-LFER sorbent descriptors, 140 Accelerated solvent extraction (ASE) system, 162 p-Acceptor organic chemicals, 197 Acenaphthene (ACE), 267, 268, 507 Acenaphthylene (ACY), 267, 268, 507 Acetobacter peroxydans, 425 Acetylcholinesterase (AChE), 419 Acid dissociation constants, 194 Acid orange 7 (AO7), 105 Activated carbons (ACs), 4 Activity coefficient, 123 Adsorbable organic halides (AOX), 440 Adsorption of atrazine, from water, 52 Adsorptive interactions, 128 microbes immobilized, 425 Advanced factor analysis model, 172 Advanced oxidation processes (AOPs), 237--239 Advanced regional prediction system (ARPS), 173 Advanced wastwater treatment, 237 advanced oxidation process, 237--239 membranes, 237 microfiltration (MF), 237 nanofiltration (NF), 237 reverse-osmosis (RO), 237 ultrafiltration (UF), 237 pharmaceutical and EDC removal by, 238 residual management, 239--240 Aerobic metabolism, 467 of oxygen depiction of electron configuration, 468 double role of, 468--470 kinetic barriers, 468 oxygenic photosynthesis, 467 respiratory electron transport, 469 standard reduction potentials, 467 Aerodynamic diameter, 118 Aerosols, 117 components, partitioning to elemental carbon, 131--132 minerals and metal oxides, 130--131 pure water, 129--130 salts, 130--131 snow and ice, 130 water-insoluble organic matter, 132 water soluble organic matter, 132 composition, 117--118 size fractions, 118 sources, 116 total organic carbon (TOC) content, 123 unique sorbing components found in, 119 Agency for Toxic Substances and Disease Registry (ATSDR), 151 Aging effect, 521 Agricultural wastes, open burning of, 270 Agrochemicals, 493 Air-side mass transfer coefficient, 161 Air-surface exchange processes, 152, 154, 155 Air/water quality standards (AQSs/WQSs), 149 Alizarin red (AR), 105 Alkylphenolethoxylates (APEs), 494 Ambient aerosols OM in, 117 process of deliquescence by, 117 WIOM phase, surrogate for, 137 Biophysico-Chemical Processes of Anthropogenic Organic Compounds in Environmental Systems.
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 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.705 | 0.558 |
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".