Fistula-first and catheter-last: fading certainties and growing doubts
Bibliographic record
Abstract
vation in childhood steroid-sensitive nephrotic syndrome. Clin Nephrol 2003; 60: 242–247 31. Sfikakis PP, Boletis JN, Lionaki S et al. Remission of proliferative lupus nephritis following B cell depletion therapy is preceded by down-regulation of the T cell costimulatory molecule CD40 ligand: an open-label trial. Arthritis Rheum 2005; 52: 501–513 32. Fervenza FC, Abraham RS, Erickson SB et al. Rituximab therapy in idiopathic membranous nephropathy: a 2-year study. Clin J Am Soc Nephrol 2010; 5: 2188–2198 33. Hultin LE, Hausner MA, Hultin PM et al. CD20 (pan-B cell) antigen is expressed at a low level on a subpopulation of human T lymphocytes. Cytometry 1993; 14: 196–204 34. Sahali D, Pawlak A, Le Gouvello S et al. Transcriptional and post-transcriptional alterations of IkappaBalpha in active minimal-change nephrotic syndrome. J Am Soc Nephrol 2001; 12: 1648–1658 35. Martin F, Chan AC. Pathogenic roles of B cells in human autoimmunity; insights from the clinic. Immunity 2004; 20: 517–527 36. Ishimoto T, Shimada M, Araya CE et al. Minimal change disease: a CD80 podocytopathy? Semin Nephrol 2011; 31: 320–325 37. Fornoni A, Sageshima J, Wei C et al. Rituximab targets podocytes in recurrent focal segmental glomerulosclerosis. Sci Translat Med 2011; 3: 85ra46 38. Calabrese LH, Molloy ES, Huang D et al. Progressive multifocal leukoencephalopathy in rheumatic diseases: evolving clinical and pathologic patterns of disease. Arthritis Rheum 2007; 56: 2116–2128 39. Glassock RJ. Therapy of relapsing minimal-change disease in adults: a new approach? Kidney Int 2013; 83: 343–345
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".