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
Aldehyde dehydrogenase 189 Aldehyde reductase 188 Aldolase 179 Aldose reductase 188 ALEs, See Advanced lipoxidation end products (ALEs) α1-Antitrypsin 756 α-Dicarbonyls 562 -overproduction, as diabetic complication 566-569 α-Naphthylisothiocyanate 256 α-Synuclein 700-702, 722 AMA, See Antimitochondrial autoantibodies (AMA) Amadori products 558 -deglycation systems for 561 -impaired deglycation of 564-566 Aminoacetone 193 Aminochromes 701 5-Aminoimidazole-4-carboxamide ribonucleotide (AICAR) 462 Aminolevulinic acid (ALA) 403 Aminophospholipids 777 2-Aminopropanolamine 195 Amiodarone 299 Amitriptyline 299 Ammonia 717 Amodiaquine 750 AMP-dependent protein kinase (AMPK) 461-462 Ampicillin 299 Amyotrophic lateral sclerosis (ALS) 409 Anabolic steroids 299 Analogs 794 Androstenedione 871 Animal models of polyglutamine diseases 425-429 -C.elegans 426-427 -Drosophila 426-427 -fly 426-427 -manipulation strategies 426 -model dependence, critical issues in 427-429 --protein expression 428 --unbiased screening methods 428 -murine models 427 -worm 426-427 Antichromatin autoantibodies 751 Antiestrogens 874 Antifibrillarin 757 Antigen presenting cells (APCs) 751 Antilaminin autoantibodies 753 Anti-lipoic acid antibodies 752 Antimitochondrial autoantibodies (AMA) 752 Antimycin C 600 Antioxidant 773, 883, 891 -defense line 774 -enzymes protective upregulation, as diabetic complication 570 APCs, See Antigen presenting cells (APCs) Apolipoprotein B 623 Apoptosis 759 Arginine vasopressin 294-295 Aromatase 869 Aromatic acid decarboxylase (AADC) 696 Aryl hydrocarbon receptor (AhR) 754 Aspartate 136 Ataxin-1 432 Ataxin-3 435 Ataxin-7 432 Atherosclerotic plaques 620-621 -cell-mediated oxidation 628-630 ATP7A 408 ATP7B 407 Atrophin-1 432-433 Autocrine 662 Autoimmune thyroiditis 754 Autoimmunity, chemically induced 747-761 -animal models of 756-760 --heavy metals 756-758 --D-penicillamine 760 --phthalate 759-760 --pristane 758-759 -human disease 749-756 --D-penicillamine-induced myasthenia gravis 752-753 --drug-induced immune hemolytic anemia 751-752 --drug-induced lupus 749-751 --eosinophilic pneumonia
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.213 | 0.141 |
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