Pilot Wave Theory in the Twenty-First Century
Bibliographic record
Abstract
Abstract This book is the result of the International Conference on Advances in Pilot Wave Theory, hosted by the Centre for Philosophy of Sciences of the University of Lisbon (CFCUL), Portugal, held from 26 to 30 July 2021 (International Conference on Advances in Pilot Wave Theory—Concurrently Hosting Hydrodynamic Quantum Analogs HQA-2021 n.d.; Advances in Pilot Wave Theory & HQA2021—YouTube n.d.). The conference concurrently hosted the Hydrodynamic Quantum Analogs meeting (HQA-2021) owing to the common interests of these seemingly disparate fields. The meeting took place online due to the COVID Pandemic lockdown and attracted participants from distant points of the globe, including the United States, Canada, Brazil, Mexico, Portugal, the United Kingdom, Italy, France, the Netherlands, Germany, Russia, Australia, and Israel.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".