Index
Bibliographic record
Abstract
A abacavir 443 abdominal examination 6-7 ascites 214 cholestasis 246 jaundice 246 pancreatic cancer 304 abdominal wall veins 162-3, 162, 163 ablation therapy for HCC 693, 694 abscesses amoebic see amoebiasis pyogenic see pyogenic liver abscess recurrent pyogenic cholangitis 349, 655 acaeruloplasminaemia 530 acanthocytes (spur cells) 48-9, 49 accessory lobe 4 acetaldehyde 507-8, 509 acetaminophen poisoning see paracetamol poisoning acetylcholine 137 N-acetylcysteine (NAC) 84 aciclovir 85, 433 acidosis in ALF 82 lactic acidosis syndrome 448, 495 acinus, hepatic functional heterogeneity of hepatocytes 15-16, 15 structure 9, 9, 10 actinomycosis 638-9 acute fatty liver of pregnancy (AFLP) 603-5, 603, 604 overlap with toxaemia 607, 607 acute heart failure 198 acute intermittent porphyria 627 acute liver failure (ALF) 70-89 in Budd-Chiari syndrome 74, 193 causes drugs 72-3, 73, 482 hepatitis 71-2 other 73-4, 73 worldwide differences 72 in children/neonates galactosaemia 583 mitochondrial disorders 584-5, 711 neonatal haemochromatosis 531, 583-4 classifi cation 71 clinical features 74-5 complications cerebral oedema 79-81, 81 coagulopathy 81-2 encephalopathy 70-1, 77-9, 81 gastrointestinal haemorrhage 83-4 hypotension 83 infections 82-3 metabolic abnormalities 82 pancreatitis 84 pulmonary 84 renal 83 defi nition 70-1 diagnosis biochemistry 30, 75-6, 75, 583 biopsy 76-7, 78 EEG 76, 76 imaging 76, 77 hepatitis (autoimmune) 74, 76, 85 hepatitis (viral) 71-2, 75, 84-5, 356-7, 380 mushroom poisoning 73-4, 84 paracetamol poisoning 72-3, 75-6, 84, 482 in pregnancy 71-2, 74, 86-7 prognosis 70, 74, 86, 87, 569, 583 treatment artifi cial liver support 88, 89 of complications 77, 79-81, 80, 82, 83, 84 of hepatitis 84, 380 hepatocyte transplantation 88 liver transplantation 82, 85, 86-8, 87, 711 of mushroom poisoning 84 of neonatal haemochromatosis 584 of paracetamol poisoning 84 of Wilson's disease 86 Wilson's disease 74, 76, 86, 537-8, 538 acute phase proteins 31 acyclovir 85, 433 Addison's disease 623 adefovir 384, 386 dosage 386 in HBV/HIV coinfection 440 pretransplant 733 resistance 385, 386, 389 response rates 383 adenocarcinoma bile duct (cystadenocarcinoma) 302, 676 gallbladder 294-7 see also pancreatic cancer adenofi broma, bile duct 676 10.
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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) | 0.000 | 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) | 0.170 | 0.108 |
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; both teacher heads agree on what is shown here.
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".