As You Like It, Part 3: A Critique and Historical Review of Calcification as Seen with the Electron Microscope
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
As You Like It, Part 3, is a continuation of the lectures given by the author (Ultra Path VIII and Ultra Path IX). It is a critical historical review of topics of interest to electron microscopists, attempting to show what went wrong and perhaps also why. The topics chosen this time demonstrate the prominent role electron microscopy has played in elucidating the diverse ways in which calcification can occur. The classic concept of dystropic and metastatic calcification is now inadequate to explain all observed phenomena. The electron microscope shows that calcification occurs in many different intracellular and extracellular sites and that each has its own morphology and etiology. Thus, a new classification based on ultrastructural morphology is born, but few seem to be aware of it. The author examines the ubiquitous but not too well-known phenomenon of cell remodeling, which often, but not always, leads to calcification. Topics are presented under the following headings: (1) matrical lipidic debris, (2) spherical microparticles, (3) matrix vesicles, (4) intramitochondrial calcification, (5) intralysosomal calcification, (6) calcification of collagen, (7) calcification of elastic fibers, and (8) calcification of secretory products.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 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 | 0.001 |
| 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 it