Figure data for "Self-emergence of robust solitons in a micro-cavity"
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
<em><strong>Figure data for </strong></em> <strong>"Self-emergence of robust solitons in a micro-cavity"</strong> Maxwell Rowley<sup>1</sup>, Pierre-Henry Hanzard<sup>1</sup>, Antonio Cutrona<sup>1,2</sup>, Hualong Bao<sup>1</sup>, Sai T. Chu<sup>3</sup>, Brent E. Little<sup>4</sup>, Roberto Morandotti<sup>5</sup>, David J. Moss<sup>6</sup>, Gian-Luca Oppo7, Juan Sebastian Totero Gongora<sup>1,2</sup>, Marco Peccianti<sup>1,2</sup> and Alessia Pasquazi<sup>1,2,*</sup> <sup>1</sup> Emergent Photonics (Epic) Lab, Dept. of Physics and Astronomy, University of Sussex, BN1 9QH, UK <sup>2</sup> Emergent Photonics Research Centre, Dept. of Physics, Loughborough University, Loughborough LE11 3TU <sup>3</sup> Department of Physics, City University of Hong Kong, Tat Chee Avenue, Hong Kong, China SAR <sup>4</sup> State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, CAS, Xi'an, China <sup>5</sup> INRS-EMT, 1650 Boulevard Lionel-Boulet, Varennes, Québec, Canada J3X 1S2 <sup>6 </sup>Optical Sciences Centre, Swinburne University of Technology, Hawthorn, VIC 3122, Australia <sup>7</sup> SUPA, Department of Physics, University of Strathclyde, Glasgow, Scotland, UK <sup>*</sup>a.pasquazi@sussex.ac.uk Article DOI: https://doi.org/10.1038/s41586-022-04957-x <br> <strong>Acknowledgements</strong> We acknowledge the support of the EPSRC, Industrial Innovation Fellowship Programme, under grant no. EP/S001018/1, the UK Canada Quantum Technology Programme and Innovate UK (IUK project nos. 77087 and 10004412). This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme grant agreement no. 851758 (TELSCOMBE). A.C. acknowledges the support of the DSTL-Defence Science & Technology Laboratory through the studentship DSTLX1000142078. J.S.T.G. acknowledges the Leverhulme Trust (Leverhulme Early Career Fellowship grant no. ECF-2020-537). R.M. acknowledges funding by the Natural Sciences and Engineering Research Council of Canada (NSERC) through the joint UK Canada Quantum Technology Programme, and by the Canada Research Chair Program. B.E.L. acknowledges support from the Strategic Priority Research Programme of the Chinese Academy of Sciences (grant no. XDB24030300). We are indebted to L. Peters, L. Olivieri and A. Bendahmane for enlightening discussions.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.104 | 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