Secret Chambers: The Inside Story of Cells & Complex Life
Bibliographic record
Abstract
The appearance of the modern plant cell is one of the most deeply puzzling and unlikely steps in the whole history of life, and as Martin Brasier shows in Secret Chambers, decoding this puzzle has been a great adventure that has mainly taken place over the last fifty years. Covering the period from 1 to 2 billion years ago, Brasier presents the modern understanding of the origin of the complex cell, without which there would be nothing on Earth today except bacteria. Indeed, the formation of this cell was a fundamental turning point in the history of life on Earth. Weaving together several threads, Brasier highlights the importance of single-celled forms to marine ecosystems, describes symbiosis and coral reefs, and examines the architecture and beauty of single-celled Foraminifera and what they tell us about evolution. Throughout the book, he interweaves cutting-edge scientific discussions with lively descriptions of his explorations around the world, from the Caribbean Sea and the Egyptian pyramids, to the shores of the great lakes in Canada, and to the reefs and deserts of Australia.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".