Bibliographic record
Abstract
Galileo Galilei (b. c. 15 February 1564–d. 8 January 1642) or Galileo, as he is usually referred to, is often regarded as the founder of the science of physics. His remarkable insight enabled him to focus on those properties of matter that could be modeled in a mathematical way. He overthrew the rigidified Aristotelian viewpoint of his contemporaries. The concepts of velocity and acceleration lay at the heart of his reforms. Through a series of experiments, he discovered the relationships between distance, velocity, and acceleration obeyed by falling bodies. Galileo was the first person to use the telescope seriously for astronomy and in doing so he discovered the moons of Jupiter, the first clear example of bodies in orbit around a center other than the earth. He became an outspoken advocate of the Copernican model of the universe. He discovered the phases of Venus. He also claimed to have discovered sunspots and he found that the sun rotates. His abrasive and outspoken criticism of Aristotelian philosophy and his obvious acceptance of the Copernican worldview, particularly in his Dialogue concerning the Two Chief World Systems (see Florentine Period), led him into serious trouble with the Roman Catholic Church, which placed him under house arrest for the last eight years of his life. He was nevertheless able to continue writing and research.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.076 | 0.053 |
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 source (direct Gemma or distilled Codex), 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".